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zJYuQVwoP>*Az;ZNl|SFV*wMT=%pBbDI_I24?3JHi2wLi_vW!pe)8K=02B<&E#=-Wt zz2d`;`b&Sd{CB>idkU}g7F<2%sgbpJiiYh7_IURZ=Q@D=^AFE>En(HUNe-6e>a~IvlOYg#Mgs%O)lCA90r6A$(!l#GR#U=%_TToYGL;+^|5(! ze)lRrv)A5dNeFJ5B`h8F#c;v0XU=T1W&)Zs%WHe6Q)iRg9EvY_Qj2+27lcu)f5poS z3opg?>iyj5>CsJ|v5LgnlpW|Cd2*2e| zxoo_eZ2y`h8Tdo$i*Nn1$BzBF)T7+^n=tZ{2VW>xLZ~%9S-ZsHGjk=?lNu=R#2C@P zAT?97G*>-W-`*wknlAq61yjtxX$Ck4|Hw>sbcfOD-yXmpiJE^F8vh6~{~@Oe`C2@_ oAuE)Bh19~7-xTL1t6 literal 0 HcmV?d00001 diff --git a/examples/vision/ipynb/vit_small_ds.ipynb b/examples/vision/ipynb/vit_small_ds.ipynb index 7f51e46813..fa6e1fcf33 100644 --- a/examples/vision/ipynb/vit_small_ds.ipynb +++ b/examples/vision/ipynb/vit_small_ds.ipynb @@ -67,7 +67,7 @@ }, { "cell_type": "code", - "execution_count": 0, + "execution_count": null, "metadata": { "colab_type": "code" }, @@ -97,7 +97,7 @@ }, { "cell_type": "code", - "execution_count": 0, + "execution_count": null, "metadata": { "colab_type": "code" }, @@ -126,7 +126,7 @@ }, { "cell_type": "code", - "execution_count": 0, + "execution_count": null, "metadata": { "colab_type": "code" }, @@ -182,7 +182,7 @@ }, { "cell_type": "code", - "execution_count": 0, + "execution_count": null, "metadata": { "colab_type": "code" }, @@ -229,7 +229,7 @@ }, { "cell_type": "code", - "execution_count": 0, + "execution_count": null, "metadata": { "colab_type": "code" }, @@ -324,8 +324,7 @@ " else:\n", " # Linearly project the flat patches\n", " tokens = self.projection(flat_patches)\n", - " return (tokens, patches)\n", - "" + " return (tokens, patches)\n" ] }, { @@ -339,7 +338,7 @@ }, { "cell_type": "code", - "execution_count": 0, + "execution_count": null, "metadata": { "colab_type": "code" }, @@ -402,7 +401,7 @@ }, { "cell_type": "code", - "execution_count": 0, + "execution_count": null, "metadata": { "colab_type": "code" }, @@ -423,8 +422,7 @@ " def call(self, encoded_patches):\n", " encoded_positions = self.position_embedding(self.positions)\n", " encoded_patches = encoded_patches + encoded_positions\n", - " return encoded_patches\n", - "" + " return encoded_patches\n" ] }, { @@ -472,7 +470,7 @@ }, { "cell_type": "code", - "execution_count": 0, + "execution_count": null, "metadata": { "colab_type": "code" }, @@ -496,8 +494,7 @@ " attention_output = tf.einsum(\n", " self._combine_equation, attention_scores_dropout, value\n", " )\n", - " return attention_output, attention_scores\n", - "" + " return attention_output, attention_scores\n" ] }, { @@ -511,7 +508,7 @@ }, { "cell_type": "code", - "execution_count": 0, + "execution_count": null, "metadata": { "colab_type": "code" }, @@ -541,7 +538,7 @@ }, { "cell_type": "code", - "execution_count": 0, + "execution_count": null, "metadata": { "colab_type": "code" }, @@ -589,8 +586,7 @@ " logits = layers.Dense(NUM_CLASSES)(features)\n", " # Create the Keras model.\n", " model = keras.Model(inputs=inputs, outputs=logits)\n", - " return model\n", - "" + " return model\n" ] }, { @@ -604,7 +600,7 @@ }, { "cell_type": "code", - "execution_count": 0, + "execution_count": null, "metadata": { "colab_type": "code" }, @@ -754,4 +750,4 @@ }, "nbformat": 4, "nbformat_minor": 0 -} \ No newline at end of file +} diff --git a/examples/vision/md/vit_small_ds.md b/examples/vision/md/vit_small_ds.md index 8a7f824b78..50d7ff1cd6 100644 --- a/examples/vision/md/vit_small_ds.md +++ b/examples/vision/md/vit_small_ds.md @@ -82,8 +82,277 @@ print(f"x_test shape: {x_test.shape} - y_test shape: {y_test.shape}")
``` Downloading data from https://www.cs.toronto.edu/~kriz/cifar-100-python.tar.gz -169009152/169001437 [==============================] - 16s 0us/step -169017344/169001437 [==============================] - 16s 0us/step + +``` +
+ +
+``` + 8192/169001437 [..............................] - ETA: 0s + + +98304/169001437 [..............................] - ETA: 1:46 + + +``` +
+ 679936/169001437 [..............................] - ETA: 30s + +
+``` + +``` +
+ 3702784/169001437 [..............................] - ETA: 7s + +
+``` + +``` +
+ 8503296/169001437 [>.............................] - ETA: 4s + +
+``` + +``` +
+ 11902976/169001437 [=>............................] - ETA: 3s + +
+``` + +``` +
+ 17489920/169001437 [==>...........................] - ETA: 2s + +
+``` + +``` +
+ 23232512/169001437 [===>..........................] - ETA: 2s + +
+``` + +``` +
+ 26910720/169001437 [===>..........................] - ETA: 2s + +
+``` + +``` +
+ 31825920/169001437 [====>.........................] - ETA: 2s + +
+``` + +``` +
+ 37502976/169001437 [=====>........................] - ETA: 1s + +
+``` + +``` +
+ 42573824/169001437 [======>.......................] - ETA: 1s + +
+``` + +``` +
+ 45875200/169001437 [=======>......................] - ETA: 1s + +
+``` + +``` +
+ 51675136/169001437 [========>.....................] - ETA: 1s + +
+``` + +``` +
+ 57434112/169001437 [=========>....................] - ETA: 1s + +
+``` + +``` +
+ 61235200/169001437 [=========>....................] - ETA: 1s + +
+``` + +``` +
+ 65708032/169001437 [==========>...................] - ETA: 1s + +
+``` + +``` +
+ 71385088/169001437 [===========>..................] - ETA: 1s + +
+``` + +``` +
+ 76816384/169001437 [============>.................] - ETA: 1s + +
+``` + +``` +
+ 79831040/169001437 [=============>................] - ETA: 1s + +
+``` + +``` +
+ 85491712/169001437 [==============>...............] - ETA: 1s + +
+``` + +``` +
+ 91095040/169001437 [===============>..............] - ETA: 0s + +
+``` + +``` +
+ 95232000/169001437 [===============>..............] - ETA: 0s + +
+``` + +``` +
+ 99557376/169001437 [================>.............] - ETA: 0s + +
+``` + +``` +
+105275392/169001437 [=================>............] - ETA: 0s + +
+``` + +``` +
+110919680/169001437 [==================>...........] - ETA: 0s + +
+``` + +``` +
+113762304/169001437 [===================>..........] - ETA: 0s + +
+``` + +``` +
+119234560/169001437 [====================>.........] - ETA: 0s + +
+``` + +``` +
+125026304/169001437 [=====================>........] - ETA: 0s + +
+``` + +``` +
+129638400/169001437 [======================>.......] - ETA: 0s + +
+``` + +``` +
+133373952/169001437 [======================>.......] - ETA: 0s + +
+``` + +``` +
+139018240/169001437 [=======================>......] - ETA: 0s + +
+``` + +``` +
+144769024/169001437 [========================>.....] - ETA: 0s + +
+``` + +``` +
+148152320/169001437 [=========================>....] - ETA: 0s + +
+``` + +``` +
+153411584/169001437 [==========================>...] - ETA: 0s + +
+``` + +``` +
+159055872/169001437 [===========================>..] - ETA: 0s + +
+``` + +``` +
+163790848/169001437 [============================>.] - ETA: 0s + +
+``` + +``` +
+167354368/169001437 [============================>.] - ETA: 0s + +
+``` + +``` +
+169001437/169001437 [==============================] - 2s 0us/step + + +
+``` x_train shape: (50000, 32, 32, 3) - y_train shape: (50000, 1) x_test shape: (10000, 32, 32, 3) - y_test shape: (10000, 1) @@ -317,14 +586,9 @@ for index, name in enumerate(shifted_images): plt.show() ``` -
-``` -2022-01-12 04:50:54.960908: I tensorflow/stream_executor/cuda/cuda_blas.cc:1774] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once. -``` -
-![png](/img/examples/vision/vit_small_ds/vit_small_ds_13_1.png) +![png](/img/examples/vision/vit_small_ds/vit_small_ds_13_0.png) @@ -335,7 +599,7 @@ ORIGINAL ```
-![png](/img/examples/vision/vit_small_ds/vit_small_ds_13_3.png) +![png](/img/examples/vision/vit_small_ds/vit_small_ds_13_2.png) @@ -346,7 +610,7 @@ LEFT-UP ``` -![png](/img/examples/vision/vit_small_ds/vit_small_ds_13_5.png) +![png](/img/examples/vision/vit_small_ds/vit_small_ds_13_4.png) @@ -357,7 +621,7 @@ LEFT-DOWN ``` -![png](/img/examples/vision/vit_small_ds/vit_small_ds_13_7.png) +![png](/img/examples/vision/vit_small_ds/vit_small_ds_13_6.png) @@ -368,7 +632,7 @@ RIGHT-UP ``` -![png](/img/examples/vision/vit_small_ds/vit_small_ds_13_9.png) +![png](/img/examples/vision/vit_small_ds/vit_small_ds_13_8.png) @@ -379,7 +643,7 @@ RIGHT-DOWN ``` -![png](/img/examples/vision/vit_small_ds/vit_small_ds_13_11.png) +![png](/img/examples/vision/vit_small_ds/vit_small_ds_13_10.png) @@ -639,211 +903,124767 @@ history = run_experiment(vit_sl)
``` Epoch 1/50 -176/176 [==============================] - 22s 83ms/step - loss: 4.4912 - accuracy: 0.0427 - top-5-accuracy: 0.1549 - val_loss: 3.9409 - val_accuracy: 0.1030 - val_top-5-accuracy: 0.3036 -Epoch 2/50 -176/176 [==============================] - 14s 77ms/step - loss: 3.9749 - accuracy: 0.0897 - top-5-accuracy: 0.2802 - val_loss: 3.5721 - val_accuracy: 0.1550 - val_top-5-accuracy: 0.4058 -Epoch 3/50 -176/176 [==============================] - 14s 77ms/step - loss: 3.7129 - accuracy: 0.1282 - top-5-accuracy: 0.3601 - val_loss: 3.3235 - val_accuracy: 0.2022 - val_top-5-accuracy: 0.4788 -Epoch 4/50 -176/176 [==============================] - 14s 77ms/step - loss: 3.5518 - accuracy: 0.1544 - top-5-accuracy: 0.4078 - val_loss: 3.2432 - val_accuracy: 0.2132 - val_top-5-accuracy: 0.5056 -Epoch 5/50 -176/176 [==============================] - 14s 77ms/step - loss: 3.4098 - accuracy: 0.1828 - top-5-accuracy: 0.4471 - val_loss: 3.0910 - val_accuracy: 0.2462 - val_top-5-accuracy: 0.5376 -Epoch 6/50 -176/176 [==============================] - 14s 77ms/step - loss: 3.2835 - accuracy: 0.2037 - top-5-accuracy: 0.4838 - val_loss: 2.9803 - val_accuracy: 0.2704 - val_top-5-accuracy: 0.5606 -Epoch 7/50 -176/176 [==============================] - 14s 77ms/step - loss: 3.1756 - accuracy: 0.2205 - top-5-accuracy: 0.5113 - val_loss: 2.8608 - val_accuracy: 0.2802 - val_top-5-accuracy: 0.5908 -Epoch 8/50 -176/176 [==============================] - 14s 77ms/step - loss: 3.0585 - accuracy: 0.2439 - top-5-accuracy: 0.5432 - val_loss: 2.8055 - val_accuracy: 0.2960 - val_top-5-accuracy: 0.6144 -Epoch 9/50 -176/176 [==============================] - 14s 77ms/step - loss: 2.9457 - accuracy: 0.2654 - top-5-accuracy: 0.5697 - val_loss: 2.7034 - val_accuracy: 0.3210 - val_top-5-accuracy: 0.6242 -Epoch 10/50 -176/176 [==============================] - 14s 77ms/step - loss: 2.8458 - accuracy: 0.2863 - top-5-accuracy: 0.5918 - val_loss: 2.5899 - val_accuracy: 0.3416 - val_top-5-accuracy: 0.6500 -Epoch 11/50 -176/176 [==============================] - 14s 77ms/step - loss: 2.7530 - accuracy: 0.3052 - top-5-accuracy: 0.6191 - val_loss: 2.5275 - val_accuracy: 0.3526 - val_top-5-accuracy: 0.6660 -Epoch 12/50 -176/176 [==============================] - 14s 77ms/step - loss: 2.6561 - accuracy: 0.3250 - top-5-accuracy: 0.6355 - val_loss: 2.5111 - val_accuracy: 0.3544 - val_top-5-accuracy: 0.6554 -Epoch 13/50 -176/176 [==============================] - 14s 77ms/step - loss: 2.5833 - accuracy: 0.3398 - top-5-accuracy: 0.6538 - val_loss: 2.3931 - val_accuracy: 0.3792 - val_top-5-accuracy: 0.6888 -Epoch 14/50 -176/176 [==============================] - 14s 77ms/step - loss: 2.4988 - accuracy: 0.3594 - top-5-accuracy: 0.6724 - val_loss: 2.3695 - val_accuracy: 0.3868 - val_top-5-accuracy: 0.6958 -Epoch 15/50 -176/176 [==============================] - 14s 77ms/step - loss: 2.4342 - accuracy: 0.3706 - top-5-accuracy: 0.6877 - val_loss: 2.3076 - val_accuracy: 0.4072 - val_top-5-accuracy: 0.7074 -Epoch 16/50 -176/176 [==============================] - 14s 77ms/step - loss: 2.3654 - accuracy: 0.3841 - top-5-accuracy: 0.7024 - val_loss: 2.2346 - val_accuracy: 0.4202 - val_top-5-accuracy: 0.7174 -Epoch 17/50 -176/176 [==============================] - 14s 77ms/step - loss: 2.3062 - accuracy: 0.3967 - top-5-accuracy: 0.7130 - val_loss: 2.2277 - val_accuracy: 0.4206 - val_top-5-accuracy: 0.7190 -Epoch 18/50 -176/176 [==============================] - 14s 77ms/step - loss: 2.2415 - accuracy: 0.4100 - top-5-accuracy: 0.7271 - val_loss: 2.1605 - val_accuracy: 0.4398 - val_top-5-accuracy: 0.7366 -Epoch 19/50 -176/176 [==============================] - 14s 77ms/step - loss: 2.1802 - accuracy: 0.4240 - top-5-accuracy: 0.7386 - val_loss: 2.1533 - val_accuracy: 0.4428 - val_top-5-accuracy: 0.7382 -Epoch 20/50 -176/176 [==============================] - 14s 77ms/step - loss: 2.1264 - accuracy: 0.4357 - top-5-accuracy: 0.7486 - val_loss: 2.1395 - val_accuracy: 0.4428 - val_top-5-accuracy: 0.7404 -Epoch 21/50 -176/176 [==============================] - 14s 77ms/step - loss: 2.0856 - accuracy: 0.4442 - top-5-accuracy: 0.7564 - val_loss: 2.1025 - val_accuracy: 0.4512 - val_top-5-accuracy: 0.7448 -Epoch 22/50 -176/176 [==============================] - 14s 77ms/step - loss: 2.0320 - accuracy: 0.4566 - top-5-accuracy: 0.7668 - val_loss: 2.0677 - val_accuracy: 0.4600 - val_top-5-accuracy: 0.7534 -Epoch 23/50 -176/176 [==============================] - 14s 77ms/step - loss: 1.9903 - accuracy: 0.4666 - top-5-accuracy: 0.7761 - val_loss: 2.0273 - val_accuracy: 0.4650 - val_top-5-accuracy: 0.7610 -Epoch 24/50 -176/176 [==============================] - 14s 77ms/step - loss: 1.9398 - accuracy: 0.4772 - top-5-accuracy: 0.7877 - val_loss: 2.0253 - val_accuracy: 0.4694 - val_top-5-accuracy: 0.7636 -Epoch 25/50 -176/176 [==============================] - 14s 78ms/step - loss: 1.9027 - accuracy: 0.4865 - top-5-accuracy: 0.7933 - val_loss: 2.0584 - val_accuracy: 0.4606 - val_top-5-accuracy: 0.7520 -Epoch 26/50 -176/176 [==============================] - 14s 77ms/step - loss: 1.8529 - accuracy: 0.4964 - top-5-accuracy: 0.8010 - val_loss: 2.0128 - val_accuracy: 0.4752 - val_top-5-accuracy: 0.7654 -Epoch 27/50 -176/176 [==============================] - 14s 77ms/step - loss: 1.8161 - accuracy: 0.5047 - top-5-accuracy: 0.8111 - val_loss: 1.9630 - val_accuracy: 0.4898 - val_top-5-accuracy: 0.7746 -Epoch 28/50 -176/176 [==============================] - 13s 77ms/step - loss: 1.7792 - accuracy: 0.5136 - top-5-accuracy: 0.8140 - val_loss: 1.9931 - val_accuracy: 0.4780 - val_top-5-accuracy: 0.7640 -Epoch 29/50 -176/176 [==============================] - 14s 77ms/step - loss: 1.7268 - accuracy: 0.5211 - top-5-accuracy: 0.8250 - val_loss: 1.9748 - val_accuracy: 0.4854 - val_top-5-accuracy: 0.7708 -Epoch 30/50 -176/176 [==============================] - 14s 77ms/step - loss: 1.7115 - accuracy: 0.5298 - top-5-accuracy: 0.8265 - val_loss: 1.9669 - val_accuracy: 0.4884 - val_top-5-accuracy: 0.7796 -Epoch 31/50 -176/176 [==============================] - 14s 77ms/step - loss: 1.6795 - accuracy: 0.5361 - top-5-accuracy: 0.8329 - val_loss: 1.9428 - val_accuracy: 0.4972 - val_top-5-accuracy: 0.7852 -Epoch 32/50 -176/176 [==============================] - 14s 77ms/step - loss: 1.6411 - accuracy: 0.5448 - top-5-accuracy: 0.8412 - val_loss: 1.9318 - val_accuracy: 0.4952 - val_top-5-accuracy: 0.7864 -Epoch 33/50 -176/176 [==============================] - 14s 77ms/step - loss: 1.6015 - accuracy: 0.5547 - top-5-accuracy: 0.8466 - val_loss: 1.9233 - val_accuracy: 0.4996 - val_top-5-accuracy: 0.7882 -Epoch 34/50 -176/176 [==============================] - 14s 77ms/step - loss: 1.5651 - accuracy: 0.5655 - top-5-accuracy: 0.8525 - val_loss: 1.9285 - val_accuracy: 0.5082 - val_top-5-accuracy: 0.7888 -Epoch 35/50 -176/176 [==============================] - 14s 77ms/step - loss: 1.5437 - accuracy: 0.5672 - top-5-accuracy: 0.8570 - val_loss: 1.9268 - val_accuracy: 0.5028 - val_top-5-accuracy: 0.7842 -Epoch 36/50 -176/176 [==============================] - 14s 77ms/step - loss: 1.5103 - accuracy: 0.5748 - top-5-accuracy: 0.8620 - val_loss: 1.9262 - val_accuracy: 0.5014 - val_top-5-accuracy: 0.7890 -Epoch 37/50 -176/176 [==============================] - 14s 77ms/step - loss: 1.4784 - accuracy: 0.5822 - top-5-accuracy: 0.8690 - val_loss: 1.8698 - val_accuracy: 0.5130 - val_top-5-accuracy: 0.7948 -Epoch 38/50 -176/176 [==============================] - 14s 77ms/step - loss: 1.4449 - accuracy: 0.5922 - top-5-accuracy: 0.8728 - val_loss: 1.8734 - val_accuracy: 0.5136 - val_top-5-accuracy: 0.7980 -Epoch 39/50 -176/176 [==============================] - 14s 77ms/step - loss: 1.4312 - accuracy: 0.5928 - top-5-accuracy: 0.8755 - val_loss: 1.8736 - val_accuracy: 0.5150 - val_top-5-accuracy: 0.7956 -Epoch 40/50 -176/176 [==============================] - 14s 77ms/step - loss: 1.3996 - accuracy: 0.5999 - top-5-accuracy: 0.8808 - val_loss: 1.8718 - val_accuracy: 0.5178 - val_top-5-accuracy: 0.7970 -Epoch 41/50 -176/176 [==============================] - 14s 77ms/step - loss: 1.3859 - accuracy: 0.6075 - top-5-accuracy: 0.8817 - val_loss: 1.9097 - val_accuracy: 0.5084 - val_top-5-accuracy: 0.7884 -Epoch 42/50 -176/176 [==============================] - 14s 77ms/step - loss: 1.3586 - accuracy: 0.6119 - top-5-accuracy: 0.8860 - val_loss: 1.8620 - val_accuracy: 0.5148 - val_top-5-accuracy: 0.8010 -Epoch 43/50 -176/176 [==============================] - 14s 77ms/step - loss: 1.3384 - accuracy: 0.6154 - top-5-accuracy: 0.8911 - val_loss: 1.8509 - val_accuracy: 0.5202 - val_top-5-accuracy: 0.8014 -Epoch 44/50 -176/176 [==============================] - 14s 78ms/step - loss: 1.3090 - accuracy: 0.6236 - top-5-accuracy: 0.8954 - val_loss: 1.8607 - val_accuracy: 0.5242 - val_top-5-accuracy: 0.8020 -Epoch 45/50 -176/176 [==============================] - 14s 78ms/step - loss: 1.2873 - accuracy: 0.6292 - top-5-accuracy: 0.8964 - val_loss: 1.8729 - val_accuracy: 0.5208 - val_top-5-accuracy: 0.8056 -Epoch 46/50 -176/176 [==============================] - 14s 77ms/step - loss: 1.2658 - accuracy: 0.6367 - top-5-accuracy: 0.9007 - val_loss: 1.8573 - val_accuracy: 0.5278 - val_top-5-accuracy: 0.8066 -Epoch 47/50 -176/176 [==============================] - 14s 77ms/step - loss: 1.2628 - accuracy: 0.6346 - top-5-accuracy: 0.9023 - val_loss: 1.8240 - val_accuracy: 0.5292 - val_top-5-accuracy: 0.8112 -Epoch 48/50 -176/176 [==============================] - 14s 78ms/step - loss: 1.2396 - accuracy: 0.6431 - top-5-accuracy: 0.9057 - val_loss: 1.8342 - val_accuracy: 0.5362 - val_top-5-accuracy: 0.8096 -Epoch 49/50 -176/176 [==============================] - 14s 77ms/step - loss: 1.2163 - accuracy: 0.6464 - top-5-accuracy: 0.9081 - val_loss: 1.8836 - val_accuracy: 0.5246 - val_top-5-accuracy: 0.8044 -Epoch 50/50 -176/176 [==============================] - 14s 77ms/step - loss: 1.1919 - accuracy: 0.6541 - top-5-accuracy: 0.9122 - val_loss: 1.8513 - val_accuracy: 0.5336 - val_top-5-accuracy: 0.8048 -40/40 [==============================] - 1s 26ms/step - loss: 1.8172 - accuracy: 0.5310 - top-5-accuracy: 0.8053 -Test accuracy: 53.1% -Test top 5 accuracy: 80.53% -Epoch 1/50 -176/176 [==============================] - 23s 90ms/step - loss: 4.4889 - accuracy: 0.0450 - top-5-accuracy: 0.1559 - val_loss: 3.9364 - val_accuracy: 0.1128 - val_top-5-accuracy: 0.3184 -Epoch 2/50 -176/176 [==============================] - 15s 85ms/step - loss: 3.9806 - accuracy: 0.0924 - top-5-accuracy: 0.2798 - val_loss: 3.6392 - val_accuracy: 0.1576 - val_top-5-accuracy: 0.4034 -Epoch 3/50 -176/176 [==============================] - 15s 84ms/step - loss: 3.7713 - accuracy: 0.1253 - top-5-accuracy: 0.3448 - val_loss: 3.3892 - val_accuracy: 0.1918 - val_top-5-accuracy: 0.4622 -Epoch 4/50 -176/176 [==============================] - 15s 85ms/step - loss: 3.6297 - accuracy: 0.1460 - top-5-accuracy: 0.3859 - val_loss: 3.2856 - val_accuracy: 0.2194 - val_top-5-accuracy: 0.4970 -Epoch 5/50 -176/176 [==============================] - 15s 85ms/step - loss: 3.4955 - accuracy: 0.1706 - top-5-accuracy: 0.4239 - val_loss: 3.1359 - val_accuracy: 0.2412 - val_top-5-accuracy: 0.5308 -Epoch 6/50 -176/176 [==============================] - 15s 85ms/step - loss: 3.3781 - accuracy: 0.1908 - top-5-accuracy: 0.4565 - val_loss: 3.0535 - val_accuracy: 0.2620 - val_top-5-accuracy: 0.5652 -Epoch 7/50 -176/176 [==============================] - 15s 85ms/step - loss: 3.2540 - accuracy: 0.2123 - top-5-accuracy: 0.4895 - val_loss: 2.9165 - val_accuracy: 0.2782 - val_top-5-accuracy: 0.5800 -Epoch 8/50 -176/176 [==============================] - 15s 85ms/step - loss: 3.1442 - accuracy: 0.2318 - top-5-accuracy: 0.5197 - val_loss: 2.8592 - val_accuracy: 0.2984 - val_top-5-accuracy: 0.6090 -Epoch 9/50 -176/176 [==============================] - 15s 85ms/step - loss: 3.0348 - accuracy: 0.2504 - top-5-accuracy: 0.5440 - val_loss: 2.7378 - val_accuracy: 0.3146 - val_top-5-accuracy: 0.6294 -Epoch 10/50 -176/176 [==============================] - 15s 84ms/step - loss: 2.9311 - accuracy: 0.2681 - top-5-accuracy: 0.5704 - val_loss: 2.6274 - val_accuracy: 0.3362 - val_top-5-accuracy: 0.6446 -Epoch 11/50 -176/176 [==============================] - 15s 85ms/step - loss: 2.8214 - accuracy: 0.2925 - top-5-accuracy: 0.5986 - val_loss: 2.5557 - val_accuracy: 0.3458 - val_top-5-accuracy: 0.6616 -Epoch 12/50 -176/176 [==============================] - 15s 85ms/step - loss: 2.7244 - accuracy: 0.3100 - top-5-accuracy: 0.6168 - val_loss: 2.4763 - val_accuracy: 0.3564 - val_top-5-accuracy: 0.6804 -Epoch 13/50 -176/176 [==============================] - 15s 85ms/step - loss: 2.6476 - accuracy: 0.3255 - top-5-accuracy: 0.6358 - val_loss: 2.3946 - val_accuracy: 0.3678 - val_top-5-accuracy: 0.6940 -Epoch 14/50 -176/176 [==============================] - 15s 85ms/step - loss: 2.5518 - accuracy: 0.3436 - top-5-accuracy: 0.6584 - val_loss: 2.3362 - val_accuracy: 0.3856 - val_top-5-accuracy: 0.7038 -Epoch 15/50 -176/176 [==============================] - 15s 85ms/step - loss: 2.4620 - accuracy: 0.3632 - top-5-accuracy: 0.6776 - val_loss: 2.2690 - val_accuracy: 0.4006 - val_top-5-accuracy: 0.7222 -Epoch 16/50 -176/176 [==============================] - 15s 85ms/step - loss: 2.4010 - accuracy: 0.3749 - top-5-accuracy: 0.6908 - val_loss: 2.1937 - val_accuracy: 0.4216 - val_top-5-accuracy: 0.7338 -Epoch 17/50 -176/176 [==============================] - 15s 85ms/step - loss: 2.3330 - accuracy: 0.3911 - top-5-accuracy: 0.7041 - val_loss: 2.1519 - val_accuracy: 0.4286 - val_top-5-accuracy: 0.7370 -Epoch 18/50 -176/176 [==============================] - 15s 85ms/step - loss: 2.2600 - accuracy: 0.4069 - top-5-accuracy: 0.7171 - val_loss: 2.1212 - val_accuracy: 0.4356 - val_top-5-accuracy: 0.7460 -Epoch 19/50 -176/176 [==============================] - 15s 85ms/step - loss: 2.1967 - accuracy: 0.4169 - top-5-accuracy: 0.7320 - val_loss: 2.0748 - val_accuracy: 0.4470 - val_top-5-accuracy: 0.7580 -Epoch 20/50 -176/176 [==============================] - 15s 85ms/step - loss: 2.1397 - accuracy: 0.4302 - top-5-accuracy: 0.7450 - val_loss: 2.1152 - val_accuracy: 0.4362 - val_top-5-accuracy: 0.7416 -Epoch 21/50 -176/176 [==============================] - 15s 85ms/step - loss: 2.0929 - accuracy: 0.4396 - top-5-accuracy: 0.7524 - val_loss: 2.0044 - val_accuracy: 0.4652 - val_top-5-accuracy: 0.7680 -Epoch 22/50 -176/176 [==============================] - 15s 85ms/step - loss: 2.0423 - accuracy: 0.4521 - top-5-accuracy: 0.7639 - val_loss: 2.0628 - val_accuracy: 0.4488 - val_top-5-accuracy: 0.7544 -Epoch 23/50 -176/176 [==============================] - 15s 85ms/step - loss: 1.9771 - accuracy: 0.4661 - top-5-accuracy: 0.7750 - val_loss: 1.9380 - val_accuracy: 0.4740 - val_top-5-accuracy: 0.7836 -Epoch 24/50 -176/176 [==============================] - 15s 84ms/step - loss: 1.9323 - accuracy: 0.4752 - top-5-accuracy: 0.7848 - val_loss: 1.9461 - val_accuracy: 0.4732 - val_top-5-accuracy: 0.7768 -Epoch 25/50 -176/176 [==============================] - 15s 85ms/step - loss: 1.8913 - accuracy: 0.4844 - top-5-accuracy: 0.7914 - val_loss: 1.9230 - val_accuracy: 0.4768 - val_top-5-accuracy: 0.7886 -Epoch 26/50 -176/176 [==============================] - 15s 84ms/step - loss: 1.8520 - accuracy: 0.4950 - top-5-accuracy: 0.7999 - val_loss: 1.9159 - val_accuracy: 0.4808 - val_top-5-accuracy: 0.7900 -Epoch 27/50 -176/176 [==============================] - 15s 85ms/step - loss: 1.8175 - accuracy: 0.5046 - top-5-accuracy: 0.8076 - val_loss: 1.8977 - val_accuracy: 0.4896 - val_top-5-accuracy: 0.7876 -Epoch 28/50 -176/176 [==============================] - 15s 85ms/step - loss: 1.7692 - accuracy: 0.5133 - top-5-accuracy: 0.8146 - val_loss: 1.8632 - val_accuracy: 0.4940 - val_top-5-accuracy: 0.7920 -Epoch 29/50 -176/176 [==============================] - 15s 85ms/step - loss: 1.7375 - accuracy: 0.5193 - top-5-accuracy: 0.8206 - val_loss: 1.8686 - val_accuracy: 0.4926 - val_top-5-accuracy: 0.7952 -Epoch 30/50 -176/176 [==============================] - 15s 85ms/step - loss: 1.6952 - accuracy: 0.5308 - top-5-accuracy: 0.8280 - val_loss: 1.8265 - val_accuracy: 0.5024 - val_top-5-accuracy: 0.7996 -Epoch 31/50 -176/176 [==============================] - 15s 85ms/step - loss: 1.6631 - accuracy: 0.5379 - top-5-accuracy: 0.8348 - val_loss: 1.8665 - val_accuracy: 0.4942 - val_top-5-accuracy: 0.7854 -Epoch 32/50 -176/176 [==============================] - 15s 85ms/step - loss: 1.6329 - accuracy: 0.5466 - top-5-accuracy: 0.8401 - val_loss: 1.8364 - val_accuracy: 0.5090 - val_top-5-accuracy: 0.7996 -Epoch 33/50 -176/176 [==============================] - 15s 85ms/step - loss: 1.5960 - accuracy: 0.5537 - top-5-accuracy: 0.8465 - val_loss: 1.8171 - val_accuracy: 0.5136 - val_top-5-accuracy: 0.8034 -Epoch 34/50 -176/176 [==============================] - 15s 85ms/step - loss: 1.5815 - accuracy: 0.5578 - top-5-accuracy: 0.8476 - val_loss: 1.8020 - val_accuracy: 0.5128 - val_top-5-accuracy: 0.8042 -Epoch 35/50 -176/176 [==============================] - 15s 85ms/step - loss: 1.5432 - accuracy: 0.5667 - top-5-accuracy: 0.8566 - val_loss: 1.8173 - val_accuracy: 0.5142 - val_top-5-accuracy: 0.8080 -Epoch 36/50 -176/176 [==============================] - 15s 85ms/step - loss: 1.5110 - accuracy: 0.5768 - top-5-accuracy: 0.8594 - val_loss: 1.8168 - val_accuracy: 0.5124 - val_top-5-accuracy: 0.8066 -Epoch 37/50 -176/176 [==============================] - 15s 85ms/step - loss: 1.4890 - accuracy: 0.5816 - top-5-accuracy: 0.8641 - val_loss: 1.7861 - val_accuracy: 0.5274 - val_top-5-accuracy: 0.8120 -Epoch 38/50 -176/176 [==============================] - 15s 85ms/step - loss: 1.4672 - accuracy: 0.5849 - top-5-accuracy: 0.8660 - val_loss: 1.7695 - val_accuracy: 0.5222 - val_top-5-accuracy: 0.8106 -Epoch 39/50 -176/176 [==============================] - 15s 85ms/step - loss: 1.4323 - accuracy: 0.5939 - top-5-accuracy: 0.8721 - val_loss: 1.7653 - val_accuracy: 0.5250 - val_top-5-accuracy: 0.8164 -Epoch 40/50 -176/176 [==============================] - 15s 85ms/step - loss: 1.4192 - accuracy: 0.5975 - top-5-accuracy: 0.8754 - val_loss: 1.7727 - val_accuracy: 0.5298 - val_top-5-accuracy: 0.8154 -Epoch 41/50 -176/176 [==============================] - 15s 85ms/step - loss: 1.3897 - accuracy: 0.6055 - top-5-accuracy: 0.8805 - val_loss: 1.7535 - val_accuracy: 0.5328 - val_top-5-accuracy: 0.8122 -Epoch 42/50 -176/176 [==============================] - 15s 85ms/step - loss: 1.3702 - accuracy: 0.6087 - top-5-accuracy: 0.8828 - val_loss: 1.7746 - val_accuracy: 0.5316 - val_top-5-accuracy: 0.8116 -Epoch 43/50 -176/176 [==============================] - 15s 85ms/step - loss: 1.3338 - accuracy: 0.6185 - top-5-accuracy: 0.8894 - val_loss: 1.7606 - val_accuracy: 0.5342 - val_top-5-accuracy: 0.8176 -Epoch 44/50 -176/176 [==============================] - 15s 85ms/step - loss: 1.3171 - accuracy: 0.6200 - top-5-accuracy: 0.8920 - val_loss: 1.7490 - val_accuracy: 0.5364 - val_top-5-accuracy: 0.8164 -Epoch 45/50 -176/176 [==============================] - 15s 85ms/step - loss: 1.3056 - accuracy: 0.6276 - top-5-accuracy: 0.8932 - val_loss: 1.7535 - val_accuracy: 0.5388 - val_top-5-accuracy: 0.8156 -Epoch 46/50 -176/176 [==============================] - 15s 85ms/step - loss: 1.2876 - accuracy: 0.6289 - top-5-accuracy: 0.8952 - val_loss: 1.7546 - val_accuracy: 0.5320 - val_top-5-accuracy: 0.8154 -Epoch 47/50 -176/176 [==============================] - 15s 85ms/step - loss: 1.2764 - accuracy: 0.6350 - top-5-accuracy: 0.8970 - val_loss: 1.7177 - val_accuracy: 0.5382 - val_top-5-accuracy: 0.8200 -Epoch 48/50 -176/176 [==============================] - 15s 85ms/step - loss: 1.2543 - accuracy: 0.6407 - top-5-accuracy: 0.9001 - val_loss: 1.7330 - val_accuracy: 0.5438 - val_top-5-accuracy: 0.8198 -Epoch 49/50 -176/176 [==============================] - 15s 84ms/step - loss: 1.2191 - accuracy: 0.6470 - top-5-accuracy: 0.9042 - val_loss: 1.7316 - val_accuracy: 0.5436 - val_top-5-accuracy: 0.8196 -Epoch 50/50 -176/176 [==============================] - 15s 85ms/step - loss: 1.2186 - accuracy: 0.6457 - top-5-accuracy: 0.9066 - val_loss: 1.7201 - val_accuracy: 0.5486 - val_top-5-accuracy: 0.8218 -40/40 [==============================] - 1s 30ms/step - loss: 1.6760 - accuracy: 0.5611 - top-5-accuracy: 0.8227 -Test accuracy: 56.11% -Test top 5 accuracy: 82.27% + +WARNING: All log messages before absl::InitializeLog() is called are written to STDERR +I0000 00:00:1727266793.323371 4281 device_compiler.h:186] Compiled cluster using XLA! This line is logged at most once for the lifetime of the process. + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+120/176 [===================>..........] - ETA: 8s - loss: 4.6343 - accuracy: 0.0333 - top-5-accuracy: 0.1185 + +
+``` + +``` +
+121/176 [===================>..........] - ETA: 8s - loss: 4.6314 - accuracy: 0.0334 - top-5-accuracy: 0.1193 + +
+``` + +``` +
+122/176 [===================>..........] - ETA: 8s - loss: 4.6287 - accuracy: 0.0338 - top-5-accuracy: 0.1200 + +
+``` + +``` +
+123/176 [===================>..........] - ETA: 8s - loss: 4.6254 - accuracy: 0.0341 - top-5-accuracy: 0.1206 + +
+``` + +``` +
+124/176 [====================>.........] - ETA: 8s - loss: 4.6223 - accuracy: 0.0344 - top-5-accuracy: 0.1213 + +
+``` + +``` +
+125/176 [====================>.........] - ETA: 8s - loss: 4.6205 - accuracy: 0.0344 - top-5-accuracy: 0.1216 + +
+``` + +``` +
+126/176 [====================>.........] - ETA: 7s - loss: 4.6176 - accuracy: 0.0346 - top-5-accuracy: 0.1223 + +
+``` + +``` +
+127/176 [====================>.........] - ETA: 7s - loss: 4.6149 - accuracy: 0.0347 - top-5-accuracy: 0.1229 + +
+``` + +``` +
+128/176 [====================>.........] - ETA: 7s - loss: 4.6128 - accuracy: 0.0349 - top-5-accuracy: 0.1232 + +
+``` + +``` +
+129/176 [====================>.........] - ETA: 7s - loss: 4.6102 - accuracy: 0.0352 - top-5-accuracy: 0.1239 + +
+``` + +``` +
+130/176 [=====================>........] - ETA: 7s - loss: 4.6072 - accuracy: 0.0355 - top-5-accuracy: 0.1247 + +
+``` + +``` +
+131/176 [=====================>........] - ETA: 7s - loss: 4.6054 - accuracy: 0.0356 - top-5-accuracy: 0.1251 + +
+``` + +``` +
+132/176 [=====================>........] - ETA: 6s - loss: 4.6025 - accuracy: 0.0358 - top-5-accuracy: 0.1256 + +
+``` + +``` +
+133/176 [=====================>........] - ETA: 6s - loss: 4.5992 - accuracy: 0.0360 - top-5-accuracy: 0.1265 + +
+``` + +``` +
+134/176 [=====================>........] - ETA: 6s - loss: 4.5971 - accuracy: 0.0363 - top-5-accuracy: 0.1272 + +
+``` + +``` +
+135/176 [======================>.......] - ETA: 6s - loss: 4.5940 - accuracy: 0.0362 - top-5-accuracy: 0.1278 + +
+``` + +``` +
+136/176 [======================>.......] - ETA: 6s - loss: 4.5915 - accuracy: 0.0363 - top-5-accuracy: 0.1283 + +
+``` + +``` +
+137/176 [======================>.......] - ETA: 6s - loss: 4.5889 - accuracy: 0.0366 - top-5-accuracy: 0.1290 + +
+``` + +``` +
+138/176 [======================>.......] - ETA: 6s - loss: 4.5860 - accuracy: 0.0368 - top-5-accuracy: 0.1297 + +
+``` + +``` +
+139/176 [======================>.......] - ETA: 5s - loss: 4.5836 - accuracy: 0.0369 - top-5-accuracy: 0.1301 + +
+``` + +``` +
+140/176 [======================>.......] - ETA: 5s - loss: 4.5817 - accuracy: 0.0369 - top-5-accuracy: 0.1305 + +
+``` + +``` +
+141/176 [=======================>......] - ETA: 5s - loss: 4.5791 - accuracy: 0.0371 - top-5-accuracy: 0.1311 + +
+``` + +``` +
+142/176 [=======================>......] - ETA: 5s - loss: 4.5775 - accuracy: 0.0372 - top-5-accuracy: 0.1317 + +
+``` + +``` +
+143/176 [=======================>......] - ETA: 5s - loss: 4.5755 - accuracy: 0.0374 - top-5-accuracy: 0.1319 + +
+``` + +``` +
+144/176 [=======================>......] - ETA: 5s - loss: 4.5732 - accuracy: 0.0375 - top-5-accuracy: 0.1325 + +
+``` + +``` +
+145/176 [=======================>......] - ETA: 4s - loss: 4.5700 - accuracy: 0.0375 - top-5-accuracy: 0.1331 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+152/176 [========================>.....] - ETA: 3s - loss: 4.5507 - accuracy: 0.0390 - top-5-accuracy: 0.1372 + +
+``` + +``` +
+153/176 [=========================>....] - ETA: 3s - loss: 4.5490 - accuracy: 0.0392 - top-5-accuracy: 0.1376 + +
+``` + +``` +
+154/176 [=========================>....] - ETA: 3s - loss: 4.5463 - accuracy: 0.0394 - top-5-accuracy: 0.1383 + +
+``` + +``` +
+155/176 [=========================>....] - ETA: 3s - loss: 4.5441 - accuracy: 0.0393 - top-5-accuracy: 0.1386 + +
+``` + +``` +
+156/176 [=========================>....] - ETA: 3s - loss: 4.5420 - accuracy: 0.0394 - top-5-accuracy: 0.1389 + +
+``` + +``` +
+157/176 [=========================>....] - ETA: 3s - loss: 4.5398 - accuracy: 0.0396 - top-5-accuracy: 0.1393 + +
+``` + +``` +
+158/176 [=========================>....] - ETA: 2s - loss: 4.5379 - accuracy: 0.0399 - top-5-accuracy: 0.1397 + +
+``` + +``` +
+159/176 [==========================>...] - ETA: 2s - loss: 4.5358 - accuracy: 0.0399 - top-5-accuracy: 0.1400 + +
+``` + +``` +
+160/176 [==========================>...] - ETA: 2s - loss: 4.5335 - accuracy: 0.0402 - top-5-accuracy: 0.1405 + +
+``` + +``` +
+161/176 [==========================>...] - ETA: 2s - loss: 4.5313 - accuracy: 0.0404 - top-5-accuracy: 0.1410 + +
+``` + +``` +
+162/176 [==========================>...] - ETA: 2s - loss: 4.5293 - accuracy: 0.0406 - top-5-accuracy: 0.1416 + +
+``` + +``` +
+163/176 [==========================>...] - ETA: 2s - loss: 4.5264 - accuracy: 0.0410 - top-5-accuracy: 0.1425 + +
+``` + +``` +
+164/176 [==========================>...] - ETA: 1s - loss: 4.5240 - accuracy: 0.0411 - top-5-accuracy: 0.1432 + +
+``` + +``` +
+165/176 [===========================>..] - ETA: 1s - loss: 4.5226 - accuracy: 0.0414 - top-5-accuracy: 0.1436 + +
+``` + +``` +
+166/176 [===========================>..] - ETA: 1s - loss: 4.5210 - accuracy: 0.0416 - top-5-accuracy: 0.1441 + +
+``` + +``` +
+167/176 [===========================>..] - ETA: 1s - loss: 4.5186 - accuracy: 0.0417 - top-5-accuracy: 0.1445 + +
+``` + +``` +
+168/176 [===========================>..] - ETA: 1s - loss: 4.5170 - accuracy: 0.0419 - top-5-accuracy: 0.1448 + +
+``` + +``` +
+169/176 [===========================>..] - ETA: 1s - loss: 4.5142 - accuracy: 0.0421 - top-5-accuracy: 0.1455 + +
+``` + +``` +
+170/176 [===========================>..] - ETA: 0s - loss: 4.5128 - accuracy: 0.0420 - top-5-accuracy: 0.1456 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 4.5109 - accuracy: 0.0421 - top-5-accuracy: 0.1460 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 4.5090 - accuracy: 0.0423 - top-5-accuracy: 0.1463 + +
+``` + +``` +
+173/176 [============================>.] - ETA: 0s - loss: 4.5071 - accuracy: 0.0422 - top-5-accuracy: 0.1467 + +
+``` + +``` +
+174/176 [============================>.] - ETA: 0s - loss: 4.5049 - accuracy: 0.0425 - top-5-accuracy: 0.1473 + +
+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 4.5024 - accuracy: 0.0427 - top-5-accuracy: 0.1479 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 4.5004 - accuracy: 0.0429 - top-5-accuracy: 0.1484 + +
+``` + +``` +
+176/176 [==============================] - 52s 170ms/step - loss: 4.5004 - accuracy: 0.0429 - top-5-accuracy: 0.1484 - val_loss: 3.9803 - val_accuracy: 0.1070 - val_top-5-accuracy: 0.3034 + + +
+``` +Epoch 2/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 4.0884 - accuracy: 0.0742 - top-5-accuracy: 0.2461 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 4.1139 - accuracy: 0.0762 - top-5-accuracy: 0.2500 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 9/176 [>.............................] - ETA: 26s - loss: 4.1157 - accuracy: 0.0794 - top-5-accuracy: 0.2400 + +
+``` + +``` +
+ 10/176 [>.............................] - ETA: 26s - loss: 4.1310 - accuracy: 0.0762 - top-5-accuracy: 0.2387 + +
+``` + +``` +
+ 11/176 [>.............................] - ETA: 26s - loss: 4.1281 - accuracy: 0.0771 - top-5-accuracy: 0.2376 + +
+``` + +``` +
+ 12/176 [=>............................] - ETA: 26s - loss: 4.1260 - accuracy: 0.0771 - top-5-accuracy: 0.2386 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 23/176 [==>...........................] - ETA: 24s - loss: 4.1093 - accuracy: 0.0781 - top-5-accuracy: 0.2437 + +
+``` + +``` +
+ 24/176 [===>..........................] - ETA: 24s - loss: 4.1066 - accuracy: 0.0781 - top-5-accuracy: 0.2441 + +
+``` + +``` +
+ 25/176 [===>..........................] - ETA: 23s - loss: 4.1032 - accuracy: 0.0781 - top-5-accuracy: 0.2459 + +
+``` + +``` +
+ 26/176 [===>..........................] - ETA: 23s - loss: 4.0992 - accuracy: 0.0777 - top-5-accuracy: 0.2477 + +
+``` + +``` +
+ 27/176 [===>..........................] - ETA: 23s - loss: 4.0982 - accuracy: 0.0780 - top-5-accuracy: 0.2484 + +
+``` + +``` +
+ 28/176 [===>..........................] - ETA: 23s - loss: 4.0957 - accuracy: 0.0765 - top-5-accuracy: 0.2482 + +
+``` + +``` +
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+``` + +``` +
+ 30/176 [====>.........................] - ETA: 23s - loss: 4.0913 - accuracy: 0.0779 - top-5-accuracy: 0.2500 + +
+``` + +``` +
+ 31/176 [====>.........................] - ETA: 23s - loss: 4.0902 - accuracy: 0.0783 - top-5-accuracy: 0.2497 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 36/176 [=====>........................] - ETA: 22s - loss: 4.0846 - accuracy: 0.0785 - top-5-accuracy: 0.2528 + +
+``` + +``` +
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+``` + +``` +
+ 38/176 [=====>........................] - ETA: 21s - loss: 4.0843 - accuracy: 0.0780 - top-5-accuracy: 0.2532 + +
+``` + +``` +
+ 39/176 [=====>........................] - ETA: 21s - loss: 4.0805 - accuracy: 0.0783 - top-5-accuracy: 0.2540 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 50/176 [=======>......................] - ETA: 20s - loss: 4.0697 - accuracy: 0.0800 - top-5-accuracy: 0.2532 + +
+``` + +``` +
+ 51/176 [=======>......................] - ETA: 19s - loss: 4.0657 - accuracy: 0.0807 - top-5-accuracy: 0.2538 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 77/176 [============>.................] - ETA: 15s - loss: 4.0504 - accuracy: 0.0815 - top-5-accuracy: 0.2576 + +
+``` + +``` +
+ 78/176 [============>.................] - ETA: 15s - loss: 4.0478 - accuracy: 0.0819 - top-5-accuracy: 0.2584 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 93/176 [==============>...............] - ETA: 13s - loss: 4.0364 - accuracy: 0.0825 - top-5-accuracy: 0.2632 + +
+``` + +``` +
+ 94/176 [===============>..............] - ETA: 13s - loss: 4.0346 - accuracy: 0.0831 - top-5-accuracy: 0.2637 + +
+``` + +``` +
+ 95/176 [===============>..............] - ETA: 12s - loss: 4.0334 - accuracy: 0.0833 - top-5-accuracy: 0.2641 + +
+``` + +``` +
+ 96/176 [===============>..............] - ETA: 12s - loss: 4.0327 - accuracy: 0.0833 - top-5-accuracy: 0.2644 + +
+``` + +``` +
+ 97/176 [===============>..............] - ETA: 12s - loss: 4.0317 - accuracy: 0.0838 - top-5-accuracy: 0.2646 + +
+``` + +``` +
+ 98/176 [===============>..............] - ETA: 12s - loss: 4.0291 - accuracy: 0.0840 - top-5-accuracy: 0.2653 + +
+``` + +``` +
+ 99/176 [===============>..............] - ETA: 12s - loss: 4.0282 - accuracy: 0.0842 - top-5-accuracy: 0.2654 + +
+``` + +``` +
+100/176 [================>.............] - ETA: 12s - loss: 4.0268 - accuracy: 0.0845 - top-5-accuracy: 0.2657 + +
+``` + +``` +
+101/176 [================>.............] - ETA: 11s - loss: 4.0262 - accuracy: 0.0847 - top-5-accuracy: 0.2664 + +
+``` + +``` +
+102/176 [================>.............] - ETA: 11s - loss: 4.0256 - accuracy: 0.0848 - top-5-accuracy: 0.2662 + +
+``` + +``` +
+103/176 [================>.............] - ETA: 11s - loss: 4.0246 - accuracy: 0.0847 - top-5-accuracy: 0.2665 + +
+``` + +``` +
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+``` + +``` +
+105/176 [================>.............] - ETA: 11s - loss: 4.0209 - accuracy: 0.0847 - top-5-accuracy: 0.2677 + +
+``` + +``` +
+106/176 [=================>............] - ETA: 11s - loss: 4.0193 - accuracy: 0.0850 - top-5-accuracy: 0.2681 + +
+``` + +``` +
+107/176 [=================>............] - ETA: 10s - loss: 4.0178 - accuracy: 0.0854 - top-5-accuracy: 0.2687 + +
+``` + +``` +
+108/176 [=================>............] - ETA: 10s - loss: 4.0172 - accuracy: 0.0856 - top-5-accuracy: 0.2690 + +
+``` + +``` +
+109/176 [=================>............] - ETA: 10s - loss: 4.0171 - accuracy: 0.0858 - top-5-accuracy: 0.2691 + +
+``` + +``` +
+110/176 [=================>............] - ETA: 10s - loss: 4.0166 - accuracy: 0.0860 - top-5-accuracy: 0.2694 + +
+``` + +``` +
+111/176 [=================>............] - ETA: 10s - loss: 4.0155 - accuracy: 0.0861 - top-5-accuracy: 0.2695 + +
+``` + +``` +
+112/176 [==================>...........] - ETA: 10s - loss: 4.0147 - accuracy: 0.0862 - top-5-accuracy: 0.2695 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+165/176 [===========================>..] - ETA: 1s - loss: 3.9748 - accuracy: 0.0907 - top-5-accuracy: 0.2801 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+169/176 [===========================>..] - ETA: 1s - loss: 3.9708 - accuracy: 0.0914 - top-5-accuracy: 0.2815 + +
+``` + +``` +
+170/176 [===========================>..] - ETA: 0s - loss: 3.9699 - accuracy: 0.0916 - top-5-accuracy: 0.2819 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 3.9696 - accuracy: 0.0916 - top-5-accuracy: 0.2822 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 3.9690 - accuracy: 0.0917 - top-5-accuracy: 0.2824 + +
+``` + +``` +
+173/176 [============================>.] - ETA: 0s - loss: 3.9678 - accuracy: 0.0917 - top-5-accuracy: 0.2825 + +
+``` + +``` +
+174/176 [============================>.] - ETA: 0s - loss: 3.9676 - accuracy: 0.0917 - top-5-accuracy: 0.2827 + +
+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 3.9663 - accuracy: 0.0920 - top-5-accuracy: 0.2831 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 3.9651 - accuracy: 0.0922 - top-5-accuracy: 0.2836 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 3.9651 - accuracy: 0.0922 - top-5-accuracy: 0.2836 - val_loss: 3.5989 - val_accuracy: 0.1510 - val_top-5-accuracy: 0.3976 + + +
+``` +Epoch 3/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 3.8469 - accuracy: 0.1289 - top-5-accuracy: 0.3125 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 3.8477 - accuracy: 0.1172 - top-5-accuracy: 0.3145 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 12/176 [=>............................] - ETA: 25s - loss: 3.7910 - accuracy: 0.1257 - top-5-accuracy: 0.3317 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 18/176 [==>...........................] - ETA: 24s - loss: 3.7869 - accuracy: 0.1187 - top-5-accuracy: 0.3299 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 23/176 [==>...........................] - ETA: 24s - loss: 3.7927 - accuracy: 0.1180 - top-5-accuracy: 0.3324 + +
+``` + +``` +
+ 24/176 [===>..........................] - ETA: 24s - loss: 3.7971 - accuracy: 0.1162 - top-5-accuracy: 0.3333 + +
+``` + +``` +
+ 25/176 [===>..........................] - ETA: 23s - loss: 3.7932 - accuracy: 0.1166 - top-5-accuracy: 0.3342 + +
+``` + +``` +
+ 26/176 [===>..........................] - ETA: 23s - loss: 3.7911 - accuracy: 0.1164 - top-5-accuracy: 0.3329 + +
+``` + +``` +
+ 27/176 [===>..........................] - ETA: 23s - loss: 3.7914 - accuracy: 0.1173 - top-5-accuracy: 0.3332 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 3.7144 - accuracy: 0.1282 - top-5-accuracy: 0.3594 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 3.7144 - accuracy: 0.1282 - top-5-accuracy: 0.3594 - val_loss: 3.3693 - val_accuracy: 0.1988 - val_top-5-accuracy: 0.4694 + + +
+``` +Epoch 4/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 3.7039 - accuracy: 0.1406 - top-5-accuracy: 0.3789 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 3.6278 - accuracy: 0.1328 - top-5-accuracy: 0.3926 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 3.5437 - accuracy: 0.1562 - top-5-accuracy: 0.4099 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 3.5437 - accuracy: 0.1562 - top-5-accuracy: 0.4099 - val_loss: 3.2583 - val_accuracy: 0.2194 - val_top-5-accuracy: 0.4918 + + +
+``` +Epoch 5/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 3.4525 - accuracy: 0.1602 - top-5-accuracy: 0.4414 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 3.4352 - accuracy: 0.1484 - top-5-accuracy: 0.4336 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+167/176 [===========================>..] - ETA: 1s - loss: 3.3955 - accuracy: 0.1797 - top-5-accuracy: 0.4535 + +
+``` + +``` +
+168/176 [===========================>..] - ETA: 1s - loss: 3.3963 - accuracy: 0.1797 - top-5-accuracy: 0.4533 + +
+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 0s - loss: 3.3968 - accuracy: 0.1797 - top-5-accuracy: 0.4533 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 3.3963 - accuracy: 0.1798 - top-5-accuracy: 0.4534 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 3.3950 - accuracy: 0.1800 - top-5-accuracy: 0.4538 + +
+``` + +``` +
+173/176 [============================>.] - ETA: 0s - loss: 3.3937 - accuracy: 0.1803 - top-5-accuracy: 0.4540 + +
+``` + +``` +
+174/176 [============================>.] - ETA: 0s - loss: 3.3931 - accuracy: 0.1806 - top-5-accuracy: 0.4541 + +
+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 3.3924 - accuracy: 0.1809 - top-5-accuracy: 0.4542 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 3.3913 - accuracy: 0.1811 - top-5-accuracy: 0.4544 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 3.3913 - accuracy: 0.1811 - top-5-accuracy: 0.4544 - val_loss: 3.1073 - val_accuracy: 0.2498 - val_top-5-accuracy: 0.5326 + + +
+``` +Epoch 6/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 3.3047 - accuracy: 0.2266 - top-5-accuracy: 0.4531 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 3.2790 - accuracy: 0.2070 - top-5-accuracy: 0.4707 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 24/176 [===>..........................] - ETA: 24s - loss: 3.2560 - accuracy: 0.2072 - top-5-accuracy: 0.4844 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 27/176 [===>..........................] - ETA: 23s - loss: 3.2587 - accuracy: 0.2067 - top-5-accuracy: 0.4813 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 88/176 [==============>...............] - ETA: 13s - loss: 3.2452 - accuracy: 0.2064 - top-5-accuracy: 0.4906 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+140/176 [======================>.......] - ETA: 5s - loss: 3.2358 - accuracy: 0.2100 - top-5-accuracy: 0.4944 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 3.2278 - accuracy: 0.2104 - top-5-accuracy: 0.4961 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 3.2278 - accuracy: 0.2104 - top-5-accuracy: 0.4961 - val_loss: 3.0028 - val_accuracy: 0.2602 - val_top-5-accuracy: 0.5504 + + +
+``` +Epoch 7/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 3.2477 - accuracy: 0.2070 - top-5-accuracy: 0.4766 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+113/176 [==================>...........] - ETA: 9s - loss: 3.1204 - accuracy: 0.2289 - top-5-accuracy: 0.5263 + +
+``` + +``` +
+114/176 [==================>...........] - ETA: 9s - loss: 3.1208 - accuracy: 0.2290 - top-5-accuracy: 0.5262 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+118/176 [===================>..........] - ETA: 9s - loss: 3.1206 - accuracy: 0.2292 - top-5-accuracy: 0.5266 + +
+``` + +``` +
+119/176 [===================>..........] - ETA: 9s - loss: 3.1208 - accuracy: 0.2291 - top-5-accuracy: 0.5268 + +
+``` + +``` +
+120/176 [===================>..........] - ETA: 8s - loss: 3.1197 - accuracy: 0.2292 - top-5-accuracy: 0.5268 + +
+``` + +``` +
+121/176 [===================>..........] - ETA: 8s - loss: 3.1198 - accuracy: 0.2293 - top-5-accuracy: 0.5266 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 0s - loss: 3.1077 - accuracy: 0.2331 - top-5-accuracy: 0.5301 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 3.1078 - accuracy: 0.2332 - top-5-accuracy: 0.5300 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 3.1074 - accuracy: 0.2332 - top-5-accuracy: 0.5300 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 3.1049 - accuracy: 0.2335 - top-5-accuracy: 0.5304 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 3.1047 - accuracy: 0.2336 - top-5-accuracy: 0.5306 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 3.1047 - accuracy: 0.2336 - top-5-accuracy: 0.5306 - val_loss: 2.8182 - val_accuracy: 0.2938 - val_top-5-accuracy: 0.5910 + + +
+``` +Epoch 8/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 3.1640 - accuracy: 0.2031 - top-5-accuracy: 0.5312 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 3.0973 - accuracy: 0.2090 - top-5-accuracy: 0.5371 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 24/176 [===>..........................] - ETA: 24s - loss: 3.0277 - accuracy: 0.2448 - top-5-accuracy: 0.5586 + +
+``` + +``` +
+ 25/176 [===>..........................] - ETA: 23s - loss: 3.0227 - accuracy: 0.2461 - top-5-accuracy: 0.5598 + +
+``` + +``` +
+ 26/176 [===>..........................] - ETA: 23s - loss: 3.0214 - accuracy: 0.2458 - top-5-accuracy: 0.5599 + +
+``` + +``` +
+ 27/176 [===>..........................] - ETA: 23s - loss: 3.0167 - accuracy: 0.2464 - top-5-accuracy: 0.5600 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 87/176 [=============>................] - ETA: 14s - loss: 2.9948 - accuracy: 0.2513 - top-5-accuracy: 0.5590 + +
+``` + +``` +
+ 88/176 [==============>...............] - ETA: 13s - loss: 2.9970 - accuracy: 0.2511 - top-5-accuracy: 0.5588 + +
+``` + +``` +
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+``` + +``` +
+ 90/176 [==============>...............] - ETA: 13s - loss: 3.0000 - accuracy: 0.2502 - top-5-accuracy: 0.5575 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 2.9814 - accuracy: 0.2594 - top-5-accuracy: 0.5610 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 2.9814 - accuracy: 0.2592 - top-5-accuracy: 0.5611 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 2.9814 - accuracy: 0.2592 - top-5-accuracy: 0.5611 - val_loss: 2.7000 - val_accuracy: 0.3160 - val_top-5-accuracy: 0.6316 + + +
+``` +Epoch 9/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 2.9765 - accuracy: 0.2266 - top-5-accuracy: 0.5234 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 2.9457 - accuracy: 0.2500 - top-5-accuracy: 0.5488 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 2.8831 - accuracy: 0.2779 - top-5-accuracy: 0.5830 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 2.8831 - accuracy: 0.2779 - top-5-accuracy: 0.5830 - val_loss: 2.6442 - val_accuracy: 0.3406 - val_top-5-accuracy: 0.6336 + + +
+``` +Epoch 10/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 2.6499 - accuracy: 0.3203 - top-5-accuracy: 0.6562 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 2.6849 - accuracy: 0.3223 - top-5-accuracy: 0.6328 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 2.7679 - accuracy: 0.3002 - top-5-accuracy: 0.6118 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 2.7679 - accuracy: 0.3002 - top-5-accuracy: 0.6118 - val_loss: 2.5342 - val_accuracy: 0.3512 - val_top-5-accuracy: 0.6642 + + +
+``` +Epoch 11/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 2.5674 - accuracy: 0.3086 - top-5-accuracy: 0.6719 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 2.6350 - accuracy: 0.3242 - top-5-accuracy: 0.6328 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+161/176 [==========================>...] - ETA: 2s - loss: 2.6761 - accuracy: 0.3187 - top-5-accuracy: 0.6331 + +
+``` + +``` +
+162/176 [==========================>...] - ETA: 2s - loss: 2.6763 - accuracy: 0.3187 - top-5-accuracy: 0.6329 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+166/176 [===========================>..] - ETA: 1s - loss: 2.6761 - accuracy: 0.3188 - top-5-accuracy: 0.6330 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 0s - loss: 2.6793 - accuracy: 0.3179 - top-5-accuracy: 0.6326 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 2.6801 - accuracy: 0.3178 - top-5-accuracy: 0.6322 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 2.6792 - accuracy: 0.3180 - top-5-accuracy: 0.6324 + +
+``` + +``` +
+173/176 [============================>.] - ETA: 0s - loss: 2.6792 - accuracy: 0.3179 - top-5-accuracy: 0.6324 + +
+``` + +``` +
+174/176 [============================>.] - ETA: 0s - loss: 2.6801 - accuracy: 0.3180 - top-5-accuracy: 0.6321 + +
+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 2.6814 - accuracy: 0.3175 - top-5-accuracy: 0.6319 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 2.6806 - accuracy: 0.3178 - top-5-accuracy: 0.6322 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 2.6806 - accuracy: 0.3178 - top-5-accuracy: 0.6322 - val_loss: 2.4752 - val_accuracy: 0.3624 - val_top-5-accuracy: 0.6768 + + +
+``` +Epoch 12/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 2.6152 - accuracy: 0.3477 - top-5-accuracy: 0.6406 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 2.6391 - accuracy: 0.3223 - top-5-accuracy: 0.6367 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 27/176 [===>..........................] - ETA: 23s - loss: 2.6149 - accuracy: 0.3409 - top-5-accuracy: 0.6402 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 2.6009 - accuracy: 0.3352 - top-5-accuracy: 0.6505 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 2.6012 - accuracy: 0.3352 - top-5-accuracy: 0.6505 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 2.6012 - accuracy: 0.3352 - top-5-accuracy: 0.6505 - val_loss: 2.4588 - val_accuracy: 0.3664 - val_top-5-accuracy: 0.6762 + + +
+``` +Epoch 13/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 2.7521 - accuracy: 0.3359 - top-5-accuracy: 0.6250 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 2.6755 - accuracy: 0.3535 - top-5-accuracy: 0.6426 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+107/176 [=================>............] - ETA: 10s - loss: 2.5030 - accuracy: 0.3533 - top-5-accuracy: 0.6711 + +
+``` + +``` +
+108/176 [=================>............] - ETA: 10s - loss: 2.5032 - accuracy: 0.3533 - top-5-accuracy: 0.6709 + +
+``` + +``` +
+109/176 [=================>............] - ETA: 10s - loss: 2.5033 - accuracy: 0.3530 - top-5-accuracy: 0.6709 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 2.5191 - accuracy: 0.3498 - top-5-accuracy: 0.6668 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 2.5188 - accuracy: 0.3499 - top-5-accuracy: 0.6669 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 2.5188 - accuracy: 0.3499 - top-5-accuracy: 0.6669 - val_loss: 2.3830 - val_accuracy: 0.3858 - val_top-5-accuracy: 0.6902 + + +
+``` +Epoch 14/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 2.3554 - accuracy: 0.3906 - top-5-accuracy: 0.7305 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 2.3981 - accuracy: 0.3750 - top-5-accuracy: 0.6992 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 24/176 [===>..........................] - ETA: 24s - loss: 2.4331 - accuracy: 0.3664 - top-5-accuracy: 0.6885 + +
+``` + +``` +
+ 25/176 [===>..........................] - ETA: 23s - loss: 2.4339 - accuracy: 0.3675 - top-5-accuracy: 0.6891 + +
+``` + +``` +
+ 26/176 [===>..........................] - ETA: 23s - loss: 2.4365 - accuracy: 0.3666 - top-5-accuracy: 0.6884 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 80/176 [============>.................] - ETA: 15s - loss: 2.4398 - accuracy: 0.3690 - top-5-accuracy: 0.6862 + +
+``` + +``` +
+ 81/176 [============>.................] - ETA: 15s - loss: 2.4398 - accuracy: 0.3694 - top-5-accuracy: 0.6860 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 0s - loss: 2.4585 - accuracy: 0.3643 - top-5-accuracy: 0.6804 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 2.4581 - accuracy: 0.3643 - top-5-accuracy: 0.6804 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 2.4585 - accuracy: 0.3641 - top-5-accuracy: 0.6804 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 2.4583 - accuracy: 0.3641 - top-5-accuracy: 0.6804 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 2.4575 - accuracy: 0.3644 - top-5-accuracy: 0.6806 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 2.4575 - accuracy: 0.3644 - top-5-accuracy: 0.6806 - val_loss: 2.3615 - val_accuracy: 0.3920 - val_top-5-accuracy: 0.6968 + + +
+``` +Epoch 15/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 2.5255 - accuracy: 0.3672 - top-5-accuracy: 0.6797 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 2.4376 - accuracy: 0.3848 - top-5-accuracy: 0.6895 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 51/176 [=======>......................] - ETA: 19s - loss: 2.3739 - accuracy: 0.3816 - top-5-accuracy: 0.6993 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 2.3894 - accuracy: 0.3786 - top-5-accuracy: 0.6946 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 2.3894 - accuracy: 0.3786 - top-5-accuracy: 0.6946 - val_loss: 2.3419 - val_accuracy: 0.3990 - val_top-5-accuracy: 0.6964 + + +
+``` +Epoch 16/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 2.4797 - accuracy: 0.3672 - top-5-accuracy: 0.6602 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 2.4800 - accuracy: 0.3809 - top-5-accuracy: 0.6621 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 2.3311 - accuracy: 0.3916 - top-5-accuracy: 0.7060 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 2.3311 - accuracy: 0.3916 - top-5-accuracy: 0.7060 - val_loss: 2.2080 - val_accuracy: 0.4232 - val_top-5-accuracy: 0.7256 + + +
+``` +Epoch 17/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 2.2952 - accuracy: 0.3984 - top-5-accuracy: 0.7422 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+154/176 [=========================>....] - ETA: 3s - loss: 2.2735 - accuracy: 0.4039 - top-5-accuracy: 0.7188 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 2.2781 - accuracy: 0.4037 - top-5-accuracy: 0.7183 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 2.2782 - accuracy: 0.4039 - top-5-accuracy: 0.7184 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 2.2782 - accuracy: 0.4039 - top-5-accuracy: 0.7184 - val_loss: 2.2259 - val_accuracy: 0.4260 - val_top-5-accuracy: 0.7186 + + +
+``` +Epoch 18/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.9486 - accuracy: 0.4883 - top-5-accuracy: 0.7812 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 2.2089 - accuracy: 0.4170 - top-5-accuracy: 0.7360 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 2.2089 - accuracy: 0.4170 - top-5-accuracy: 0.7360 - val_loss: 2.1674 - val_accuracy: 0.4328 - val_top-5-accuracy: 0.7344 + + +
+``` +Epoch 19/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.9275 - accuracy: 0.4727 - top-5-accuracy: 0.7773 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 1.9561 - accuracy: 0.4688 - top-5-accuracy: 0.7852 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+101/176 [================>.............] - ETA: 11s - loss: 2.1513 - accuracy: 0.4314 - top-5-accuracy: 0.7461 + +
+``` + +``` +
+102/176 [================>.............] - ETA: 11s - loss: 2.1508 - accuracy: 0.4314 - top-5-accuracy: 0.7463 + +
+``` + +``` +
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+``` + +``` +
+104/176 [================>.............] - ETA: 11s - loss: 2.1520 - accuracy: 0.4309 - top-5-accuracy: 0.7460 + +
+``` + +``` +
+105/176 [================>.............] - ETA: 11s - loss: 2.1532 - accuracy: 0.4304 - top-5-accuracy: 0.7459 + +
+``` + +``` +
+106/176 [=================>............] - ETA: 11s - loss: 2.1523 - accuracy: 0.4306 - top-5-accuracy: 0.7462 + +
+``` + +``` +
+107/176 [=================>............] - ETA: 10s - loss: 2.1536 - accuracy: 0.4302 - top-5-accuracy: 0.7461 + +
+``` + +``` +
+108/176 [=================>............] - ETA: 10s - loss: 2.1551 - accuracy: 0.4299 - top-5-accuracy: 0.7459 + +
+``` + +``` +
+109/176 [=================>............] - ETA: 10s - loss: 2.1540 - accuracy: 0.4300 - top-5-accuracy: 0.7458 + +
+``` + +``` +
+110/176 [=================>............] - ETA: 10s - loss: 2.1545 - accuracy: 0.4300 - top-5-accuracy: 0.7459 + +
+``` + +``` +
+111/176 [=================>............] - ETA: 10s - loss: 2.1557 - accuracy: 0.4298 - top-5-accuracy: 0.7457 + +
+``` + +``` +
+112/176 [==================>...........] - ETA: 10s - loss: 2.1576 - accuracy: 0.4296 - top-5-accuracy: 0.7454 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 0s - loss: 2.1673 - accuracy: 0.4253 - top-5-accuracy: 0.7407 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 2.1682 - accuracy: 0.4251 - top-5-accuracy: 0.7404 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 2.1681 - accuracy: 0.4251 - top-5-accuracy: 0.7405 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 2.1683 - accuracy: 0.4251 - top-5-accuracy: 0.7403 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 2.1682 - accuracy: 0.4253 - top-5-accuracy: 0.7403 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 2.1682 - accuracy: 0.4253 - top-5-accuracy: 0.7403 - val_loss: 2.1560 - val_accuracy: 0.4338 - val_top-5-accuracy: 0.7384 + + +
+``` +Epoch 20/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 2.0166 - accuracy: 0.4648 - top-5-accuracy: 0.7617 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 1.9595 - accuracy: 0.4668 - top-5-accuracy: 0.7734 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 12/176 [=>............................] - ETA: 25s - loss: 2.0559 - accuracy: 0.4404 - top-5-accuracy: 0.7669 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 24/176 [===>..........................] - ETA: 24s - loss: 2.0573 - accuracy: 0.4486 - top-5-accuracy: 0.7655 + +
+``` + +``` +
+ 25/176 [===>..........................] - ETA: 23s - loss: 2.0588 - accuracy: 0.4489 - top-5-accuracy: 0.7645 + +
+``` + +``` +
+ 26/176 [===>..........................] - ETA: 23s - loss: 2.0540 - accuracy: 0.4510 - top-5-accuracy: 0.7656 + +
+``` + +``` +
+ 27/176 [===>..........................] - ETA: 23s - loss: 2.0499 - accuracy: 0.4508 - top-5-accuracy: 0.7663 + +
+``` + +``` +
+ 28/176 [===>..........................] - ETA: 23s - loss: 2.0535 - accuracy: 0.4509 - top-5-accuracy: 0.7658 + +
+``` + +``` +
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+``` + +``` +
+ 30/176 [====>.........................] - ETA: 23s - loss: 2.0540 - accuracy: 0.4508 - top-5-accuracy: 0.7655 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 75/176 [===========>..................] - ETA: 16s - loss: 2.0792 - accuracy: 0.4438 - top-5-accuracy: 0.7609 + +
+``` + +``` +
+ 76/176 [===========>..................] - ETA: 15s - loss: 2.0797 - accuracy: 0.4434 - top-5-accuracy: 0.7608 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 88/176 [==============>...............] - ETA: 13s - loss: 2.0798 - accuracy: 0.4429 - top-5-accuracy: 0.7596 + +
+``` + +``` +
+ 89/176 [==============>...............] - ETA: 13s - loss: 2.0808 - accuracy: 0.4423 - top-5-accuracy: 0.7593 + +
+``` + +``` +
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+``` + +``` +
+ 91/176 [==============>...............] - ETA: 13s - loss: 2.0815 - accuracy: 0.4417 - top-5-accuracy: 0.7592 + +
+``` + +``` +
+ 92/176 [==============>...............] - ETA: 13s - loss: 2.0802 - accuracy: 0.4419 - top-5-accuracy: 0.7595 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 95/176 [===============>..............] - ETA: 12s - loss: 2.0792 - accuracy: 0.4424 - top-5-accuracy: 0.7594 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+100/176 [================>.............] - ETA: 12s - loss: 2.0797 - accuracy: 0.4423 - top-5-accuracy: 0.7590 + +
+``` + +``` +
+101/176 [================>.............] - ETA: 11s - loss: 2.0807 - accuracy: 0.4421 - top-5-accuracy: 0.7589 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 0s - loss: 2.0982 - accuracy: 0.4392 - top-5-accuracy: 0.7546 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 2.0986 - accuracy: 0.4391 - top-5-accuracy: 0.7542 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 2.0991 - accuracy: 0.4392 - top-5-accuracy: 0.7542 + +
+``` + +``` +
+173/176 [============================>.] - ETA: 0s - loss: 2.0996 - accuracy: 0.4390 - top-5-accuracy: 0.7540 + +
+``` + +``` +
+174/176 [============================>.] - ETA: 0s - loss: 2.1008 - accuracy: 0.4388 - top-5-accuracy: 0.7538 + +
+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 2.1011 - accuracy: 0.4390 - top-5-accuracy: 0.7539 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 2.1023 - accuracy: 0.4386 - top-5-accuracy: 0.7536 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 2.1023 - accuracy: 0.4386 - top-5-accuracy: 0.7536 - val_loss: 2.1349 - val_accuracy: 0.4494 - val_top-5-accuracy: 0.7464 + + +
+``` +Epoch 21/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 2.1531 - accuracy: 0.4219 - top-5-accuracy: 0.7578 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 2.1164 - accuracy: 0.4121 - top-5-accuracy: 0.7539 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 25/176 [===>..........................] - ETA: 23s - loss: 2.0128 - accuracy: 0.4589 - top-5-accuracy: 0.7741 + +
+``` + +``` +
+ 26/176 [===>..........................] - ETA: 23s - loss: 2.0219 - accuracy: 0.4584 - top-5-accuracy: 0.7727 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 2.0711 - accuracy: 0.4463 - top-5-accuracy: 0.7610 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 2.0711 - accuracy: 0.4463 - top-5-accuracy: 0.7610 - val_loss: 2.1099 - val_accuracy: 0.4506 - val_top-5-accuracy: 0.7512 + + +
+``` +Epoch 22/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.8221 - accuracy: 0.4531 - top-5-accuracy: 0.8320 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 1.8356 - accuracy: 0.4629 - top-5-accuracy: 0.8125 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 2.0170 - accuracy: 0.4581 - top-5-accuracy: 0.7711 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 2.0175 - accuracy: 0.4578 - top-5-accuracy: 0.7710 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 2.0175 - accuracy: 0.4578 - top-5-accuracy: 0.7710 - val_loss: 2.1256 - val_accuracy: 0.4442 - val_top-5-accuracy: 0.7456 + + +
+``` +Epoch 23/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.7649 - accuracy: 0.5156 - top-5-accuracy: 0.8203 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+153/176 [=========================>....] - ETA: 3s - loss: 1.9622 - accuracy: 0.4690 - top-5-accuracy: 0.7814 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.9731 - accuracy: 0.4668 - top-5-accuracy: 0.7796 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.9743 - accuracy: 0.4664 - top-5-accuracy: 0.7793 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 1.9743 - accuracy: 0.4664 - top-5-accuracy: 0.7793 - val_loss: 2.0662 - val_accuracy: 0.4606 - val_top-5-accuracy: 0.7586 + + +
+``` +Epoch 24/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.8561 - accuracy: 0.5078 - top-5-accuracy: 0.7695 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+120/176 [===================>..........] - ETA: 8s - loss: 1.9240 - accuracy: 0.4784 - top-5-accuracy: 0.7890 + +
+``` + +``` +
+121/176 [===================>..........] - ETA: 8s - loss: 1.9236 - accuracy: 0.4782 - top-5-accuracy: 0.7891 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.9236 - accuracy: 0.4794 - top-5-accuracy: 0.7890 + +
+``` + +``` +
+176/176 [==============================] - 29s 165ms/step - loss: 1.9236 - accuracy: 0.4794 - top-5-accuracy: 0.7890 - val_loss: 2.0592 - val_accuracy: 0.4590 - val_top-5-accuracy: 0.7554 + + +
+``` +Epoch 25/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.8754 - accuracy: 0.5000 - top-5-accuracy: 0.8008 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 95/176 [===============>..............] - ETA: 12s - loss: 1.8685 - accuracy: 0.4918 - top-5-accuracy: 0.7963 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+100/176 [================>.............] - ETA: 12s - loss: 1.8679 - accuracy: 0.4915 - top-5-accuracy: 0.7968 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 0s - loss: 1.8948 - accuracy: 0.4845 - top-5-accuracy: 0.7935 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.8947 - accuracy: 0.4848 - top-5-accuracy: 0.7936 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.8952 - accuracy: 0.4846 - top-5-accuracy: 0.7935 + +
+``` + +``` +
+176/176 [==============================] - 29s 165ms/step - loss: 1.8952 - accuracy: 0.4846 - top-5-accuracy: 0.7935 - val_loss: 2.0555 - val_accuracy: 0.4742 - val_top-5-accuracy: 0.7534 + + +
+``` +Epoch 26/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.8100 - accuracy: 0.4961 - top-5-accuracy: 0.8320 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 1.8299 - accuracy: 0.4766 - top-5-accuracy: 0.8223 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 12/176 [=>............................] - ETA: 26s - loss: 1.7668 - accuracy: 0.5221 - top-5-accuracy: 0.8265 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.7803 - accuracy: 0.5146 - top-5-accuracy: 0.8218 + +
+``` + +``` +
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.7776 - accuracy: 0.5148 - top-5-accuracy: 0.8223 + +
+``` + +``` +
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.7866 - accuracy: 0.5144 - top-5-accuracy: 0.8200 + +
+``` + +``` +
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.7850 - accuracy: 0.5152 - top-5-accuracy: 0.8199 + +
+``` + +``` +
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.7804 - accuracy: 0.5165 - top-5-accuracy: 0.8203 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 0s - loss: 1.8363 - accuracy: 0.5004 - top-5-accuracy: 0.8085 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.8389 - accuracy: 0.4997 - top-5-accuracy: 0.8078 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.8397 - accuracy: 0.4997 - top-5-accuracy: 0.8077 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 1.8397 - accuracy: 0.4997 - top-5-accuracy: 0.8077 - val_loss: 2.0230 - val_accuracy: 0.4672 - val_top-5-accuracy: 0.7642 + + +
+``` +Epoch 27/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.7489 - accuracy: 0.5352 - top-5-accuracy: 0.8477 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 1.7235 - accuracy: 0.5254 - top-5-accuracy: 0.8438 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.8007 - accuracy: 0.5061 - top-5-accuracy: 0.8118 + +
+``` + +``` +
+176/176 [==============================] - 29s 165ms/step - loss: 1.8007 - accuracy: 0.5061 - top-5-accuracy: 0.8118 - val_loss: 1.9947 - val_accuracy: 0.4788 - val_top-5-accuracy: 0.7692 + + +
+``` +Epoch 28/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.6301 - accuracy: 0.5586 - top-5-accuracy: 0.8516 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 1.6755 - accuracy: 0.5508 - top-5-accuracy: 0.8457 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+168/176 [===========================>..] - ETA: 1s - loss: 1.7616 - accuracy: 0.5161 - top-5-accuracy: 0.8180 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 1.7633 - accuracy: 0.5161 - top-5-accuracy: 0.8176 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.7645 - accuracy: 0.5157 - top-5-accuracy: 0.8176 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.7650 - accuracy: 0.5154 - top-5-accuracy: 0.8175 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 1.7650 - accuracy: 0.5154 - top-5-accuracy: 0.8175 - val_loss: 1.9866 - val_accuracy: 0.4846 - val_top-5-accuracy: 0.7698 + + +
+``` +Epoch 29/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.5411 - accuracy: 0.5859 - top-5-accuracy: 0.8438 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+141/176 [=======================>......] - ETA: 5s - loss: 1.7156 - accuracy: 0.5259 - top-5-accuracy: 0.8253 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.7234 - accuracy: 0.5251 - top-5-accuracy: 0.8228 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.7233 - accuracy: 0.5250 - top-5-accuracy: 0.8227 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 1.7233 - accuracy: 0.5250 - top-5-accuracy: 0.8227 - val_loss: 2.0101 - val_accuracy: 0.4774 - val_top-5-accuracy: 0.7702 + + +
+``` +Epoch 30/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.7974 - accuracy: 0.5312 - top-5-accuracy: 0.7969 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+113/176 [==================>...........] - ETA: 9s - loss: 1.6969 - accuracy: 0.5300 - top-5-accuracy: 0.8291 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.6941 - accuracy: 0.5297 - top-5-accuracy: 0.8308 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.6933 - accuracy: 0.5300 - top-5-accuracy: 0.8309 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 1.6933 - accuracy: 0.5300 - top-5-accuracy: 0.8309 - val_loss: 1.9931 - val_accuracy: 0.4816 - val_top-5-accuracy: 0.7752 + + +
+``` +Epoch 31/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.4693 - accuracy: 0.5781 - top-5-accuracy: 0.8711 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 1.4749 - accuracy: 0.5762 - top-5-accuracy: 0.8770 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 88/176 [==============>...............] - ETA: 13s - loss: 1.6213 - accuracy: 0.5473 - top-5-accuracy: 0.8406 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.6590 - accuracy: 0.5387 - top-5-accuracy: 0.8348 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.6598 - accuracy: 0.5386 - top-5-accuracy: 0.8346 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 1.6598 - accuracy: 0.5386 - top-5-accuracy: 0.8346 - val_loss: 1.9886 - val_accuracy: 0.4790 - val_top-5-accuracy: 0.7732 + + +
+``` +Epoch 32/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.5374 - accuracy: 0.5625 - top-5-accuracy: 0.8711 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 1.5561 - accuracy: 0.5508 - top-5-accuracy: 0.8535 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.5784 - accuracy: 0.5613 - top-5-accuracy: 0.8528 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 0s - loss: 1.6296 - accuracy: 0.5458 - top-5-accuracy: 0.8420 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.6326 - accuracy: 0.5453 - top-5-accuracy: 0.8412 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.6325 - accuracy: 0.5453 - top-5-accuracy: 0.8413 + +
+``` + +``` +
+176/176 [==============================] - 29s 165ms/step - loss: 1.6325 - accuracy: 0.5453 - top-5-accuracy: 0.8413 - val_loss: 2.0043 - val_accuracy: 0.4894 - val_top-5-accuracy: 0.7692 + + +
+``` +Epoch 33/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.5590 - accuracy: 0.5469 - top-5-accuracy: 0.8398 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 1.5474 - accuracy: 0.5371 - top-5-accuracy: 0.8477 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.5925 - accuracy: 0.5527 - top-5-accuracy: 0.8491 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 1.5925 - accuracy: 0.5527 - top-5-accuracy: 0.8491 - val_loss: 1.9732 - val_accuracy: 0.4828 - val_top-5-accuracy: 0.7770 + + +
+``` +Epoch 34/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.4512 - accuracy: 0.5938 - top-5-accuracy: 0.8672 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 1.5512 - accuracy: 0.5742 - top-5-accuracy: 0.8398 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+161/176 [==========================>...] - ETA: 2s - loss: 1.5696 - accuracy: 0.5606 - top-5-accuracy: 0.8527 + +
+``` + +``` +
+162/176 [==========================>...] - ETA: 2s - loss: 1.5694 - accuracy: 0.5606 - top-5-accuracy: 0.8527 + +
+``` + +``` +
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+``` + +``` +
+164/176 [==========================>...] - ETA: 1s - loss: 1.5702 - accuracy: 0.5605 - top-5-accuracy: 0.8525 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 0s - loss: 1.5719 - accuracy: 0.5600 - top-5-accuracy: 0.8522 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 1.5715 - accuracy: 0.5600 - top-5-accuracy: 0.8523 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 1.5708 - accuracy: 0.5603 - top-5-accuracy: 0.8524 + +
+``` + +``` +
+173/176 [============================>.] - ETA: 0s - loss: 1.5695 - accuracy: 0.5606 - top-5-accuracy: 0.8528 + +
+``` + +``` +
+174/176 [============================>.] - ETA: 0s - loss: 1.5692 - accuracy: 0.5606 - top-5-accuracy: 0.8528 + +
+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.5687 - accuracy: 0.5608 - top-5-accuracy: 0.8527 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.5685 - accuracy: 0.5607 - top-5-accuracy: 0.8528 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 1.5685 - accuracy: 0.5607 - top-5-accuracy: 0.8528 - val_loss: 1.9429 - val_accuracy: 0.4946 - val_top-5-accuracy: 0.7886 + + +
+``` +Epoch 35/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.5459 - accuracy: 0.5703 - top-5-accuracy: 0.8711 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 1.5498 - accuracy: 0.5664 - top-5-accuracy: 0.8555 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.4814 - accuracy: 0.5851 - top-5-accuracy: 0.8677 + +
+``` + +``` +
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+``` + +``` +
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.4828 - accuracy: 0.5855 - top-5-accuracy: 0.8682 + +
+``` + +``` +
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.4823 - accuracy: 0.5849 - top-5-accuracy: 0.8689 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 50/176 [=======>......................] - ETA: 19s - loss: 1.5000 - accuracy: 0.5789 - top-5-accuracy: 0.8645 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.5319 - accuracy: 0.5703 - top-5-accuracy: 0.8571 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.5322 - accuracy: 0.5702 - top-5-accuracy: 0.8570 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 1.5322 - accuracy: 0.5702 - top-5-accuracy: 0.8570 - val_loss: 1.9882 - val_accuracy: 0.4906 - val_top-5-accuracy: 0.7760 + + +
+``` +Epoch 36/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.3793 - accuracy: 0.6016 - top-5-accuracy: 0.8945 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 1.4026 - accuracy: 0.6133 - top-5-accuracy: 0.8906 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+107/176 [=================>............] - ETA: 10s - loss: 1.4799 - accuracy: 0.5795 - top-5-accuracy: 0.8669 + +
+``` + +``` +
+108/176 [=================>............] - ETA: 10s - loss: 1.4788 - accuracy: 0.5799 - top-5-accuracy: 0.8669 + +
+``` + +``` +
+109/176 [=================>............] - ETA: 10s - loss: 1.4790 - accuracy: 0.5798 - top-5-accuracy: 0.8670 + +
+``` + +``` +
+110/176 [=================>............] - ETA: 10s - loss: 1.4795 - accuracy: 0.5800 - top-5-accuracy: 0.8671 + +
+``` + +``` +
+111/176 [=================>............] - ETA: 10s - loss: 1.4804 - accuracy: 0.5797 - top-5-accuracy: 0.8668 + +
+``` + +``` +
+112/176 [==================>...........] - ETA: 10s - loss: 1.4803 - accuracy: 0.5800 - top-5-accuracy: 0.8668 + +
+``` + +``` +
+113/176 [==================>...........] - ETA: 9s - loss: 1.4790 - accuracy: 0.5803 - top-5-accuracy: 0.8669 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+119/176 [===================>..........] - ETA: 9s - loss: 1.4796 - accuracy: 0.5800 - top-5-accuracy: 0.8671 + +
+``` + +``` +
+120/176 [===================>..........] - ETA: 8s - loss: 1.4811 - accuracy: 0.5795 - top-5-accuracy: 0.8670 + +
+``` + +``` +
+121/176 [===================>..........] - ETA: 8s - loss: 1.4809 - accuracy: 0.5798 - top-5-accuracy: 0.8671 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+166/176 [===========================>..] - ETA: 1s - loss: 1.5029 - accuracy: 0.5753 - top-5-accuracy: 0.8641 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 0s - loss: 1.5033 - accuracy: 0.5756 - top-5-accuracy: 0.8639 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 1.5041 - accuracy: 0.5752 - top-5-accuracy: 0.8637 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 1.5047 - accuracy: 0.5751 - top-5-accuracy: 0.8634 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.5068 - accuracy: 0.5745 - top-5-accuracy: 0.8631 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.5069 - accuracy: 0.5745 - top-5-accuracy: 0.8631 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 1.5069 - accuracy: 0.5745 - top-5-accuracy: 0.8631 - val_loss: 1.9846 - val_accuracy: 0.4928 - val_top-5-accuracy: 0.7806 + + +
+``` +Epoch 37/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.4646 - accuracy: 0.5625 - top-5-accuracy: 0.8555 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 1.4817 - accuracy: 0.5625 - top-5-accuracy: 0.8613 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 12/176 [=>............................] - ETA: 25s - loss: 1.4396 - accuracy: 0.5846 - top-5-accuracy: 0.8714 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 22/176 [==>...........................] - ETA: 24s - loss: 1.4408 - accuracy: 0.5865 - top-5-accuracy: 0.8693 + +
+``` + +``` +
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.4404 - accuracy: 0.5858 - top-5-accuracy: 0.8699 + +
+``` + +``` +
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.4377 - accuracy: 0.5861 - top-5-accuracy: 0.8703 + +
+``` + +``` +
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.4320 - accuracy: 0.5875 - top-5-accuracy: 0.8719 + +
+``` + +``` +
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.4361 - accuracy: 0.5883 - top-5-accuracy: 0.8717 + +
+``` + +``` +
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.4297 - accuracy: 0.5893 - top-5-accuracy: 0.8734 + +
+``` + +``` +
+ 28/176 [===>..........................] - ETA: 23s - loss: 1.4335 - accuracy: 0.5890 - top-5-accuracy: 0.8725 + +
+``` + +``` +
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.4338 - accuracy: 0.5886 - top-5-accuracy: 0.8726 + +
+``` + +``` +
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.4396 - accuracy: 0.5880 - top-5-accuracy: 0.8719 + +
+``` + +``` +
+ 31/176 [====>.........................] - ETA: 22s - loss: 1.4368 - accuracy: 0.5896 - top-5-accuracy: 0.8717 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 36/176 [=====>........................] - ETA: 22s - loss: 1.4459 - accuracy: 0.5873 - top-5-accuracy: 0.8701 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 39/176 [=====>........................] - ETA: 21s - loss: 1.4557 - accuracy: 0.5858 - top-5-accuracy: 0.8688 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 46/176 [======>.......................] - ETA: 20s - loss: 1.4657 - accuracy: 0.5831 - top-5-accuracy: 0.8679 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 50/176 [=======>......................] - ETA: 19s - loss: 1.4625 - accuracy: 0.5847 - top-5-accuracy: 0.8687 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 77/176 [============>.................] - ETA: 15s - loss: 1.4646 - accuracy: 0.5832 - top-5-accuracy: 0.8696 + +
+``` + +``` +
+ 78/176 [============>.................] - ETA: 15s - loss: 1.4651 - accuracy: 0.5834 - top-5-accuracy: 0.8701 + +
+``` + +``` +
+ 79/176 [============>.................] - ETA: 15s - loss: 1.4646 - accuracy: 0.5835 - top-5-accuracy: 0.8701 + +
+``` + +``` +
+ 80/176 [============>.................] - ETA: 15s - loss: 1.4639 - accuracy: 0.5836 - top-5-accuracy: 0.8703 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 0s - loss: 1.4819 - accuracy: 0.5791 - top-5-accuracy: 0.8668 + +
+``` + +``` +
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+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 1.4823 - accuracy: 0.5791 - top-5-accuracy: 0.8668 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.4834 - accuracy: 0.5792 - top-5-accuracy: 0.8663 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.4841 - accuracy: 0.5790 - top-5-accuracy: 0.8662 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 1.4841 - accuracy: 0.5790 - top-5-accuracy: 0.8662 - val_loss: 1.9617 - val_accuracy: 0.5000 - val_top-5-accuracy: 0.7842 + + +
+``` +Epoch 38/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.4707 - accuracy: 0.5625 - top-5-accuracy: 0.8789 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 1.4550 - accuracy: 0.5723 - top-5-accuracy: 0.8867 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.4050 - accuracy: 0.6014 - top-5-accuracy: 0.8789 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 0s - loss: 1.4566 - accuracy: 0.5893 - top-5-accuracy: 0.8696 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.4592 - accuracy: 0.5886 - top-5-accuracy: 0.8691 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.4605 - accuracy: 0.5884 - top-5-accuracy: 0.8689 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 1.4605 - accuracy: 0.5884 - top-5-accuracy: 0.8689 - val_loss: 1.9457 - val_accuracy: 0.4974 - val_top-5-accuracy: 0.7854 + + +
+``` +Epoch 39/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.4040 - accuracy: 0.6016 - top-5-accuracy: 0.8789 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 1.3795 - accuracy: 0.6172 - top-5-accuracy: 0.8789 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.4420 - accuracy: 0.5898 - top-5-accuracy: 0.8733 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.4417 - accuracy: 0.5897 - top-5-accuracy: 0.8734 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 1.4417 - accuracy: 0.5897 - top-5-accuracy: 0.8734 - val_loss: 1.9336 - val_accuracy: 0.5018 - val_top-5-accuracy: 0.7902 + + +
+``` +Epoch 40/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.2903 - accuracy: 0.6172 - top-5-accuracy: 0.8906 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 1.3271 - accuracy: 0.6055 - top-5-accuracy: 0.8984 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+154/176 [=========================>....] - ETA: 3s - loss: 1.4171 - accuracy: 0.5998 - top-5-accuracy: 0.8777 + +
+``` + +``` +
+155/176 [=========================>....] - ETA: 3s - loss: 1.4174 - accuracy: 0.5995 - top-5-accuracy: 0.8777 + +
+``` + +``` +
+156/176 [=========================>....] - ETA: 3s - loss: 1.4183 - accuracy: 0.5995 - top-5-accuracy: 0.8775 + +
+``` + +``` +
+157/176 [=========================>....] - ETA: 3s - loss: 1.4183 - accuracy: 0.5995 - top-5-accuracy: 0.8775 + +
+``` + +``` +
+158/176 [=========================>....] - ETA: 2s - loss: 1.4193 - accuracy: 0.5992 - top-5-accuracy: 0.8773 + +
+``` + +``` +
+159/176 [==========================>...] - ETA: 2s - loss: 1.4203 - accuracy: 0.5992 - top-5-accuracy: 0.8771 + +
+``` + +``` +
+160/176 [==========================>...] - ETA: 2s - loss: 1.4200 - accuracy: 0.5991 - top-5-accuracy: 0.8771 + +
+``` + +``` +
+161/176 [==========================>...] - ETA: 2s - loss: 1.4218 - accuracy: 0.5988 - top-5-accuracy: 0.8767 + +
+``` + +``` +
+162/176 [==========================>...] - ETA: 2s - loss: 1.4217 - accuracy: 0.5988 - top-5-accuracy: 0.8768 + +
+``` + +``` +
+163/176 [==========================>...] - ETA: 2s - loss: 1.4217 - accuracy: 0.5990 - top-5-accuracy: 0.8768 + +
+``` + +``` +
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+``` + +``` +
+165/176 [===========================>..] - ETA: 1s - loss: 1.4215 - accuracy: 0.5991 - top-5-accuracy: 0.8769 + +
+``` + +``` +
+166/176 [===========================>..] - ETA: 1s - loss: 1.4222 - accuracy: 0.5987 - top-5-accuracy: 0.8770 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 0s - loss: 1.4223 - accuracy: 0.5987 - top-5-accuracy: 0.8768 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 1.4224 - accuracy: 0.5988 - top-5-accuracy: 0.8766 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 1.4227 - accuracy: 0.5987 - top-5-accuracy: 0.8765 + +
+``` + +``` +
+173/176 [============================>.] - ETA: 0s - loss: 1.4222 - accuracy: 0.5989 - top-5-accuracy: 0.8766 + +
+``` + +``` +
+174/176 [============================>.] - ETA: 0s - loss: 1.4221 - accuracy: 0.5989 - top-5-accuracy: 0.8767 + +
+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.4217 - accuracy: 0.5990 - top-5-accuracy: 0.8766 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.4209 - accuracy: 0.5991 - top-5-accuracy: 0.8767 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 1.4209 - accuracy: 0.5991 - top-5-accuracy: 0.8767 - val_loss: 1.9730 - val_accuracy: 0.4946 - val_top-5-accuracy: 0.7876 + + +
+``` +Epoch 41/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.3674 - accuracy: 0.5703 - top-5-accuracy: 0.8711 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 1.3721 - accuracy: 0.5898 - top-5-accuracy: 0.8887 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.3517 - accuracy: 0.6105 - top-5-accuracy: 0.8844 + +
+``` + +``` +
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.3517 - accuracy: 0.6119 - top-5-accuracy: 0.8834 + +
+``` + +``` +
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.3560 - accuracy: 0.6119 - top-5-accuracy: 0.8824 + +
+``` + +``` +
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.3580 - accuracy: 0.6114 - top-5-accuracy: 0.8817 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 47/176 [=======>......................] - ETA: 20s - loss: 1.3802 - accuracy: 0.6087 - top-5-accuracy: 0.8767 + +
+``` + +``` +
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+``` + +``` +
+ 49/176 [=======>......................] - ETA: 20s - loss: 1.3801 - accuracy: 0.6093 - top-5-accuracy: 0.8767 + +
+``` + +``` +
+ 50/176 [=======>......................] - ETA: 19s - loss: 1.3796 - accuracy: 0.6087 - top-5-accuracy: 0.8771 + +
+``` + +``` +
+ 51/176 [=======>......................] - ETA: 19s - loss: 1.3785 - accuracy: 0.6089 - top-5-accuracy: 0.8772 + +
+``` + +``` +
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+``` + +``` +
+ 53/176 [========>.....................] - ETA: 19s - loss: 1.3792 - accuracy: 0.6089 - top-5-accuracy: 0.8771 + +
+``` + +``` +
+ 54/176 [========>.....................] - ETA: 19s - loss: 1.3810 - accuracy: 0.6089 - top-5-accuracy: 0.8768 + +
+``` + +``` +
+ 55/176 [========>.....................] - ETA: 19s - loss: 1.3808 - accuracy: 0.6081 - top-5-accuracy: 0.8771 + +
+``` + +``` +
+ 56/176 [========>.....................] - ETA: 19s - loss: 1.3814 - accuracy: 0.6077 - top-5-accuracy: 0.8771 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 68/176 [==========>...................] - ETA: 17s - loss: 1.3808 - accuracy: 0.6077 - top-5-accuracy: 0.8778 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 71/176 [===========>..................] - ETA: 16s - loss: 1.3789 - accuracy: 0.6077 - top-5-accuracy: 0.8785 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 77/176 [============>.................] - ETA: 15s - loss: 1.3783 - accuracy: 0.6081 - top-5-accuracy: 0.8792 + +
+``` + +``` +
+ 78/176 [============>.................] - ETA: 15s - loss: 1.3760 - accuracy: 0.6086 - top-5-accuracy: 0.8797 + +
+``` + +``` +
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+``` + +``` +
+ 80/176 [============>.................] - ETA: 15s - loss: 1.3759 - accuracy: 0.6083 - top-5-accuracy: 0.8801 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 88/176 [==============>...............] - ETA: 13s - loss: 1.3713 - accuracy: 0.6093 - top-5-accuracy: 0.8813 + +
+``` + +``` +
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+``` + +``` +
+ 90/176 [==============>...............] - ETA: 13s - loss: 1.3692 - accuracy: 0.6102 - top-5-accuracy: 0.8816 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+100/176 [================>.............] - ETA: 12s - loss: 1.3729 - accuracy: 0.6090 - top-5-accuracy: 0.8813 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.3855 - accuracy: 0.6060 - top-5-accuracy: 0.8807 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.3864 - accuracy: 0.6056 - top-5-accuracy: 0.8808 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 1.3864 - accuracy: 0.6056 - top-5-accuracy: 0.8808 - val_loss: 1.9710 - val_accuracy: 0.4956 - val_top-5-accuracy: 0.7818 + + +
+``` +Epoch 42/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.2789 - accuracy: 0.6406 - top-5-accuracy: 0.8945 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 1.2582 - accuracy: 0.6348 - top-5-accuracy: 0.8926 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+100/176 [================>.............] - ETA: 12s - loss: 1.3352 - accuracy: 0.6197 - top-5-accuracy: 0.8891 + +
+``` + +``` +
+101/176 [================>.............] - ETA: 11s - loss: 1.3366 - accuracy: 0.6191 - top-5-accuracy: 0.8888 + +
+``` + +``` +
+102/176 [================>.............] - ETA: 11s - loss: 1.3362 - accuracy: 0.6191 - top-5-accuracy: 0.8889 + +
+``` + +``` +
+103/176 [================>.............] - ETA: 11s - loss: 1.3372 - accuracy: 0.6187 - top-5-accuracy: 0.8887 + +
+``` + +``` +
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+``` + +``` +
+105/176 [================>.............] - ETA: 11s - loss: 1.3383 - accuracy: 0.6183 - top-5-accuracy: 0.8886 + +
+``` + +``` +
+106/176 [=================>............] - ETA: 11s - loss: 1.3394 - accuracy: 0.6187 - top-5-accuracy: 0.8883 + +
+``` + +``` +
+107/176 [=================>............] - ETA: 10s - loss: 1.3403 - accuracy: 0.6186 - top-5-accuracy: 0.8881 + +
+``` + +``` +
+108/176 [=================>............] - ETA: 10s - loss: 1.3389 - accuracy: 0.6192 - top-5-accuracy: 0.8882 + +
+``` + +``` +
+109/176 [=================>............] - ETA: 10s - loss: 1.3392 - accuracy: 0.6189 - top-5-accuracy: 0.8882 + +
+``` + +``` +
+110/176 [=================>............] - ETA: 10s - loss: 1.3397 - accuracy: 0.6185 - top-5-accuracy: 0.8881 + +
+``` + +``` +
+111/176 [=================>............] - ETA: 10s - loss: 1.3397 - accuracy: 0.6181 - top-5-accuracy: 0.8883 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+118/176 [===================>..........] - ETA: 9s - loss: 1.3397 - accuracy: 0.6175 - top-5-accuracy: 0.8880 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+121/176 [===================>..........] - ETA: 8s - loss: 1.3412 - accuracy: 0.6171 - top-5-accuracy: 0.8879 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 0s - loss: 1.3567 - accuracy: 0.6123 - top-5-accuracy: 0.8848 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 1.3569 - accuracy: 0.6124 - top-5-accuracy: 0.8847 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 1.3576 - accuracy: 0.6121 - top-5-accuracy: 0.8845 + +
+``` + +``` +
+173/176 [============================>.] - ETA: 0s - loss: 1.3576 - accuracy: 0.6121 - top-5-accuracy: 0.8846 + +
+``` + +``` +
+174/176 [============================>.] - ETA: 0s - loss: 1.3586 - accuracy: 0.6119 - top-5-accuracy: 0.8845 + +
+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.3587 - accuracy: 0.6119 - top-5-accuracy: 0.8844 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.3591 - accuracy: 0.6120 - top-5-accuracy: 0.8844 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 1.3591 - accuracy: 0.6120 - top-5-accuracy: 0.8844 - val_loss: 1.9465 - val_accuracy: 0.5030 - val_top-5-accuracy: 0.7900 + + +
+``` +Epoch 43/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.3344 - accuracy: 0.6523 - top-5-accuracy: 0.8867 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 1.3418 - accuracy: 0.6406 - top-5-accuracy: 0.8906 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 12/176 [=>............................] - ETA: 26s - loss: 1.3071 - accuracy: 0.6292 - top-5-accuracy: 0.8952 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.3450 - accuracy: 0.6213 - top-5-accuracy: 0.8860 + +
+``` + +``` +
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.3399 - accuracy: 0.6226 - top-5-accuracy: 0.8867 + +
+``` + +``` +
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.3431 - accuracy: 0.6216 - top-5-accuracy: 0.8863 + +
+``` + +``` +
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.3479 - accuracy: 0.6199 - top-5-accuracy: 0.8860 + +
+``` + +``` +
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.3593 - accuracy: 0.6168 - top-5-accuracy: 0.8841 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 74/176 [===========>..................] - ETA: 16s - loss: 1.3464 - accuracy: 0.6185 - top-5-accuracy: 0.8880 + +
+``` + +``` +
+ 75/176 [===========>..................] - ETA: 16s - loss: 1.3474 - accuracy: 0.6180 - top-5-accuracy: 0.8880 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 88/176 [==============>...............] - ETA: 13s - loss: 1.3447 - accuracy: 0.6186 - top-5-accuracy: 0.8884 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 0s - loss: 1.3482 - accuracy: 0.6164 - top-5-accuracy: 0.8872 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 1.3486 - accuracy: 0.6161 - top-5-accuracy: 0.8872 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 1.3491 - accuracy: 0.6158 - top-5-accuracy: 0.8872 + +
+``` + +``` +
+173/176 [============================>.] - ETA: 0s - loss: 1.3488 - accuracy: 0.6159 - top-5-accuracy: 0.8873 + +
+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.3478 - accuracy: 0.6162 - top-5-accuracy: 0.8873 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.3483 - accuracy: 0.6162 - top-5-accuracy: 0.8872 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 1.3483 - accuracy: 0.6162 - top-5-accuracy: 0.8872 - val_loss: 1.9609 - val_accuracy: 0.5044 - val_top-5-accuracy: 0.7874 + + +
+``` +Epoch 44/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.2647 - accuracy: 0.6055 - top-5-accuracy: 0.9102 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 1.2677 - accuracy: 0.6172 - top-5-accuracy: 0.9023 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.2708 - accuracy: 0.6304 - top-5-accuracy: 0.8993 + +
+``` + +``` +
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.2685 - accuracy: 0.6317 - top-5-accuracy: 0.8989 + +
+``` + +``` +
+ 25/176 [===>..........................] - ETA: 24s - loss: 1.2673 - accuracy: 0.6331 - top-5-accuracy: 0.8992 + +
+``` + +``` +
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.2687 - accuracy: 0.6337 - top-5-accuracy: 0.8987 + +
+``` + +``` +
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.2657 - accuracy: 0.6344 - top-5-accuracy: 0.8993 + +
+``` + +``` +
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+``` + +``` +
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.2646 - accuracy: 0.6351 - top-5-accuracy: 0.8991 + +
+``` + +``` +
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.2616 - accuracy: 0.6361 - top-5-accuracy: 0.8995 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 45/176 [======>.......................] - ETA: 20s - loss: 1.2595 - accuracy: 0.6382 - top-5-accuracy: 0.9000 + +
+``` + +``` +
+ 46/176 [======>.......................] - ETA: 20s - loss: 1.2615 - accuracy: 0.6373 - top-5-accuracy: 0.9001 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.3095 - accuracy: 0.6237 - top-5-accuracy: 0.8921 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 1.3095 - accuracy: 0.6237 - top-5-accuracy: 0.8921 - val_loss: 1.9400 - val_accuracy: 0.5072 - val_top-5-accuracy: 0.7882 + + +
+``` +Epoch 45/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.3454 - accuracy: 0.5977 - top-5-accuracy: 0.8867 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 1.3035 - accuracy: 0.6309 - top-5-accuracy: 0.8965 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+173/176 [============================>.] - ETA: 0s - loss: 1.3119 - accuracy: 0.6201 - top-5-accuracy: 0.8934 + +
+``` + +``` +
+174/176 [============================>.] - ETA: 0s - loss: 1.3119 - accuracy: 0.6201 - top-5-accuracy: 0.8935 + +
+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.3125 - accuracy: 0.6200 - top-5-accuracy: 0.8934 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.3121 - accuracy: 0.6202 - top-5-accuracy: 0.8935 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 1.3121 - accuracy: 0.6202 - top-5-accuracy: 0.8935 - val_loss: 1.9465 - val_accuracy: 0.5054 - val_top-5-accuracy: 0.7818 + + +
+``` +Epoch 46/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.4767 - accuracy: 0.5859 - top-5-accuracy: 0.8633 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 1.3060 - accuracy: 0.6191 - top-5-accuracy: 0.9043 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.2445 - accuracy: 0.6370 - top-5-accuracy: 0.9052 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+154/176 [=========================>....] - ETA: 3s - loss: 1.2767 - accuracy: 0.6308 - top-5-accuracy: 0.8972 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.2785 - accuracy: 0.6305 - top-5-accuracy: 0.8971 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.2779 - accuracy: 0.6307 - top-5-accuracy: 0.8972 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 1.2779 - accuracy: 0.6307 - top-5-accuracy: 0.8972 - val_loss: 1.9394 - val_accuracy: 0.5168 - val_top-5-accuracy: 0.7898 + + +
+``` +Epoch 47/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.1586 - accuracy: 0.6758 - top-5-accuracy: 0.9297 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 1.1777 - accuracy: 0.6562 - top-5-accuracy: 0.9199 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+118/176 [===================>..........] - ETA: 9s - loss: 1.2349 - accuracy: 0.6418 - top-5-accuracy: 0.9034 + +
+``` + +``` +
+119/176 [===================>..........] - ETA: 9s - loss: 1.2367 - accuracy: 0.6412 - top-5-accuracy: 0.9030 + +
+``` + +``` +
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+``` + +``` +
+121/176 [===================>..........] - ETA: 8s - loss: 1.2393 - accuracy: 0.6405 - top-5-accuracy: 0.9026 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 0s - loss: 1.2547 - accuracy: 0.6358 - top-5-accuracy: 0.9000 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 1.2549 - accuracy: 0.6356 - top-5-accuracy: 0.9000 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 1.2545 - accuracy: 0.6359 - top-5-accuracy: 0.9000 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.2547 - accuracy: 0.6358 - top-5-accuracy: 0.9000 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.2546 - accuracy: 0.6358 - top-5-accuracy: 0.9000 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 1.2546 - accuracy: 0.6358 - top-5-accuracy: 0.9000 - val_loss: 1.9310 - val_accuracy: 0.5124 - val_top-5-accuracy: 0.7900 + + +
+``` +Epoch 48/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.0499 - accuracy: 0.6680 - top-5-accuracy: 0.9297 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 1.1332 - accuracy: 0.6680 - top-5-accuracy: 0.9121 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.2213 - accuracy: 0.6496 - top-5-accuracy: 0.9048 + +
+``` + +``` +
+ 25/176 [===>..........................] - ETA: 24s - loss: 1.2210 - accuracy: 0.6502 - top-5-accuracy: 0.9048 + +
+``` + +``` +
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.2203 - accuracy: 0.6493 - top-5-accuracy: 0.9047 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 92/176 [==============>...............] - ETA: 13s - loss: 1.2442 - accuracy: 0.6433 - top-5-accuracy: 0.9013 + +
+``` + +``` +
+ 93/176 [==============>...............] - ETA: 13s - loss: 1.2403 - accuracy: 0.6443 - top-5-accuracy: 0.9020 + +
+``` + +``` +
+ 94/176 [===============>..............] - ETA: 13s - loss: 1.2412 - accuracy: 0.6445 - top-5-accuracy: 0.9017 + +
+``` + +``` +
+ 95/176 [===============>..............] - ETA: 12s - loss: 1.2409 - accuracy: 0.6446 - top-5-accuracy: 0.9016 + +
+``` + +``` +
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+``` + +``` +
+ 97/176 [===============>..............] - ETA: 12s - loss: 1.2440 - accuracy: 0.6440 - top-5-accuracy: 0.9010 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+100/176 [================>.............] - ETA: 12s - loss: 1.2451 - accuracy: 0.6434 - top-5-accuracy: 0.9010 + +
+``` + +``` +
+101/176 [================>.............] - ETA: 11s - loss: 1.2462 - accuracy: 0.6434 - top-5-accuracy: 0.9010 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 0s - loss: 1.2507 - accuracy: 0.6404 - top-5-accuracy: 0.9006 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 1.2511 - accuracy: 0.6402 - top-5-accuracy: 0.9005 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 1.2520 - accuracy: 0.6399 - top-5-accuracy: 0.9004 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.2506 - accuracy: 0.6404 - top-5-accuracy: 0.9004 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.2515 - accuracy: 0.6404 - top-5-accuracy: 0.9002 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 1.2515 - accuracy: 0.6404 - top-5-accuracy: 0.9002 - val_loss: 1.9101 - val_accuracy: 0.5178 - val_top-5-accuracy: 0.7964 + + +
+``` +Epoch 49/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.1478 - accuracy: 0.6680 - top-5-accuracy: 0.9180 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 27s - loss: 1.1687 - accuracy: 0.6465 - top-5-accuracy: 0.9297 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.1804 - accuracy: 0.6525 - top-5-accuracy: 0.9159 + +
+``` + +``` +
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.1813 - accuracy: 0.6527 - top-5-accuracy: 0.9159 + +
+``` + +``` +
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.1807 - accuracy: 0.6534 - top-5-accuracy: 0.9153 + +
+``` + +``` +
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.1847 - accuracy: 0.6529 - top-5-accuracy: 0.9149 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 50/176 [=======>......................] - ETA: 19s - loss: 1.2003 - accuracy: 0.6515 - top-5-accuracy: 0.9118 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.2258 - accuracy: 0.6456 - top-5-accuracy: 0.9047 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 1.2258 - accuracy: 0.6456 - top-5-accuracy: 0.9047 - val_loss: 1.9345 - val_accuracy: 0.5196 - val_top-5-accuracy: 0.7966 + + +
+``` +Epoch 50/50 + +``` +
+ + 1/176 [..............................] - ETA: 27s - loss: 1.2007 - accuracy: 0.6562 - top-5-accuracy: 0.8867 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.2204 - accuracy: 0.6462 - top-5-accuracy: 0.9071 + +
+``` + +``` +
+176/176 [==============================] - 29s 164ms/step - loss: 1.2204 - accuracy: 0.6462 - top-5-accuracy: 0.9071 - val_loss: 1.9534 - val_accuracy: 0.5108 - val_top-5-accuracy: 0.7928 + + + + 1/40 [..............................] - ETA: 2s - loss: 1.9624 - accuracy: 0.5352 - top-5-accuracy: 0.7930 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+35/40 [=========================>....] - ETA: 0s - loss: 1.9295 - accuracy: 0.5132 - top-5-accuracy: 0.7974 + +
+``` + +``` +
+36/40 [==========================>...] - ETA: 0s - loss: 1.9315 - accuracy: 0.5124 - top-5-accuracy: 0.7972 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+39/40 [============================>.] - ETA: 0s - loss: 1.9304 - accuracy: 0.5130 - top-5-accuracy: 0.7962 + +
+``` + +``` +
+40/40 [==============================] - 2s 51ms/step - loss: 1.9300 - accuracy: 0.5131 - top-5-accuracy: 0.7962 + + +
+``` +Test accuracy: 51.31% +Test top 5 accuracy: 79.62% + +Epoch 1/50 + +``` +
+ + 1/176 [..............................] - ETA: 59:51 - loss: 7.9685 - accuracy: 0.0039 - top-5-accuracy: 0.0352 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 77/176 [============>.................] - ETA: 17s - loss: 4.7775 - accuracy: 0.0241 - top-5-accuracy: 0.0980 + +
+``` + +``` +
+ 78/176 [============>.................] - ETA: 16s - loss: 4.7736 - accuracy: 0.0244 - top-5-accuracy: 0.0986 + +
+``` + +``` +
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+``` + +``` +
+ 80/176 [============>.................] - ETA: 16s - loss: 4.7644 - accuracy: 0.0250 - top-5-accuracy: 0.0999 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+126/176 [====================>.........] - ETA: 8s - loss: 4.6219 - accuracy: 0.0311 - top-5-accuracy: 0.1227 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+130/176 [=====================>........] - ETA: 7s - loss: 4.6121 - accuracy: 0.0317 - top-5-accuracy: 0.1245 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+136/176 [======================>.......] - ETA: 6s - loss: 4.5962 - accuracy: 0.0331 - top-5-accuracy: 0.1276 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+153/176 [=========================>....] - ETA: 3s - loss: 4.5551 - accuracy: 0.0366 - top-5-accuracy: 0.1370 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+159/176 [==========================>...] - ETA: 2s - loss: 4.5404 - accuracy: 0.0372 - top-5-accuracy: 0.1397 + +
+``` + +``` +
+160/176 [==========================>...] - ETA: 2s - loss: 4.5380 - accuracy: 0.0375 - top-5-accuracy: 0.1404 + +
+``` + +``` +
+161/176 [==========================>...] - ETA: 2s - loss: 4.5358 - accuracy: 0.0375 - top-5-accuracy: 0.1409 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 4.5153 - accuracy: 0.0392 - top-5-accuracy: 0.1457 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 4.5134 - accuracy: 0.0392 - top-5-accuracy: 0.1460 + +
+``` + +``` +
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+``` + +``` +
+174/176 [============================>.] - ETA: 0s - loss: 4.5087 - accuracy: 0.0398 - top-5-accuracy: 0.1471 + +
+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 4.5063 - accuracy: 0.0399 - top-5-accuracy: 0.1477 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 4.5047 - accuracy: 0.0400 - top-5-accuracy: 0.1481 + +
+``` + +``` +
+176/176 [==============================] - 53s 185ms/step - loss: 4.5047 - accuracy: 0.0400 - top-5-accuracy: 0.1481 - val_loss: 3.9702 - val_accuracy: 0.1088 - val_top-5-accuracy: 0.3140 + + +
+``` +Epoch 2/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 4.1809 - accuracy: 0.0625 - top-5-accuracy: 0.1680 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 4.1422 - accuracy: 0.0664 - top-5-accuracy: 0.1895 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 26/176 [===>..........................] - ETA: 25s - loss: 4.1274 - accuracy: 0.0742 - top-5-accuracy: 0.2293 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 99/176 [===============>..............] - ETA: 13s - loss: 4.0673 - accuracy: 0.0803 - top-5-accuracy: 0.2548 + +
+``` + +``` +
+100/176 [================>.............] - ETA: 13s - loss: 4.0655 - accuracy: 0.0805 - top-5-accuracy: 0.2553 + +
+``` + +``` +
+101/176 [================>.............] - ETA: 12s - loss: 4.0646 - accuracy: 0.0804 - top-5-accuracy: 0.2554 + +
+``` + +``` +
+102/176 [================>.............] - ETA: 12s - loss: 4.0639 - accuracy: 0.0805 - top-5-accuracy: 0.2556 + +
+``` + +``` +
+103/176 [================>.............] - ETA: 12s - loss: 4.0638 - accuracy: 0.0805 - top-5-accuracy: 0.2557 + +
+``` + +``` +
+104/176 [================>.............] - ETA: 12s - loss: 4.0632 - accuracy: 0.0809 - top-5-accuracy: 0.2561 + +
+``` + +``` +
+105/176 [================>.............] - ETA: 12s - loss: 4.0614 - accuracy: 0.0812 - top-5-accuracy: 0.2568 + +
+``` + +``` +
+106/176 [=================>............] - ETA: 12s - loss: 4.0604 - accuracy: 0.0812 - top-5-accuracy: 0.2573 + +
+``` + +``` +
+107/176 [=================>............] - ETA: 11s - loss: 4.0589 - accuracy: 0.0816 - top-5-accuracy: 0.2576 + +
+``` + +``` +
+108/176 [=================>............] - ETA: 11s - loss: 4.0578 - accuracy: 0.0816 - top-5-accuracy: 0.2577 + +
+``` + +``` +
+109/176 [=================>............] - ETA: 11s - loss: 4.0579 - accuracy: 0.0816 - top-5-accuracy: 0.2576 + +
+``` + +``` +
+110/176 [=================>............] - ETA: 11s - loss: 4.0576 - accuracy: 0.0814 - top-5-accuracy: 0.2576 + +
+``` + +``` +
+111/176 [=================>............] - ETA: 11s - loss: 4.0581 - accuracy: 0.0813 - top-5-accuracy: 0.2576 + +
+``` + +``` +
+112/176 [==================>...........] - ETA: 11s - loss: 4.0579 - accuracy: 0.0815 - top-5-accuracy: 0.2579 + +
+``` + +``` +
+113/176 [==================>...........] - ETA: 10s - loss: 4.0557 - accuracy: 0.0818 - top-5-accuracy: 0.2584 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+118/176 [===================>..........] - ETA: 10s - loss: 4.0526 - accuracy: 0.0824 - top-5-accuracy: 0.2601 + +
+``` + +``` +
+119/176 [===================>..........] - ETA: 9s - loss: 4.0524 - accuracy: 0.0823 - top-5-accuracy: 0.2602 + +
+``` + +``` +
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+``` + +``` +
+121/176 [===================>..........] - ETA: 9s - loss: 4.0515 - accuracy: 0.0822 - top-5-accuracy: 0.2603 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+153/176 [=========================>....] - ETA: 3s - loss: 4.0261 - accuracy: 0.0863 - top-5-accuracy: 0.2683 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+165/176 [===========================>..] - ETA: 1s - loss: 4.0181 - accuracy: 0.0874 - top-5-accuracy: 0.2703 + +
+``` + +``` +
+166/176 [===========================>..] - ETA: 1s - loss: 4.0172 - accuracy: 0.0876 - top-5-accuracy: 0.2706 + +
+``` + +``` +
+167/176 [===========================>..] - ETA: 1s - loss: 4.0164 - accuracy: 0.0879 - top-5-accuracy: 0.2712 + +
+``` + +``` +
+168/176 [===========================>..] - ETA: 1s - loss: 4.0154 - accuracy: 0.0879 - top-5-accuracy: 0.2715 + +
+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 1s - loss: 4.0142 - accuracy: 0.0881 - top-5-accuracy: 0.2721 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 4.0132 - accuracy: 0.0882 - top-5-accuracy: 0.2723 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 4.0125 - accuracy: 0.0884 - top-5-accuracy: 0.2725 + +
+``` + +``` +
+173/176 [============================>.] - ETA: 0s - loss: 4.0117 - accuracy: 0.0885 - top-5-accuracy: 0.2727 + +
+``` + +``` +
+174/176 [============================>.] - ETA: 0s - loss: 4.0111 - accuracy: 0.0885 - top-5-accuracy: 0.2729 + +
+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 4.0100 - accuracy: 0.0885 - top-5-accuracy: 0.2732 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 4.0089 - accuracy: 0.0888 - top-5-accuracy: 0.2737 + +
+``` + +``` +
+176/176 [==============================] - 32s 179ms/step - loss: 4.0089 - accuracy: 0.0888 - top-5-accuracy: 0.2737 - val_loss: 3.6396 - val_accuracy: 0.1520 - val_top-5-accuracy: 0.3864 + + +
+``` +Epoch 3/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 3.9805 - accuracy: 0.0703 - top-5-accuracy: 0.2852 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 29s - loss: 3.9437 - accuracy: 0.0957 - top-5-accuracy: 0.3066 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 11/176 [>.............................] - ETA: 28s - loss: 3.9065 - accuracy: 0.1019 - top-5-accuracy: 0.3075 + +
+``` + +``` +
+ 12/176 [=>............................] - ETA: 28s - loss: 3.9255 - accuracy: 0.0996 - top-5-accuracy: 0.3050 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 18/176 [==>...........................] - ETA: 27s - loss: 3.9167 - accuracy: 0.0970 - top-5-accuracy: 0.3099 + +
+``` + +``` +
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+``` + +``` +
+ 20/176 [==>...........................] - ETA: 26s - loss: 3.9090 - accuracy: 0.0982 - top-5-accuracy: 0.3090 + +
+``` + +``` +
+ 21/176 [==>...........................] - ETA: 26s - loss: 3.9042 - accuracy: 0.0982 - top-5-accuracy: 0.3099 + +
+``` + +``` +
+ 22/176 [==>...........................] - ETA: 26s - loss: 3.8981 - accuracy: 0.1007 - top-5-accuracy: 0.3118 + +
+``` + +``` +
+ 23/176 [==>...........................] - ETA: 26s - loss: 3.9002 - accuracy: 0.1004 - top-5-accuracy: 0.3118 + +
+``` + +``` +
+ 24/176 [===>..........................] - ETA: 26s - loss: 3.9032 - accuracy: 0.1001 - top-5-accuracy: 0.3128 + +
+``` + +``` +
+ 25/176 [===>..........................] - ETA: 26s - loss: 3.8986 - accuracy: 0.1008 - top-5-accuracy: 0.3141 + +
+``` + +``` +
+ 26/176 [===>..........................] - ETA: 25s - loss: 3.8970 - accuracy: 0.1004 - top-5-accuracy: 0.3122 + +
+``` + +``` +
+ 27/176 [===>..........................] - ETA: 25s - loss: 3.9001 - accuracy: 0.1007 - top-5-accuracy: 0.3111 + +
+``` + +``` +
+ 28/176 [===>..........................] - ETA: 25s - loss: 3.8938 - accuracy: 0.0995 - top-5-accuracy: 0.3136 + +
+``` + +``` +
+ 29/176 [===>..........................] - ETA: 25s - loss: 3.8927 - accuracy: 0.0993 - top-5-accuracy: 0.3136 + +
+``` + +``` +
+ 30/176 [====>.........................] - ETA: 25s - loss: 3.8907 - accuracy: 0.0980 - top-5-accuracy: 0.3134 + +
+``` + +``` +
+ 31/176 [====>.........................] - ETA: 25s - loss: 3.8860 - accuracy: 0.0995 - top-5-accuracy: 0.3145 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 35/176 [====>.........................] - ETA: 24s - loss: 3.8778 - accuracy: 0.1002 - top-5-accuracy: 0.3170 + +
+``` + +``` +
+ 36/176 [=====>........................] - ETA: 24s - loss: 3.8818 - accuracy: 0.0997 - top-5-accuracy: 0.3163 + +
+``` + +``` +
+ 37/176 [=====>........................] - ETA: 23s - loss: 3.8767 - accuracy: 0.1002 - top-5-accuracy: 0.3171 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 73/176 [===========>..................] - ETA: 17s - loss: 3.8420 - accuracy: 0.1086 - top-5-accuracy: 0.3252 + +
+``` + +``` +
+ 74/176 [===========>..................] - ETA: 17s - loss: 3.8430 - accuracy: 0.1084 - top-5-accuracy: 0.3251 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 88/176 [==============>...............] - ETA: 15s - loss: 3.8386 - accuracy: 0.1100 - top-5-accuracy: 0.3269 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 95/176 [===============>..............] - ETA: 13s - loss: 3.8334 - accuracy: 0.1106 - top-5-accuracy: 0.3282 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+100/176 [================>.............] - ETA: 13s - loss: 3.8314 - accuracy: 0.1107 - top-5-accuracy: 0.3289 + +
+``` + +``` +
+101/176 [================>.............] - ETA: 12s - loss: 3.8317 - accuracy: 0.1108 - top-5-accuracy: 0.3286 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+107/176 [=================>............] - ETA: 11s - loss: 3.8295 - accuracy: 0.1111 - top-5-accuracy: 0.3291 + +
+``` + +``` +
+108/176 [=================>............] - ETA: 11s - loss: 3.8292 - accuracy: 0.1111 - top-5-accuracy: 0.3289 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+118/176 [===================>..........] - ETA: 10s - loss: 3.8217 - accuracy: 0.1126 - top-5-accuracy: 0.3302 + +
+``` + +``` +
+119/176 [===================>..........] - ETA: 9s - loss: 3.8207 - accuracy: 0.1126 - top-5-accuracy: 0.3305 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 1s - loss: 3.8031 - accuracy: 0.1169 - top-5-accuracy: 0.3353 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 3.8023 - accuracy: 0.1170 - top-5-accuracy: 0.3356 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 3.8017 - accuracy: 0.1172 - top-5-accuracy: 0.3358 + +
+``` + +``` +
+173/176 [============================>.] - ETA: 0s - loss: 3.8009 - accuracy: 0.1172 - top-5-accuracy: 0.3360 + +
+``` + +``` +
+174/176 [============================>.] - ETA: 0s - loss: 3.8000 - accuracy: 0.1172 - top-5-accuracy: 0.3362 + +
+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 3.7990 - accuracy: 0.1174 - top-5-accuracy: 0.3365 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 3.7994 - accuracy: 0.1173 - top-5-accuracy: 0.3365 + +
+``` + +``` +
+176/176 [==============================] - 32s 179ms/step - loss: 3.7994 - accuracy: 0.1173 - top-5-accuracy: 0.3365 - val_loss: 3.4237 - val_accuracy: 0.1926 - val_top-5-accuracy: 0.4526 + + +
+``` +Epoch 4/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 3.7677 - accuracy: 0.0977 - top-5-accuracy: 0.3477 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 3.7757 - accuracy: 0.0996 - top-5-accuracy: 0.3359 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 25/176 [===>..........................] - ETA: 26s - loss: 3.7018 - accuracy: 0.1253 - top-5-accuracy: 0.3625 + +
+``` + +``` +
+ 26/176 [===>..........................] - ETA: 25s - loss: 3.7020 - accuracy: 0.1256 - top-5-accuracy: 0.3613 + +
+``` + +``` +
+ 27/176 [===>..........................] - ETA: 25s - loss: 3.7035 - accuracy: 0.1259 - top-5-accuracy: 0.3626 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 46/176 [======>.......................] - ETA: 22s - loss: 3.6821 - accuracy: 0.1340 - top-5-accuracy: 0.3702 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 3.6436 - accuracy: 0.1421 - top-5-accuracy: 0.3811 + +
+``` + +``` +
+176/176 [==============================] - 32s 180ms/step - loss: 3.6436 - accuracy: 0.1421 - top-5-accuracy: 0.3811 - val_loss: 3.3075 - val_accuracy: 0.2100 - val_top-5-accuracy: 0.4930 + + +
+``` +Epoch 5/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 3.4251 - accuracy: 0.1719 - top-5-accuracy: 0.4336 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 3.4819 - accuracy: 0.1680 - top-5-accuracy: 0.4316 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+173/176 [============================>.] - ETA: 0s - loss: 3.5231 - accuracy: 0.1649 - top-5-accuracy: 0.4165 + +
+``` + +``` +
+174/176 [============================>.] - ETA: 0s - loss: 3.5216 - accuracy: 0.1655 - top-5-accuracy: 0.4169 + +
+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 3.5221 - accuracy: 0.1656 - top-5-accuracy: 0.4168 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 3.5215 - accuracy: 0.1657 - top-5-accuracy: 0.4171 + +
+``` + +``` +
+176/176 [==============================] - 32s 179ms/step - loss: 3.5215 - accuracy: 0.1657 - top-5-accuracy: 0.4171 - val_loss: 3.1771 - val_accuracy: 0.2328 - val_top-5-accuracy: 0.5114 + + +
+``` +Epoch 6/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 3.4728 - accuracy: 0.1719 - top-5-accuracy: 0.4219 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 3.4023 - accuracy: 0.1953 - top-5-accuracy: 0.4297 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 3.3942 - accuracy: 0.1881 - top-5-accuracy: 0.4500 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 3.3944 - accuracy: 0.1879 - top-5-accuracy: 0.4499 + +
+``` + +``` +
+176/176 [==============================] - 32s 180ms/step - loss: 3.3944 - accuracy: 0.1879 - top-5-accuracy: 0.4499 - val_loss: 3.1420 - val_accuracy: 0.2542 - val_top-5-accuracy: 0.5380 + + +
+``` +Epoch 7/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 3.3580 - accuracy: 0.1797 - top-5-accuracy: 0.4570 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+119/176 [===================>..........] - ETA: 9s - loss: 3.3077 - accuracy: 0.2012 - top-5-accuracy: 0.4764 + +
+``` + +``` +
+120/176 [===================>..........] - ETA: 9s - loss: 3.3075 - accuracy: 0.2012 - top-5-accuracy: 0.4763 + +
+``` + +``` +
+121/176 [===================>..........] - ETA: 9s - loss: 3.3059 - accuracy: 0.2012 - top-5-accuracy: 0.4766 + +
+``` + +``` +
+122/176 [===================>..........] - ETA: 9s - loss: 3.3053 - accuracy: 0.2012 - top-5-accuracy: 0.4766 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+129/176 [====================>.........] - ETA: 8s - loss: 3.3027 - accuracy: 0.2018 - top-5-accuracy: 0.4777 + +
+``` + +``` +
+130/176 [=====================>........] - ETA: 7s - loss: 3.3027 - accuracy: 0.2019 - top-5-accuracy: 0.4774 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+136/176 [======================>.......] - ETA: 6s - loss: 3.3014 - accuracy: 0.2020 - top-5-accuracy: 0.4779 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 3.3051 - accuracy: 0.2021 - top-5-accuracy: 0.4767 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 3.3049 - accuracy: 0.2023 - top-5-accuracy: 0.4766 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 3.3033 - accuracy: 0.2028 - top-5-accuracy: 0.4772 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 3.3034 - accuracy: 0.2027 - top-5-accuracy: 0.4772 + +
+``` + +``` +
+176/176 [==============================] - 32s 179ms/step - loss: 3.3034 - accuracy: 0.2027 - top-5-accuracy: 0.4772 - val_loss: 2.9717 - val_accuracy: 0.2710 - val_top-5-accuracy: 0.5702 + + +
+``` +Epoch 8/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 3.3669 - accuracy: 0.2070 - top-5-accuracy: 0.4492 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 3.3032 - accuracy: 0.2070 - top-5-accuracy: 0.4668 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 26/176 [===>..........................] - ETA: 25s - loss: 3.2182 - accuracy: 0.2147 - top-5-accuracy: 0.5042 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 39/176 [=====>........................] - ETA: 23s - loss: 3.2257 - accuracy: 0.2143 - top-5-accuracy: 0.5019 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 93/176 [==============>...............] - ETA: 14s - loss: 3.2132 - accuracy: 0.2168 - top-5-accuracy: 0.5033 + +
+``` + +``` +
+ 94/176 [===============>..............] - ETA: 14s - loss: 3.2145 - accuracy: 0.2165 - top-5-accuracy: 0.5029 + +
+``` + +``` +
+ 95/176 [===============>..............] - ETA: 14s - loss: 3.2146 - accuracy: 0.2167 - top-5-accuracy: 0.5027 + +
+``` + +``` +
+ 96/176 [===============>..............] - ETA: 13s - loss: 3.2139 - accuracy: 0.2167 - top-5-accuracy: 0.5029 + +
+``` + +``` +
+ 97/176 [===============>..............] - ETA: 13s - loss: 3.2129 - accuracy: 0.2172 - top-5-accuracy: 0.5035 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+100/176 [================>.............] - ETA: 13s - loss: 3.2143 - accuracy: 0.2166 - top-5-accuracy: 0.5028 + +
+``` + +``` +
+101/176 [================>.............] - ETA: 12s - loss: 3.2139 - accuracy: 0.2168 - top-5-accuracy: 0.5026 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+109/176 [=================>............] - ETA: 11s - loss: 3.2096 - accuracy: 0.2182 - top-5-accuracy: 0.5040 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 3.1861 - accuracy: 0.2222 - top-5-accuracy: 0.5082 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 3.1877 - accuracy: 0.2219 - top-5-accuracy: 0.5074 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 3.1880 - accuracy: 0.2217 - top-5-accuracy: 0.5073 + +
+``` + +``` +
+176/176 [==============================] - 32s 180ms/step - loss: 3.1880 - accuracy: 0.2217 - top-5-accuracy: 0.5073 - val_loss: 2.9073 - val_accuracy: 0.2888 - val_top-5-accuracy: 0.5910 + + +
+``` +Epoch 9/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 3.1349 - accuracy: 0.1914 - top-5-accuracy: 0.5078 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 29s - loss: 3.1281 - accuracy: 0.2012 - top-5-accuracy: 0.5137 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 3.0726 - accuracy: 0.2435 - top-5-accuracy: 0.5360 + +
+``` + +``` +
+176/176 [==============================] - 31s 179ms/step - loss: 3.0726 - accuracy: 0.2435 - top-5-accuracy: 0.5360 - val_loss: 2.7719 - val_accuracy: 0.3132 - val_top-5-accuracy: 0.6160 + + +
+``` +Epoch 10/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 2.8024 - accuracy: 0.2500 - top-5-accuracy: 0.5664 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 2.8879 - accuracy: 0.2559 - top-5-accuracy: 0.5605 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 2.9763 - accuracy: 0.2626 - top-5-accuracy: 0.5571 + +
+``` + +``` +
+176/176 [==============================] - 32s 180ms/step - loss: 2.9763 - accuracy: 0.2626 - top-5-accuracy: 0.5571 - val_loss: 2.6677 - val_accuracy: 0.3302 - val_top-5-accuracy: 0.6388 + + +
+``` +Epoch 11/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 2.7457 - accuracy: 0.3242 - top-5-accuracy: 0.6562 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 2.8765 - accuracy: 0.3027 - top-5-accuracy: 0.5996 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+167/176 [===========================>..] - ETA: 1s - loss: 2.8678 - accuracy: 0.2812 - top-5-accuracy: 0.5876 + +
+``` + +``` +
+168/176 [===========================>..] - ETA: 1s - loss: 2.8684 - accuracy: 0.2809 - top-5-accuracy: 0.5875 + +
+``` + +``` +
+169/176 [===========================>..] - ETA: 1s - loss: 2.8672 - accuracy: 0.2811 - top-5-accuracy: 0.5877 + +
+``` + +``` +
+170/176 [===========================>..] - ETA: 1s - loss: 2.8676 - accuracy: 0.2812 - top-5-accuracy: 0.5877 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 2.8678 - accuracy: 0.2810 - top-5-accuracy: 0.5874 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 2.8656 - accuracy: 0.2814 - top-5-accuracy: 0.5878 + +
+``` + +``` +
+173/176 [============================>.] - ETA: 0s - loss: 2.8658 - accuracy: 0.2814 - top-5-accuracy: 0.5878 + +
+``` + +``` +
+174/176 [============================>.] - ETA: 0s - loss: 2.8659 - accuracy: 0.2814 - top-5-accuracy: 0.5878 + +
+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 2.8670 - accuracy: 0.2813 - top-5-accuracy: 0.5877 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 2.8668 - accuracy: 0.2813 - top-5-accuracy: 0.5876 + +
+``` + +``` +
+176/176 [==============================] - 32s 179ms/step - loss: 2.8668 - accuracy: 0.2813 - top-5-accuracy: 0.5876 - val_loss: 2.5693 - val_accuracy: 0.3450 - val_top-5-accuracy: 0.6540 + + +
+``` +Epoch 12/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 2.7408 - accuracy: 0.3203 - top-5-accuracy: 0.5859 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 29s - loss: 2.7449 - accuracy: 0.2988 - top-5-accuracy: 0.5977 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 24/176 [===>..........................] - ETA: 26s - loss: 2.8005 - accuracy: 0.3000 - top-5-accuracy: 0.5949 + +
+``` + +``` +
+ 25/176 [===>..........................] - ETA: 26s - loss: 2.8012 - accuracy: 0.2989 - top-5-accuracy: 0.5942 + +
+``` + +``` +
+ 26/176 [===>..........................] - ETA: 25s - loss: 2.8034 - accuracy: 0.2984 - top-5-accuracy: 0.5931 + +
+``` + +``` +
+ 27/176 [===>..........................] - ETA: 25s - loss: 2.8111 - accuracy: 0.2967 - top-5-accuracy: 0.5913 + +
+``` + +``` +
+ 28/176 [===>..........................] - ETA: 25s - loss: 2.8114 - accuracy: 0.2958 - top-5-accuracy: 0.5907 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 77/176 [============>.................] - ETA: 17s - loss: 2.7778 - accuracy: 0.3020 - top-5-accuracy: 0.6041 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+140/176 [======================>.......] - ETA: 6s - loss: 2.7669 - accuracy: 0.3017 - top-5-accuracy: 0.6075 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 2.7670 - accuracy: 0.3012 - top-5-accuracy: 0.6072 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 2.7668 - accuracy: 0.3011 - top-5-accuracy: 0.6074 + +
+``` + +``` +
+176/176 [==============================] - 32s 179ms/step - loss: 2.7668 - accuracy: 0.3011 - top-5-accuracy: 0.6074 - val_loss: 2.5226 - val_accuracy: 0.3560 - val_top-5-accuracy: 0.6666 + + +
+``` +Epoch 13/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 2.8286 - accuracy: 0.2734 - top-5-accuracy: 0.5547 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+113/176 [==================>...........] - ETA: 10s - loss: 2.6780 - accuracy: 0.3192 - top-5-accuracy: 0.6255 + +
+``` + +``` +
+114/176 [==================>...........] - ETA: 10s - loss: 2.6793 - accuracy: 0.3189 - top-5-accuracy: 0.6254 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+119/176 [===================>..........] - ETA: 9s - loss: 2.6790 - accuracy: 0.3190 - top-5-accuracy: 0.6253 + +
+``` + +``` +
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+``` + +``` +
+121/176 [===================>..........] - ETA: 9s - loss: 2.6788 - accuracy: 0.3193 - top-5-accuracy: 0.6256 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 2.6854 - accuracy: 0.3174 - top-5-accuracy: 0.6248 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 2.6844 - accuracy: 0.3175 - top-5-accuracy: 0.6250 + +
+``` + +``` +
+176/176 [==============================] - 32s 179ms/step - loss: 2.6844 - accuracy: 0.3175 - top-5-accuracy: 0.6250 - val_loss: 2.4555 - val_accuracy: 0.3638 - val_top-5-accuracy: 0.6730 + + +
+``` +Epoch 14/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 2.6058 - accuracy: 0.3359 - top-5-accuracy: 0.6641 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 2.5478 - accuracy: 0.3418 - top-5-accuracy: 0.6602 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 87/176 [=============>................] - ETA: 15s - loss: 2.5953 - accuracy: 0.3345 - top-5-accuracy: 0.6509 + +
+``` + +``` +
+ 88/176 [==============>...............] - ETA: 15s - loss: 2.5965 - accuracy: 0.3343 - top-5-accuracy: 0.6508 + +
+``` + +``` +
+ 89/176 [==============>...............] - ETA: 15s - loss: 2.5962 - accuracy: 0.3345 - top-5-accuracy: 0.6513 + +
+``` + +``` +
+ 90/176 [==============>...............] - ETA: 14s - loss: 2.5977 - accuracy: 0.3343 - top-5-accuracy: 0.6507 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 1s - loss: 2.6092 - accuracy: 0.3327 - top-5-accuracy: 0.6463 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 2.6089 - accuracy: 0.3328 - top-5-accuracy: 0.6464 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 2.6098 - accuracy: 0.3326 - top-5-accuracy: 0.6462 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 2.6103 - accuracy: 0.3328 - top-5-accuracy: 0.6459 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 2.6099 - accuracy: 0.3329 - top-5-accuracy: 0.6460 + +
+``` + +``` +
+176/176 [==============================] - 32s 180ms/step - loss: 2.6099 - accuracy: 0.3329 - top-5-accuracy: 0.6460 - val_loss: 2.3774 - val_accuracy: 0.3846 - val_top-5-accuracy: 0.6864 + + +
+``` +Epoch 15/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 2.5059 - accuracy: 0.3750 - top-5-accuracy: 0.6953 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 2.5328 - accuracy: 0.3672 - top-5-accuracy: 0.6797 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 12/176 [=>............................] - ETA: 28s - loss: 2.5003 - accuracy: 0.3548 - top-5-accuracy: 0.6702 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 25/176 [===>..........................] - ETA: 26s - loss: 2.5067 - accuracy: 0.3545 - top-5-accuracy: 0.6705 + +
+``` + +``` +
+ 26/176 [===>..........................] - ETA: 25s - loss: 2.5098 - accuracy: 0.3547 - top-5-accuracy: 0.6702 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 2.5270 - accuracy: 0.3497 - top-5-accuracy: 0.6625 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 2.5270 - accuracy: 0.3496 - top-5-accuracy: 0.6625 + +
+``` + +``` +
+176/176 [==============================] - 32s 180ms/step - loss: 2.5270 - accuracy: 0.3496 - top-5-accuracy: 0.6625 - val_loss: 2.3132 - val_accuracy: 0.3954 - val_top-5-accuracy: 0.7060 + + +
+``` +Epoch 16/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 2.5601 - accuracy: 0.3398 - top-5-accuracy: 0.6992 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 2.4781 - accuracy: 0.3555 - top-5-accuracy: 0.6777 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 2.4633 - accuracy: 0.3620 - top-5-accuracy: 0.6771 + +
+``` + +``` +
+176/176 [==============================] - 32s 179ms/step - loss: 2.4633 - accuracy: 0.3620 - top-5-accuracy: 0.6771 - val_loss: 2.2425 - val_accuracy: 0.4036 - val_top-5-accuracy: 0.7210 + + +
+``` +Epoch 17/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 2.3673 - accuracy: 0.3828 - top-5-accuracy: 0.7188 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 2.3275 - accuracy: 0.3906 - top-5-accuracy: 0.7227 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+160/176 [==========================>...] - ETA: 2s - loss: 2.3902 - accuracy: 0.3753 - top-5-accuracy: 0.6929 + +
+``` + +``` +
+161/176 [==========================>...] - ETA: 2s - loss: 2.3914 - accuracy: 0.3751 - top-5-accuracy: 0.6926 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 2.3917 - accuracy: 0.3753 - top-5-accuracy: 0.6928 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 2.3912 - accuracy: 0.3757 - top-5-accuracy: 0.6927 + +
+``` + +``` +
+173/176 [============================>.] - ETA: 0s - loss: 2.3919 - accuracy: 0.3758 - top-5-accuracy: 0.6925 + +
+``` + +``` +
+174/176 [============================>.] - ETA: 0s - loss: 2.3915 - accuracy: 0.3756 - top-5-accuracy: 0.6928 + +
+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 2.3927 - accuracy: 0.3753 - top-5-accuracy: 0.6927 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 2.3926 - accuracy: 0.3754 - top-5-accuracy: 0.6929 + +
+``` + +``` +
+176/176 [==============================] - 32s 180ms/step - loss: 2.3926 - accuracy: 0.3754 - top-5-accuracy: 0.6929 - val_loss: 2.2391 - val_accuracy: 0.4132 - val_top-5-accuracy: 0.7158 + + +
+``` +Epoch 18/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 2.2072 - accuracy: 0.4180 - top-5-accuracy: 0.7109 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 29s - loss: 2.1711 - accuracy: 0.4082 - top-5-accuracy: 0.7129 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 12/176 [=>............................] - ETA: 28s - loss: 2.2487 - accuracy: 0.3991 - top-5-accuracy: 0.7119 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 25/176 [===>..........................] - ETA: 26s - loss: 2.2753 - accuracy: 0.3928 - top-5-accuracy: 0.7114 + +
+``` + +``` +
+ 26/176 [===>..........................] - ETA: 25s - loss: 2.2829 - accuracy: 0.3918 - top-5-accuracy: 0.7108 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 2.3319 - accuracy: 0.3901 - top-5-accuracy: 0.7037 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 2.3320 - accuracy: 0.3900 - top-5-accuracy: 0.7038 + +
+``` + +``` +
+176/176 [==============================] - 32s 179ms/step - loss: 2.3320 - accuracy: 0.3900 - top-5-accuracy: 0.7038 - val_loss: 2.1399 - val_accuracy: 0.4356 - val_top-5-accuracy: 0.7468 + + +
+``` +Epoch 19/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 2.0606 - accuracy: 0.4375 - top-5-accuracy: 0.7539 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 2.0493 - accuracy: 0.4570 - top-5-accuracy: 0.7598 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+106/176 [=================>............] - ETA: 12s - loss: 2.2688 - accuracy: 0.4027 - top-5-accuracy: 0.7209 + +
+``` + +``` +
+107/176 [=================>............] - ETA: 11s - loss: 2.2726 - accuracy: 0.4020 - top-5-accuracy: 0.7199 + +
+``` + +``` +
+108/176 [=================>............] - ETA: 11s - loss: 2.2727 - accuracy: 0.4022 - top-5-accuracy: 0.7198 + +
+``` + +``` +
+109/176 [=================>............] - ETA: 11s - loss: 2.2717 - accuracy: 0.4025 - top-5-accuracy: 0.7200 + +
+``` + +``` +
+110/176 [=================>............] - ETA: 11s - loss: 2.2718 - accuracy: 0.4023 - top-5-accuracy: 0.7198 + +
+``` + +``` +
+111/176 [=================>............] - ETA: 11s - loss: 2.2733 - accuracy: 0.4019 - top-5-accuracy: 0.7197 + +
+``` + +``` +
+112/176 [==================>...........] - ETA: 11s - loss: 2.2739 - accuracy: 0.4014 - top-5-accuracy: 0.7197 + +
+``` + +``` +
+113/176 [==================>...........] - ETA: 10s - loss: 2.2736 - accuracy: 0.4013 - top-5-accuracy: 0.7199 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+118/176 [===================>..........] - ETA: 10s - loss: 2.2745 - accuracy: 0.4013 - top-5-accuracy: 0.7193 + +
+``` + +``` +
+119/176 [===================>..........] - ETA: 9s - loss: 2.2746 - accuracy: 0.4013 - top-5-accuracy: 0.7194 + +
+``` + +``` +
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+``` + +``` +
+121/176 [===================>..........] - ETA: 9s - loss: 2.2737 - accuracy: 0.4012 - top-5-accuracy: 0.7199 + +
+``` + +``` +
+122/176 [===================>..........] - ETA: 9s - loss: 2.2727 - accuracy: 0.4012 - top-5-accuracy: 0.7200 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+153/176 [=========================>....] - ETA: 3s - loss: 2.2773 - accuracy: 0.4006 - top-5-accuracy: 0.7174 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 2.2746 - accuracy: 0.4011 - top-5-accuracy: 0.7174 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 2.2746 - accuracy: 0.4012 - top-5-accuracy: 0.7174 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 2.2740 - accuracy: 0.4012 - top-5-accuracy: 0.7176 + +
+``` + +``` +
+176/176 [==============================] - 32s 179ms/step - loss: 2.2740 - accuracy: 0.4012 - top-5-accuracy: 0.7176 - val_loss: 2.1264 - val_accuracy: 0.4318 - val_top-5-accuracy: 0.7408 + + +
+``` +Epoch 20/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 2.1338 - accuracy: 0.4336 - top-5-accuracy: 0.7383 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 2.1340 - accuracy: 0.4277 - top-5-accuracy: 0.7441 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 12/176 [=>............................] - ETA: 28s - loss: 2.2099 - accuracy: 0.4150 - top-5-accuracy: 0.7295 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 18/176 [==>...........................] - ETA: 27s - loss: 2.2011 - accuracy: 0.4175 - top-5-accuracy: 0.7309 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 22/176 [==>...........................] - ETA: 26s - loss: 2.2180 - accuracy: 0.4128 - top-5-accuracy: 0.7294 + +
+``` + +``` +
+ 23/176 [==>...........................] - ETA: 26s - loss: 2.2206 - accuracy: 0.4127 - top-5-accuracy: 0.7272 + +
+``` + +``` +
+ 24/176 [===>..........................] - ETA: 26s - loss: 2.2173 - accuracy: 0.4123 - top-5-accuracy: 0.7282 + +
+``` + +``` +
+ 25/176 [===>..........................] - ETA: 26s - loss: 2.2189 - accuracy: 0.4112 - top-5-accuracy: 0.7280 + +
+``` + +``` +
+ 26/176 [===>..........................] - ETA: 25s - loss: 2.2212 - accuracy: 0.4120 - top-5-accuracy: 0.7267 + +
+``` + +``` +
+ 27/176 [===>..........................] - ETA: 25s - loss: 2.2193 - accuracy: 0.4129 - top-5-accuracy: 0.7266 + +
+``` + +``` +
+ 28/176 [===>..........................] - ETA: 25s - loss: 2.2184 - accuracy: 0.4122 - top-5-accuracy: 0.7277 + +
+``` + +``` +
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+``` + +``` +
+ 30/176 [====>.........................] - ETA: 25s - loss: 2.2204 - accuracy: 0.4124 - top-5-accuracy: 0.7266 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 80/176 [============>.................] - ETA: 16s - loss: 2.2114 - accuracy: 0.4117 - top-5-accuracy: 0.7277 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 93/176 [==============>...............] - ETA: 14s - loss: 2.2030 - accuracy: 0.4150 - top-5-accuracy: 0.7296 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 2.2112 - accuracy: 0.4151 - top-5-accuracy: 0.7296 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 2.2111 - accuracy: 0.4152 - top-5-accuracy: 0.7295 + +
+``` + +``` +
+176/176 [==============================] - 32s 179ms/step - loss: 2.2111 - accuracy: 0.4152 - top-5-accuracy: 0.7295 - val_loss: 2.1115 - val_accuracy: 0.4412 - val_top-5-accuracy: 0.7422 + + +
+``` +Epoch 21/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 2.2135 - accuracy: 0.3867 - top-5-accuracy: 0.7617 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 2.2466 - accuracy: 0.3867 - top-5-accuracy: 0.7402 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 2.1604 - accuracy: 0.4262 - top-5-accuracy: 0.7380 + +
+``` + +``` +
+176/176 [==============================] - 32s 180ms/step - loss: 2.1604 - accuracy: 0.4262 - top-5-accuracy: 0.7380 - val_loss: 2.0683 - val_accuracy: 0.4496 - val_top-5-accuracy: 0.7530 + + +
+``` +Epoch 22/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 1.9520 - accuracy: 0.4766 - top-5-accuracy: 0.7852 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 1.9480 - accuracy: 0.4863 - top-5-accuracy: 0.7852 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 2.1006 - accuracy: 0.4388 - top-5-accuracy: 0.7512 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 2.1003 - accuracy: 0.4386 - top-5-accuracy: 0.7515 + +
+``` + +``` +
+176/176 [==============================] - 32s 180ms/step - loss: 2.1003 - accuracy: 0.4386 - top-5-accuracy: 0.7515 - val_loss: 2.0417 - val_accuracy: 0.4496 - val_top-5-accuracy: 0.7664 + + +
+``` +Epoch 23/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 1.7119 - accuracy: 0.5391 - top-5-accuracy: 0.8203 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 1.8491 - accuracy: 0.4980 - top-5-accuracy: 0.7910 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+154/176 [=========================>....] - ETA: 3s - loss: 2.0509 - accuracy: 0.4520 - top-5-accuracy: 0.7631 + +
+``` + +``` +
+155/176 [=========================>....] - ETA: 3s - loss: 2.0507 - accuracy: 0.4522 - top-5-accuracy: 0.7631 + +
+``` + +``` +
+156/176 [=========================>....] - ETA: 3s - loss: 2.0517 - accuracy: 0.4519 - top-5-accuracy: 0.7629 + +
+``` + +``` +
+157/176 [=========================>....] - ETA: 3s - loss: 2.0528 - accuracy: 0.4518 - top-5-accuracy: 0.7628 + +
+``` + +``` +
+158/176 [=========================>....] - ETA: 3s - loss: 2.0522 - accuracy: 0.4520 - top-5-accuracy: 0.7630 + +
+``` + +``` +
+159/176 [==========================>...] - ETA: 2s - loss: 2.0530 - accuracy: 0.4517 - top-5-accuracy: 0.7628 + +
+``` + +``` +
+160/176 [==========================>...] - ETA: 2s - loss: 2.0532 - accuracy: 0.4519 - top-5-accuracy: 0.7627 + +
+``` + +``` +
+161/176 [==========================>...] - ETA: 2s - loss: 2.0521 - accuracy: 0.4520 - top-5-accuracy: 0.7631 + +
+``` + +``` +
+162/176 [==========================>...] - ETA: 2s - loss: 2.0532 - accuracy: 0.4516 - top-5-accuracy: 0.7628 + +
+``` + +``` +
+163/176 [==========================>...] - ETA: 2s - loss: 2.0532 - accuracy: 0.4514 - top-5-accuracy: 0.7627 + +
+``` + +``` +
+164/176 [==========================>...] - ETA: 2s - loss: 2.0538 - accuracy: 0.4513 - top-5-accuracy: 0.7625 + +
+``` + +``` +
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+``` + +``` +
+166/176 [===========================>..] - ETA: 1s - loss: 2.0538 - accuracy: 0.4515 - top-5-accuracy: 0.7624 + +
+``` + +``` +
+167/176 [===========================>..] - ETA: 1s - loss: 2.0538 - accuracy: 0.4516 - top-5-accuracy: 0.7625 + +
+``` + +``` +
+168/176 [===========================>..] - ETA: 1s - loss: 2.0534 - accuracy: 0.4516 - top-5-accuracy: 0.7625 + +
+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 1s - loss: 2.0557 - accuracy: 0.4511 - top-5-accuracy: 0.7623 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 2.0556 - accuracy: 0.4513 - top-5-accuracy: 0.7622 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 2.0558 - accuracy: 0.4513 - top-5-accuracy: 0.7621 + +
+``` + +``` +
+173/176 [============================>.] - ETA: 0s - loss: 2.0556 - accuracy: 0.4514 - top-5-accuracy: 0.7623 + +
+``` + +``` +
+174/176 [============================>.] - ETA: 0s - loss: 2.0555 - accuracy: 0.4512 - top-5-accuracy: 0.7625 + +
+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 2.0555 - accuracy: 0.4512 - top-5-accuracy: 0.7625 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 2.0558 - accuracy: 0.4511 - top-5-accuracy: 0.7625 + +
+``` + +``` +
+176/176 [==============================] - 32s 180ms/step - loss: 2.0558 - accuracy: 0.4511 - top-5-accuracy: 0.7625 - val_loss: 1.9719 - val_accuracy: 0.4652 - val_top-5-accuracy: 0.7726 + + +
+``` +Epoch 24/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 2.1384 - accuracy: 0.4219 - top-5-accuracy: 0.7617 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 2.0461 - accuracy: 0.4512 - top-5-accuracy: 0.7656 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 12/176 [=>............................] - ETA: 28s - loss: 2.0331 - accuracy: 0.4561 - top-5-accuracy: 0.7689 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 23/176 [==>...........................] - ETA: 26s - loss: 2.0373 - accuracy: 0.4535 - top-5-accuracy: 0.7639 + +
+``` + +``` +
+ 24/176 [===>..........................] - ETA: 26s - loss: 2.0360 - accuracy: 0.4546 - top-5-accuracy: 0.7646 + +
+``` + +``` +
+ 25/176 [===>..........................] - ETA: 26s - loss: 2.0369 - accuracy: 0.4536 - top-5-accuracy: 0.7655 + +
+``` + +``` +
+ 26/176 [===>..........................] - ETA: 25s - loss: 2.0387 - accuracy: 0.4522 - top-5-accuracy: 0.7655 + +
+``` + +``` +
+ 27/176 [===>..........................] - ETA: 25s - loss: 2.0257 - accuracy: 0.4550 - top-5-accuracy: 0.7687 + +
+``` + +``` +
+ 28/176 [===>..........................] - ETA: 25s - loss: 2.0222 - accuracy: 0.4552 - top-5-accuracy: 0.7701 + +
+``` + +``` +
+ 29/176 [===>..........................] - ETA: 25s - loss: 2.0257 - accuracy: 0.4549 - top-5-accuracy: 0.7699 + +
+``` + +``` +
+ 30/176 [====>.........................] - ETA: 25s - loss: 2.0270 - accuracy: 0.4547 - top-5-accuracy: 0.7695 + +
+``` + +``` +
+ 31/176 [====>.........................] - ETA: 25s - loss: 2.0290 - accuracy: 0.4530 - top-5-accuracy: 0.7689 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 36/176 [=====>........................] - ETA: 24s - loss: 2.0341 - accuracy: 0.4535 - top-5-accuracy: 0.7679 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 39/176 [=====>........................] - ETA: 23s - loss: 2.0361 - accuracy: 0.4534 - top-5-accuracy: 0.7675 + +
+``` + +``` +
+ 40/176 [=====>........................] - ETA: 23s - loss: 2.0357 - accuracy: 0.4532 - top-5-accuracy: 0.7674 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 46/176 [======>.......................] - ETA: 22s - loss: 2.0267 - accuracy: 0.4547 - top-5-accuracy: 0.7693 + +
+``` + +``` +
+ 47/176 [=======>......................] - ETA: 22s - loss: 2.0291 - accuracy: 0.4547 - top-5-accuracy: 0.7685 + +
+``` + +``` +
+ 48/176 [=======>......................] - ETA: 22s - loss: 2.0302 - accuracy: 0.4543 - top-5-accuracy: 0.7681 + +
+``` + +``` +
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+``` + +``` +
+ 50/176 [=======>......................] - ETA: 21s - loss: 2.0297 - accuracy: 0.4549 - top-5-accuracy: 0.7684 + +
+``` + +``` +
+ 51/176 [=======>......................] - ETA: 21s - loss: 2.0293 - accuracy: 0.4553 - top-5-accuracy: 0.7679 + +
+``` + +``` +
+ 52/176 [=======>......................] - ETA: 21s - loss: 2.0297 - accuracy: 0.4547 - top-5-accuracy: 0.7677 + +
+``` + +``` +
+ 53/176 [========>.....................] - ETA: 21s - loss: 2.0328 - accuracy: 0.4537 - top-5-accuracy: 0.7674 + +
+``` + +``` +
+ 54/176 [========>.....................] - ETA: 21s - loss: 2.0310 - accuracy: 0.4537 - top-5-accuracy: 0.7678 + +
+``` + +``` +
+ 55/176 [========>.....................] - ETA: 20s - loss: 2.0334 - accuracy: 0.4536 - top-5-accuracy: 0.7670 + +
+``` + +``` +
+ 56/176 [========>.....................] - ETA: 20s - loss: 2.0333 - accuracy: 0.4538 - top-5-accuracy: 0.7667 + +
+``` + +``` +
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+``` + +``` +
+ 58/176 [========>.....................] - ETA: 20s - loss: 2.0322 - accuracy: 0.4537 - top-5-accuracy: 0.7670 + +
+``` + +``` +
+ 59/176 [=========>....................] - ETA: 20s - loss: 2.0335 - accuracy: 0.4531 - top-5-accuracy: 0.7667 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 68/176 [==========>...................] - ETA: 18s - loss: 2.0252 - accuracy: 0.4554 - top-5-accuracy: 0.7688 + +
+``` + +``` +
+ 69/176 [==========>...................] - ETA: 18s - loss: 2.0271 - accuracy: 0.4549 - top-5-accuracy: 0.7687 + +
+``` + +``` +
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+``` + +``` +
+ 71/176 [===========>..................] - ETA: 18s - loss: 2.0298 - accuracy: 0.4547 - top-5-accuracy: 0.7677 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 74/176 [===========>..................] - ETA: 17s - loss: 2.0285 - accuracy: 0.4550 - top-5-accuracy: 0.7673 + +
+``` + +``` +
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+``` + +``` +
+ 76/176 [===========>..................] - ETA: 17s - loss: 2.0261 - accuracy: 0.4547 - top-5-accuracy: 0.7681 + +
+``` + +``` +
+ 77/176 [============>.................] - ETA: 17s - loss: 2.0251 - accuracy: 0.4547 - top-5-accuracy: 0.7685 + +
+``` + +``` +
+ 78/176 [============>.................] - ETA: 16s - loss: 2.0253 - accuracy: 0.4549 - top-5-accuracy: 0.7680 + +
+``` + +``` +
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+``` + +``` +
+ 80/176 [============>.................] - ETA: 16s - loss: 2.0235 - accuracy: 0.4548 - top-5-accuracy: 0.7684 + +
+``` + +``` +
+ 81/176 [============>.................] - ETA: 16s - loss: 2.0229 - accuracy: 0.4551 - top-5-accuracy: 0.7686 + +
+``` + +``` +
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+``` + +``` +
+ 83/176 [=============>................] - ETA: 16s - loss: 2.0253 - accuracy: 0.4540 - top-5-accuracy: 0.7684 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 87/176 [=============>................] - ETA: 15s - loss: 2.0268 - accuracy: 0.4531 - top-5-accuracy: 0.7683 + +
+``` + +``` +
+ 88/176 [==============>...............] - ETA: 15s - loss: 2.0261 - accuracy: 0.4537 - top-5-accuracy: 0.7682 + +
+``` + +``` +
+ 89/176 [==============>...............] - ETA: 15s - loss: 2.0261 - accuracy: 0.4534 - top-5-accuracy: 0.7683 + +
+``` + +``` +
+ 90/176 [==============>...............] - ETA: 14s - loss: 2.0252 - accuracy: 0.4535 - top-5-accuracy: 0.7685 + +
+``` + +``` +
+ 91/176 [==============>...............] - ETA: 14s - loss: 2.0242 - accuracy: 0.4536 - top-5-accuracy: 0.7686 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+100/176 [================>.............] - ETA: 13s - loss: 2.0201 - accuracy: 0.4549 - top-5-accuracy: 0.7696 + +
+``` + +``` +
+101/176 [================>.............] - ETA: 12s - loss: 2.0205 - accuracy: 0.4547 - top-5-accuracy: 0.7697 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+107/176 [=================>............] - ETA: 11s - loss: 2.0222 - accuracy: 0.4550 - top-5-accuracy: 0.7692 + +
+``` + +``` +
+108/176 [=================>............] - ETA: 11s - loss: 2.0228 - accuracy: 0.4553 - top-5-accuracy: 0.7690 + +
+``` + +``` +
+109/176 [=================>............] - ETA: 11s - loss: 2.0232 - accuracy: 0.4550 - top-5-accuracy: 0.7689 + +
+``` + +``` +
+110/176 [=================>............] - ETA: 11s - loss: 2.0237 - accuracy: 0.4551 - top-5-accuracy: 0.7686 + +
+``` + +``` +
+111/176 [=================>............] - ETA: 11s - loss: 2.0232 - accuracy: 0.4552 - top-5-accuracy: 0.7686 + +
+``` + +``` +
+112/176 [==================>...........] - ETA: 11s - loss: 2.0235 - accuracy: 0.4550 - top-5-accuracy: 0.7686 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 2.0149 - accuracy: 0.4570 - top-5-accuracy: 0.7686 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 2.0148 - accuracy: 0.4572 - top-5-accuracy: 0.7686 + +
+``` + +``` +
+176/176 [==============================] - 32s 179ms/step - loss: 2.0148 - accuracy: 0.4572 - top-5-accuracy: 0.7686 - val_loss: 1.9819 - val_accuracy: 0.4648 - val_top-5-accuracy: 0.7696 + + +
+``` +Epoch 25/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 2.0179 - accuracy: 0.4297 - top-5-accuracy: 0.7422 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 1.7777 - accuracy: 0.4961 - top-5-accuracy: 0.8125 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+100/176 [================>.............] - ETA: 13s - loss: 1.9428 - accuracy: 0.4755 - top-5-accuracy: 0.7828 + +
+``` + +``` +
+101/176 [================>.............] - ETA: 12s - loss: 1.9446 - accuracy: 0.4748 - top-5-accuracy: 0.7824 + +
+``` + +``` +
+102/176 [================>.............] - ETA: 12s - loss: 1.9441 - accuracy: 0.4749 - top-5-accuracy: 0.7822 + +
+``` + +``` +
+103/176 [================>.............] - ETA: 12s - loss: 1.9445 - accuracy: 0.4748 - top-5-accuracy: 0.7821 + +
+``` + +``` +
+104/176 [================>.............] - ETA: 12s - loss: 1.9444 - accuracy: 0.4749 - top-5-accuracy: 0.7820 + +
+``` + +``` +
+105/176 [================>.............] - ETA: 12s - loss: 1.9459 - accuracy: 0.4746 - top-5-accuracy: 0.7817 + +
+``` + +``` +
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+``` + +``` +
+107/176 [=================>............] - ETA: 11s - loss: 1.9451 - accuracy: 0.4747 - top-5-accuracy: 0.7814 + +
+``` + +``` +
+108/176 [=================>............] - ETA: 11s - loss: 1.9465 - accuracy: 0.4745 - top-5-accuracy: 0.7811 + +
+``` + +``` +
+109/176 [=================>............] - ETA: 11s - loss: 1.9467 - accuracy: 0.4744 - top-5-accuracy: 0.7812 + +
+``` + +``` +
+110/176 [=================>............] - ETA: 11s - loss: 1.9447 - accuracy: 0.4748 - top-5-accuracy: 0.7815 + +
+``` + +``` +
+111/176 [=================>............] - ETA: 11s - loss: 1.9447 - accuracy: 0.4744 - top-5-accuracy: 0.7813 + +
+``` + +``` +
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+``` + +``` +
+113/176 [==================>...........] - ETA: 10s - loss: 1.9477 - accuracy: 0.4738 - top-5-accuracy: 0.7808 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+119/176 [===================>..........] - ETA: 9s - loss: 1.9489 - accuracy: 0.4733 - top-5-accuracy: 0.7811 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 1s - loss: 1.9698 - accuracy: 0.4702 - top-5-accuracy: 0.7761 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 1.9708 - accuracy: 0.4700 - top-5-accuracy: 0.7760 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 1.9711 - accuracy: 0.4698 - top-5-accuracy: 0.7759 + +
+``` + +``` +
+173/176 [============================>.] - ETA: 0s - loss: 1.9711 - accuracy: 0.4699 - top-5-accuracy: 0.7758 + +
+``` + +``` +
+174/176 [============================>.] - ETA: 0s - loss: 1.9716 - accuracy: 0.4696 - top-5-accuracy: 0.7757 + +
+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.9726 - accuracy: 0.4696 - top-5-accuracy: 0.7756 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.9727 - accuracy: 0.4695 - top-5-accuracy: 0.7756 + +
+``` + +``` +
+176/176 [==============================] - 32s 180ms/step - loss: 1.9727 - accuracy: 0.4695 - top-5-accuracy: 0.7756 - val_loss: 2.0182 - val_accuracy: 0.4634 - val_top-5-accuracy: 0.7600 + + +
+``` +Epoch 26/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 1.8382 - accuracy: 0.4961 - top-5-accuracy: 0.7734 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 1.8138 - accuracy: 0.5117 - top-5-accuracy: 0.7852 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 12/176 [=>............................] - ETA: 28s - loss: 1.8523 - accuracy: 0.5007 - top-5-accuracy: 0.7900 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.8806 - accuracy: 0.4878 - top-5-accuracy: 0.7876 + +
+``` + +``` +
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.8838 - accuracy: 0.4875 - top-5-accuracy: 0.7869 + +
+``` + +``` +
+ 26/176 [===>..........................] - ETA: 26s - loss: 1.8816 - accuracy: 0.4881 - top-5-accuracy: 0.7876 + +
+``` + +``` +
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.8843 - accuracy: 0.4870 - top-5-accuracy: 0.7867 + +
+``` + +``` +
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.8851 - accuracy: 0.4859 - top-5-accuracy: 0.7867 + +
+``` + +``` +
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+``` + +``` +
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.8839 - accuracy: 0.4867 - top-5-accuracy: 0.7854 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 75/176 [===========>..................] - ETA: 17s - loss: 1.9034 - accuracy: 0.4789 - top-5-accuracy: 0.7881 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 1s - loss: 1.9222 - accuracy: 0.4784 - top-5-accuracy: 0.7868 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 1.9219 - accuracy: 0.4783 - top-5-accuracy: 0.7869 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.9231 - accuracy: 0.4781 - top-5-accuracy: 0.7864 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.9235 - accuracy: 0.4780 - top-5-accuracy: 0.7864 + +
+``` + +``` +
+176/176 [==============================] - 32s 180ms/step - loss: 1.9235 - accuracy: 0.4780 - top-5-accuracy: 0.7864 - val_loss: 1.9640 - val_accuracy: 0.4726 - val_top-5-accuracy: 0.7714 + + +
+``` +Epoch 27/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 1.8203 - accuracy: 0.4688 - top-5-accuracy: 0.8047 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 29s - loss: 1.8015 - accuracy: 0.4902 - top-5-accuracy: 0.7969 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.8499 - accuracy: 0.4962 - top-5-accuracy: 0.7988 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.8903 - accuracy: 0.4856 - top-5-accuracy: 0.7923 + +
+``` + +``` +
+176/176 [==============================] - 32s 179ms/step - loss: 1.8903 - accuracy: 0.4856 - top-5-accuracy: 0.7923 - val_loss: 1.9089 - val_accuracy: 0.4862 - val_top-5-accuracy: 0.7800 + + +
+``` +Epoch 28/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 1.7271 - accuracy: 0.5469 - top-5-accuracy: 0.8125 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 1.8246 - accuracy: 0.5059 - top-5-accuracy: 0.8008 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+173/176 [============================>.] - ETA: 0s - loss: 1.8429 - accuracy: 0.4967 - top-5-accuracy: 0.7984 + +
+``` + +``` +
+174/176 [============================>.] - ETA: 0s - loss: 1.8434 - accuracy: 0.4965 - top-5-accuracy: 0.7982 + +
+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.8442 - accuracy: 0.4962 - top-5-accuracy: 0.7981 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.8445 - accuracy: 0.4962 - top-5-accuracy: 0.7980 + +
+``` + +``` +
+176/176 [==============================] - 32s 179ms/step - loss: 1.8445 - accuracy: 0.4962 - top-5-accuracy: 0.7980 - val_loss: 1.9259 - val_accuracy: 0.4856 - val_top-5-accuracy: 0.7800 + + +
+``` +Epoch 29/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 1.5532 - accuracy: 0.5781 - top-5-accuracy: 0.8164 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 1.6600 - accuracy: 0.5508 - top-5-accuracy: 0.8145 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+153/176 [=========================>....] - ETA: 3s - loss: 1.8116 - accuracy: 0.5023 - top-5-accuracy: 0.8057 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.8132 - accuracy: 0.5018 - top-5-accuracy: 0.8060 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.8132 - accuracy: 0.5018 - top-5-accuracy: 0.8060 + +
+``` + +``` +
+176/176 [==============================] - 32s 179ms/step - loss: 1.8132 - accuracy: 0.5018 - top-5-accuracy: 0.8060 - val_loss: 1.9364 - val_accuracy: 0.4804 - val_top-5-accuracy: 0.7734 + + +
+``` +Epoch 30/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 1.8542 - accuracy: 0.5000 - top-5-accuracy: 0.7773 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 1.7133 - accuracy: 0.5430 - top-5-accuracy: 0.8027 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+118/176 [===================>..........] - ETA: 10s - loss: 1.7691 - accuracy: 0.5121 - top-5-accuracy: 0.8155 + +
+``` + +``` +
+119/176 [===================>..........] - ETA: 9s - loss: 1.7694 - accuracy: 0.5121 - top-5-accuracy: 0.8156 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.7734 - accuracy: 0.5108 - top-5-accuracy: 0.8155 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.7727 - accuracy: 0.5110 - top-5-accuracy: 0.8156 + +
+``` + +``` +
+176/176 [==============================] - 32s 179ms/step - loss: 1.7727 - accuracy: 0.5110 - top-5-accuracy: 0.8156 - val_loss: 1.8636 - val_accuracy: 0.4966 - val_top-5-accuracy: 0.7890 + + +
+``` +Epoch 31/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 1.6346 - accuracy: 0.5469 - top-5-accuracy: 0.8242 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 1.6132 - accuracy: 0.5605 - top-5-accuracy: 0.8359 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 92/176 [==============>...............] - ETA: 14s - loss: 1.7128 - accuracy: 0.5270 - top-5-accuracy: 0.8260 + +
+``` + +``` +
+ 93/176 [==============>...............] - ETA: 14s - loss: 1.7147 - accuracy: 0.5271 - top-5-accuracy: 0.8254 + +
+``` + +``` +
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+``` + +``` +
+ 95/176 [===============>..............] - ETA: 13s - loss: 1.7160 - accuracy: 0.5267 - top-5-accuracy: 0.8252 + +
+``` + +``` +
+ 96/176 [===============>..............] - ETA: 13s - loss: 1.7160 - accuracy: 0.5269 - top-5-accuracy: 0.8251 + +
+``` + +``` +
+ 97/176 [===============>..............] - ETA: 13s - loss: 1.7160 - accuracy: 0.5272 - top-5-accuracy: 0.8250 + +
+``` + +``` +
+ 98/176 [===============>..............] - ETA: 13s - loss: 1.7169 - accuracy: 0.5266 - top-5-accuracy: 0.8249 + +
+``` + +``` +
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+``` + +``` +
+100/176 [================>.............] - ETA: 13s - loss: 1.7176 - accuracy: 0.5270 - top-5-accuracy: 0.8246 + +
+``` + +``` +
+101/176 [================>.............] - ETA: 12s - loss: 1.7192 - accuracy: 0.5267 - top-5-accuracy: 0.8244 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+108/176 [=================>............] - ETA: 11s - loss: 1.7186 - accuracy: 0.5271 - top-5-accuracy: 0.8248 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 1s - loss: 1.7346 - accuracy: 0.5232 - top-5-accuracy: 0.8225 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 1.7348 - accuracy: 0.5231 - top-5-accuracy: 0.8224 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 1.7369 - accuracy: 0.5227 - top-5-accuracy: 0.8218 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.7369 - accuracy: 0.5222 - top-5-accuracy: 0.8218 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.7373 - accuracy: 0.5222 - top-5-accuracy: 0.8217 + +
+``` + +``` +
+176/176 [==============================] - 32s 179ms/step - loss: 1.7373 - accuracy: 0.5222 - top-5-accuracy: 0.8217 - val_loss: 1.8723 - val_accuracy: 0.4948 - val_top-5-accuracy: 0.7916 + + +
+``` +Epoch 32/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 1.6023 - accuracy: 0.5391 - top-5-accuracy: 0.8438 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 1.7038 - accuracy: 0.5078 - top-5-accuracy: 0.8340 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 12/176 [=>............................] - ETA: 28s - loss: 1.7005 - accuracy: 0.5309 - top-5-accuracy: 0.8219 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.6550 - accuracy: 0.5428 - top-5-accuracy: 0.8351 + +
+``` + +``` +
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.6617 - accuracy: 0.5404 - top-5-accuracy: 0.8353 + +
+``` + +``` +
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.6600 - accuracy: 0.5409 - top-5-accuracy: 0.8352 + +
+``` + +``` +
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.6596 - accuracy: 0.5407 - top-5-accuracy: 0.8344 + +
+``` + +``` +
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.6630 - accuracy: 0.5389 - top-5-accuracy: 0.8345 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.6797 - accuracy: 0.5358 - top-5-accuracy: 0.8305 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.7195 - accuracy: 0.5272 - top-5-accuracy: 0.8229 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.7193 - accuracy: 0.5272 - top-5-accuracy: 0.8230 + +
+``` + +``` +
+176/176 [==============================] - 32s 180ms/step - loss: 1.7193 - accuracy: 0.5272 - top-5-accuracy: 0.8230 - val_loss: 1.9002 - val_accuracy: 0.4928 - val_top-5-accuracy: 0.7838 + + +
+``` +Epoch 33/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 1.8220 - accuracy: 0.4961 - top-5-accuracy: 0.8125 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 1.7599 - accuracy: 0.5000 - top-5-accuracy: 0.8086 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.6841 - accuracy: 0.5330 - top-5-accuracy: 0.8304 + +
+``` + +``` +
+176/176 [==============================] - 32s 180ms/step - loss: 1.6841 - accuracy: 0.5330 - top-5-accuracy: 0.8304 - val_loss: 1.8281 - val_accuracy: 0.5106 - val_top-5-accuracy: 0.8014 + + +
+``` +Epoch 34/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 1.5208 - accuracy: 0.5898 - top-5-accuracy: 0.8750 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 1.5512 - accuracy: 0.5762 - top-5-accuracy: 0.8652 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+166/176 [===========================>..] - ETA: 1s - loss: 1.6496 - accuracy: 0.5430 - top-5-accuracy: 0.8366 + +
+``` + +``` +
+167/176 [===========================>..] - ETA: 1s - loss: 1.6493 - accuracy: 0.5432 - top-5-accuracy: 0.8367 + +
+``` + +``` +
+168/176 [===========================>..] - ETA: 1s - loss: 1.6501 - accuracy: 0.5430 - top-5-accuracy: 0.8366 + +
+``` + +``` +
+169/176 [===========================>..] - ETA: 1s - loss: 1.6513 - accuracy: 0.5426 - top-5-accuracy: 0.8363 + +
+``` + +``` +
+170/176 [===========================>..] - ETA: 1s - loss: 1.6508 - accuracy: 0.5429 - top-5-accuracy: 0.8363 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 1.6507 - accuracy: 0.5430 - top-5-accuracy: 0.8364 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 1.6512 - accuracy: 0.5430 - top-5-accuracy: 0.8364 + +
+``` + +``` +
+173/176 [============================>.] - ETA: 0s - loss: 1.6510 - accuracy: 0.5430 - top-5-accuracy: 0.8363 + +
+``` + +``` +
+174/176 [============================>.] - ETA: 0s - loss: 1.6516 - accuracy: 0.5429 - top-5-accuracy: 0.8360 + +
+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.6513 - accuracy: 0.5430 - top-5-accuracy: 0.8361 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.6510 - accuracy: 0.5429 - top-5-accuracy: 0.8361 + +
+``` + +``` +
+176/176 [==============================] - 32s 180ms/step - loss: 1.6510 - accuracy: 0.5429 - top-5-accuracy: 0.8361 - val_loss: 1.8551 - val_accuracy: 0.4994 - val_top-5-accuracy: 0.7940 + + +
+``` +Epoch 35/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 1.4198 - accuracy: 0.6172 - top-5-accuracy: 0.8711 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 1.4697 - accuracy: 0.5938 - top-5-accuracy: 0.8594 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 12/176 [=>............................] - ETA: 28s - loss: 1.5449 - accuracy: 0.5596 - top-5-accuracy: 0.8486 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.5769 - accuracy: 0.5596 - top-5-accuracy: 0.8465 + +
+``` + +``` +
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.5762 - accuracy: 0.5603 - top-5-accuracy: 0.8469 + +
+``` + +``` +
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.5800 - accuracy: 0.5578 - top-5-accuracy: 0.8472 + +
+``` + +``` +
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.5862 - accuracy: 0.5564 - top-5-accuracy: 0.8464 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+139/176 [======================>.......] - ETA: 6s - loss: 1.6126 - accuracy: 0.5522 - top-5-accuracy: 0.8417 + +
+``` + +``` +
+140/176 [======================>.......] - ETA: 6s - loss: 1.6135 - accuracy: 0.5520 - top-5-accuracy: 0.8416 + +
+``` + +``` +
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+``` + +``` +
+142/176 [=======================>......] - ETA: 5s - loss: 1.6137 - accuracy: 0.5520 - top-5-accuracy: 0.8416 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+153/176 [=========================>....] - ETA: 3s - loss: 1.6148 - accuracy: 0.5515 - top-5-accuracy: 0.8417 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 1.6153 - accuracy: 0.5513 - top-5-accuracy: 0.8415 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.6157 - accuracy: 0.5513 - top-5-accuracy: 0.8412 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.6158 - accuracy: 0.5512 - top-5-accuracy: 0.8412 + +
+``` + +``` +
+176/176 [==============================] - 32s 179ms/step - loss: 1.6158 - accuracy: 0.5512 - top-5-accuracy: 0.8412 - val_loss: 1.8440 - val_accuracy: 0.5012 - val_top-5-accuracy: 0.7944 + + +
+``` +Epoch 36/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 1.4967 - accuracy: 0.6133 - top-5-accuracy: 0.8672 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 1.5459 - accuracy: 0.6016 - top-5-accuracy: 0.8574 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+111/176 [=================>............] - ETA: 11s - loss: 1.5842 - accuracy: 0.5579 - top-5-accuracy: 0.8468 + +
+``` + +``` +
+112/176 [==================>...........] - ETA: 11s - loss: 1.5842 - accuracy: 0.5579 - top-5-accuracy: 0.8470 + +
+``` + +``` +
+113/176 [==================>...........] - ETA: 10s - loss: 1.5834 - accuracy: 0.5579 - top-5-accuracy: 0.8471 + +
+``` + +``` +
+114/176 [==================>...........] - ETA: 10s - loss: 1.5811 - accuracy: 0.5584 - top-5-accuracy: 0.8472 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+118/176 [===================>..........] - ETA: 10s - loss: 1.5803 - accuracy: 0.5587 - top-5-accuracy: 0.8473 + +
+``` + +``` +
+119/176 [===================>..........] - ETA: 9s - loss: 1.5797 - accuracy: 0.5586 - top-5-accuracy: 0.8472 + +
+``` + +``` +
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+``` + +``` +
+121/176 [===================>..........] - ETA: 9s - loss: 1.5812 - accuracy: 0.5586 - top-5-accuracy: 0.8469 + +
+``` + +``` +
+122/176 [===================>..........] - ETA: 9s - loss: 1.5806 - accuracy: 0.5589 - top-5-accuracy: 0.8470 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+153/176 [=========================>....] - ETA: 3s - loss: 1.5897 - accuracy: 0.5567 - top-5-accuracy: 0.8456 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+160/176 [==========================>...] - ETA: 2s - loss: 1.5907 - accuracy: 0.5559 - top-5-accuracy: 0.8456 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 1s - loss: 1.5948 - accuracy: 0.5549 - top-5-accuracy: 0.8446 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 1.5947 - accuracy: 0.5549 - top-5-accuracy: 0.8448 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 1.5953 - accuracy: 0.5547 - top-5-accuracy: 0.8446 + +
+``` + +``` +
+173/176 [============================>.] - ETA: 0s - loss: 1.5950 - accuracy: 0.5548 - top-5-accuracy: 0.8446 + +
+``` + +``` +
+174/176 [============================>.] - ETA: 0s - loss: 1.5958 - accuracy: 0.5546 - top-5-accuracy: 0.8443 + +
+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.5967 - accuracy: 0.5543 - top-5-accuracy: 0.8442 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.5974 - accuracy: 0.5542 - top-5-accuracy: 0.8440 + +
+``` + +``` +
+176/176 [==============================] - 32s 179ms/step - loss: 1.5974 - accuracy: 0.5542 - top-5-accuracy: 0.8440 - val_loss: 1.8388 - val_accuracy: 0.5044 - val_top-5-accuracy: 0.7950 + + +
+``` +Epoch 37/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 1.5071 - accuracy: 0.5586 - top-5-accuracy: 0.8750 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 1.4574 - accuracy: 0.5742 - top-5-accuracy: 0.8809 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 12/176 [=>............................] - ETA: 28s - loss: 1.5428 - accuracy: 0.5690 - top-5-accuracy: 0.8574 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.5230 - accuracy: 0.5742 - top-5-accuracy: 0.8555 + +
+``` + +``` +
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.5248 - accuracy: 0.5741 - top-5-accuracy: 0.8551 + +
+``` + +``` +
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.5207 - accuracy: 0.5755 - top-5-accuracy: 0.8569 + +
+``` + +``` +
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.5237 - accuracy: 0.5759 - top-5-accuracy: 0.8571 + +
+``` + +``` +
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.5182 - accuracy: 0.5773 - top-5-accuracy: 0.8585 + +
+``` + +``` +
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.5236 - accuracy: 0.5759 - top-5-accuracy: 0.8576 + +
+``` + +``` +
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+``` + +``` +
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.5333 - accuracy: 0.5716 - top-5-accuracy: 0.8569 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 85/176 [=============>................] - ETA: 15s - loss: 1.5458 - accuracy: 0.5671 - top-5-accuracy: 0.8537 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 88/176 [==============>...............] - ETA: 15s - loss: 1.5436 - accuracy: 0.5682 - top-5-accuracy: 0.8540 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 1s - loss: 1.5732 - accuracy: 0.5605 - top-5-accuracy: 0.8489 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 1.5728 - accuracy: 0.5605 - top-5-accuracy: 0.8489 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 1.5736 - accuracy: 0.5603 - top-5-accuracy: 0.8487 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.5735 - accuracy: 0.5603 - top-5-accuracy: 0.8490 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.5736 - accuracy: 0.5602 - top-5-accuracy: 0.8489 + +
+``` + +``` +
+176/176 [==============================] - 32s 179ms/step - loss: 1.5736 - accuracy: 0.5602 - top-5-accuracy: 0.8489 - val_loss: 1.8351 - val_accuracy: 0.5120 - val_top-5-accuracy: 0.7998 + + +
+``` +Epoch 38/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 1.4935 - accuracy: 0.5781 - top-5-accuracy: 0.8594 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 1.6097 - accuracy: 0.5566 - top-5-accuracy: 0.8438 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.5357 - accuracy: 0.5643 - top-5-accuracy: 0.8563 + +
+``` + +``` +
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.5211 - accuracy: 0.5683 - top-5-accuracy: 0.8580 + +
+``` + +``` +
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.5142 - accuracy: 0.5705 - top-5-accuracy: 0.8588 + +
+``` + +``` +
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.5118 - accuracy: 0.5706 - top-5-accuracy: 0.8589 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 57/176 [========>.....................] - ETA: 20s - loss: 1.5313 - accuracy: 0.5662 - top-5-accuracy: 0.8548 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.5460 - accuracy: 0.5660 - top-5-accuracy: 0.8535 + +
+``` + +``` +
+176/176 [==============================] - 32s 179ms/step - loss: 1.5460 - accuracy: 0.5660 - top-5-accuracy: 0.8535 - val_loss: 1.7784 - val_accuracy: 0.5186 - val_top-5-accuracy: 0.8150 + + +
+``` +Epoch 39/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 1.4430 - accuracy: 0.6055 - top-5-accuracy: 0.8711 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 29s - loss: 1.4824 - accuracy: 0.5703 - top-5-accuracy: 0.8691 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.5156 - accuracy: 0.5694 - top-5-accuracy: 0.8582 + +
+``` + +``` +
+176/176 [==============================] - 32s 179ms/step - loss: 1.5156 - accuracy: 0.5694 - top-5-accuracy: 0.8582 - val_loss: 1.8472 - val_accuracy: 0.5116 - val_top-5-accuracy: 0.7962 + + +
+``` +Epoch 40/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 1.4204 - accuracy: 0.5898 - top-5-accuracy: 0.8711 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 1.4466 - accuracy: 0.5723 - top-5-accuracy: 0.8594 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+159/176 [==========================>...] - ETA: 2s - loss: 1.4950 - accuracy: 0.5768 - top-5-accuracy: 0.8627 + +
+``` + +``` +
+160/176 [==========================>...] - ETA: 2s - loss: 1.4943 - accuracy: 0.5770 - top-5-accuracy: 0.8630 + +
+``` + +``` +
+161/176 [==========================>...] - ETA: 2s - loss: 1.4959 - accuracy: 0.5766 - top-5-accuracy: 0.8627 + +
+``` + +``` +
+162/176 [==========================>...] - ETA: 2s - loss: 1.4949 - accuracy: 0.5768 - top-5-accuracy: 0.8629 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+165/176 [===========================>..] - ETA: 1s - loss: 1.4955 - accuracy: 0.5764 - top-5-accuracy: 0.8629 + +
+``` + +``` +
+166/176 [===========================>..] - ETA: 1s - loss: 1.4956 - accuracy: 0.5765 - top-5-accuracy: 0.8628 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 1s - loss: 1.4968 - accuracy: 0.5766 - top-5-accuracy: 0.8625 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 1.4969 - accuracy: 0.5764 - top-5-accuracy: 0.8625 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 1.4969 - accuracy: 0.5764 - top-5-accuracy: 0.8626 + +
+``` + +``` +
+173/176 [============================>.] - ETA: 0s - loss: 1.4962 - accuracy: 0.5766 - top-5-accuracy: 0.8628 + +
+``` + +``` +
+174/176 [============================>.] - ETA: 0s - loss: 1.4967 - accuracy: 0.5764 - top-5-accuracy: 0.8627 + +
+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.4962 - accuracy: 0.5766 - top-5-accuracy: 0.8627 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.4956 - accuracy: 0.5767 - top-5-accuracy: 0.8628 + +
+``` + +``` +
+176/176 [==============================] - 32s 180ms/step - loss: 1.4956 - accuracy: 0.5767 - top-5-accuracy: 0.8628 - val_loss: 1.8300 - val_accuracy: 0.5116 - val_top-5-accuracy: 0.7972 + + +
+``` +Epoch 41/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 1.3787 - accuracy: 0.6211 - top-5-accuracy: 0.8828 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 1.4473 - accuracy: 0.5879 - top-5-accuracy: 0.8555 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.4431 - accuracy: 0.5914 - top-5-accuracy: 0.8652 + +
+``` + +``` +
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.4489 - accuracy: 0.5895 - top-5-accuracy: 0.8651 + +
+``` + +``` +
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.4592 - accuracy: 0.5883 - top-5-accuracy: 0.8623 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 51/176 [=======>......................] - ETA: 21s - loss: 1.4527 - accuracy: 0.5893 - top-5-accuracy: 0.8638 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 1.4708 - accuracy: 0.5843 - top-5-accuracy: 0.8641 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.4693 - accuracy: 0.5843 - top-5-accuracy: 0.8644 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.4695 - accuracy: 0.5840 - top-5-accuracy: 0.8644 + +
+``` + +``` +
+176/176 [==============================] - 32s 179ms/step - loss: 1.4695 - accuracy: 0.5840 - top-5-accuracy: 0.8644 - val_loss: 1.7892 - val_accuracy: 0.5222 - val_top-5-accuracy: 0.8104 + + +
+``` +Epoch 42/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 1.5527 - accuracy: 0.5508 - top-5-accuracy: 0.8438 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 1.3765 - accuracy: 0.5859 - top-5-accuracy: 0.8770 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.4007 - accuracy: 0.5993 - top-5-accuracy: 0.8742 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+105/176 [================>.............] - ETA: 12s - loss: 1.4372 - accuracy: 0.5948 - top-5-accuracy: 0.8699 + +
+``` + +``` +
+106/176 [=================>............] - ETA: 12s - loss: 1.4370 - accuracy: 0.5950 - top-5-accuracy: 0.8699 + +
+``` + +``` +
+107/176 [=================>............] - ETA: 11s - loss: 1.4368 - accuracy: 0.5947 - top-5-accuracy: 0.8700 + +
+``` + +``` +
+108/176 [=================>............] - ETA: 11s - loss: 1.4362 - accuracy: 0.5949 - top-5-accuracy: 0.8700 + +
+``` + +``` +
+109/176 [=================>............] - ETA: 11s - loss: 1.4355 - accuracy: 0.5951 - top-5-accuracy: 0.8702 + +
+``` + +``` +
+110/176 [=================>............] - ETA: 11s - loss: 1.4369 - accuracy: 0.5947 - top-5-accuracy: 0.8700 + +
+``` + +``` +
+111/176 [=================>............] - ETA: 11s - loss: 1.4366 - accuracy: 0.5948 - top-5-accuracy: 0.8700 + +
+``` + +``` +
+112/176 [==================>...........] - ETA: 11s - loss: 1.4369 - accuracy: 0.5947 - top-5-accuracy: 0.8700 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+118/176 [===================>..........] - ETA: 10s - loss: 1.4374 - accuracy: 0.5950 - top-5-accuracy: 0.8702 + +
+``` + +``` +
+119/176 [===================>..........] - ETA: 9s - loss: 1.4377 - accuracy: 0.5951 - top-5-accuracy: 0.8703 + +
+``` + +``` +
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+``` + +``` +
+121/176 [===================>..........] - ETA: 9s - loss: 1.4392 - accuracy: 0.5949 - top-5-accuracy: 0.8698 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 1s - loss: 1.4451 - accuracy: 0.5931 - top-5-accuracy: 0.8689 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 1.4456 - accuracy: 0.5930 - top-5-accuracy: 0.8690 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 1.4463 - accuracy: 0.5928 - top-5-accuracy: 0.8689 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.4468 - accuracy: 0.5927 - top-5-accuracy: 0.8688 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.4467 - accuracy: 0.5926 - top-5-accuracy: 0.8688 + +
+``` + +``` +
+176/176 [==============================] - 32s 179ms/step - loss: 1.4467 - accuracy: 0.5926 - top-5-accuracy: 0.8688 - val_loss: 1.8166 - val_accuracy: 0.5158 - val_top-5-accuracy: 0.8032 + + +
+``` +Epoch 43/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 1.3847 - accuracy: 0.5977 - top-5-accuracy: 0.8789 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 1.4197 - accuracy: 0.5898 - top-5-accuracy: 0.8711 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 12/176 [=>............................] - ETA: 28s - loss: 1.4097 - accuracy: 0.5954 - top-5-accuracy: 0.8757 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.4169 - accuracy: 0.5973 - top-5-accuracy: 0.8747 + +
+``` + +``` +
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.4158 - accuracy: 0.5978 - top-5-accuracy: 0.8742 + +
+``` + +``` +
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.4112 - accuracy: 0.5981 - top-5-accuracy: 0.8747 + +
+``` + +``` +
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.4178 - accuracy: 0.5959 - top-5-accuracy: 0.8730 + +
+``` + +``` +
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.4165 - accuracy: 0.5959 - top-5-accuracy: 0.8734 + +
+``` + +``` +
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.4196 - accuracy: 0.5957 - top-5-accuracy: 0.8735 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 39/176 [=====>........................] - ETA: 23s - loss: 1.4072 - accuracy: 0.6004 - top-5-accuracy: 0.8759 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 79/176 [============>.................] - ETA: 16s - loss: 1.4254 - accuracy: 0.5984 - top-5-accuracy: 0.8723 + +
+``` + +``` +
+ 80/176 [============>.................] - ETA: 16s - loss: 1.4255 - accuracy: 0.5981 - top-5-accuracy: 0.8723 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 88/176 [==============>...............] - ETA: 15s - loss: 1.4321 - accuracy: 0.5964 - top-5-accuracy: 0.8708 + +
+``` + +``` +
+ 89/176 [==============>...............] - ETA: 15s - loss: 1.4311 - accuracy: 0.5966 - top-5-accuracy: 0.8712 + +
+``` + +``` +
+ 90/176 [==============>...............] - ETA: 14s - loss: 1.4287 - accuracy: 0.5972 - top-5-accuracy: 0.8716 + +
+``` + +``` +
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+``` + +``` +
+ 92/176 [==============>...............] - ETA: 14s - loss: 1.4304 - accuracy: 0.5965 - top-5-accuracy: 0.8714 + +
+``` + +``` +
+ 93/176 [==============>...............] - ETA: 14s - loss: 1.4289 - accuracy: 0.5968 - top-5-accuracy: 0.8717 + +
+``` + +``` +
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+``` + +``` +
+ 95/176 [===============>..............] - ETA: 14s - loss: 1.4285 - accuracy: 0.5965 - top-5-accuracy: 0.8722 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+100/176 [================>.............] - ETA: 13s - loss: 1.4278 - accuracy: 0.5964 - top-5-accuracy: 0.8721 + +
+``` + +``` +
+101/176 [================>.............] - ETA: 12s - loss: 1.4290 - accuracy: 0.5964 - top-5-accuracy: 0.8716 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+104/176 [================>.............] - ETA: 12s - loss: 1.4283 - accuracy: 0.5965 - top-5-accuracy: 0.8718 + +
+``` + +``` +
+105/176 [================>.............] - ETA: 12s - loss: 1.4280 - accuracy: 0.5965 - top-5-accuracy: 0.8718 + +
+``` + +``` +
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+``` + +``` +
+107/176 [=================>............] - ETA: 11s - loss: 1.4283 - accuracy: 0.5965 - top-5-accuracy: 0.8719 + +
+``` + +``` +
+108/176 [=================>............] - ETA: 11s - loss: 1.4283 - accuracy: 0.5966 - top-5-accuracy: 0.8720 + +
+``` + +``` +
+109/176 [=================>............] - ETA: 11s - loss: 1.4296 - accuracy: 0.5962 - top-5-accuracy: 0.8718 + +
+``` + +``` +
+110/176 [=================>............] - ETA: 11s - loss: 1.4300 - accuracy: 0.5959 - top-5-accuracy: 0.8720 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+119/176 [===================>..........] - ETA: 9s - loss: 1.4307 - accuracy: 0.5949 - top-5-accuracy: 0.8718 + +
+``` + +``` +
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+``` + +``` +
+121/176 [===================>..........] - ETA: 9s - loss: 1.4303 - accuracy: 0.5951 - top-5-accuracy: 0.8719 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+126/176 [====================>.........] - ETA: 8s - loss: 1.4337 - accuracy: 0.5945 - top-5-accuracy: 0.8709 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+153/176 [=========================>....] - ETA: 3s - loss: 1.4365 - accuracy: 0.5951 - top-5-accuracy: 0.8708 + +
+``` + +``` +
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+``` + +``` +
+155/176 [=========================>....] - ETA: 3s - loss: 1.4363 - accuracy: 0.5952 - top-5-accuracy: 0.8708 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+165/176 [===========================>..] - ETA: 1s - loss: 1.4331 - accuracy: 0.5954 - top-5-accuracy: 0.8716 + +
+``` + +``` +
+166/176 [===========================>..] - ETA: 1s - loss: 1.4336 - accuracy: 0.5954 - top-5-accuracy: 0.8715 + +
+``` + +``` +
+167/176 [===========================>..] - ETA: 1s - loss: 1.4326 - accuracy: 0.5957 - top-5-accuracy: 0.8716 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 1s - loss: 1.4331 - accuracy: 0.5957 - top-5-accuracy: 0.8713 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 1.4346 - accuracy: 0.5953 - top-5-accuracy: 0.8712 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 1.4354 - accuracy: 0.5950 - top-5-accuracy: 0.8711 + +
+``` + +``` +
+173/176 [============================>.] - ETA: 0s - loss: 1.4353 - accuracy: 0.5952 - top-5-accuracy: 0.8710 + +
+``` + +``` +
+174/176 [============================>.] - ETA: 0s - loss: 1.4347 - accuracy: 0.5954 - top-5-accuracy: 0.8710 + +
+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.4331 - accuracy: 0.5959 - top-5-accuracy: 0.8711 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.4335 - accuracy: 0.5959 - top-5-accuracy: 0.8710 + +
+``` + +``` +
+176/176 [==============================] - 32s 179ms/step - loss: 1.4335 - accuracy: 0.5959 - top-5-accuracy: 0.8710 - val_loss: 1.7867 - val_accuracy: 0.5286 - val_top-5-accuracy: 0.8078 + + +
+``` +Epoch 44/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 1.3728 - accuracy: 0.6016 - top-5-accuracy: 0.8945 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 1.3707 - accuracy: 0.6074 - top-5-accuracy: 0.8945 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 11/176 [>.............................] - ETA: 28s - loss: 1.3877 - accuracy: 0.6005 - top-5-accuracy: 0.8835 + +
+``` + +``` +
+ 12/176 [=>............................] - ETA: 28s - loss: 1.3990 - accuracy: 0.5954 - top-5-accuracy: 0.8818 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.3816 - accuracy: 0.6102 - top-5-accuracy: 0.8806 + +
+``` + +``` +
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.3814 - accuracy: 0.6099 - top-5-accuracy: 0.8812 + +
+``` + +``` +
+ 25/176 [===>..........................] - ETA: 25s - loss: 1.3813 - accuracy: 0.6095 - top-5-accuracy: 0.8816 + +
+``` + +``` +
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.3779 - accuracy: 0.6109 - top-5-accuracy: 0.8824 + +
+``` + +``` +
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.3764 - accuracy: 0.6097 - top-5-accuracy: 0.8822 + +
+``` + +``` +
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.3745 - accuracy: 0.6097 - top-5-accuracy: 0.8827 + +
+``` + +``` +
+ 29/176 [===>..........................] - ETA: 25s - loss: 1.3706 - accuracy: 0.6117 - top-5-accuracy: 0.8832 + +
+``` + +``` +
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.3653 - accuracy: 0.6125 - top-5-accuracy: 0.8842 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 37/176 [=====>........................] - ETA: 23s - loss: 1.3731 - accuracy: 0.6101 - top-5-accuracy: 0.8821 + +
+``` + +``` +
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+``` + +``` +
+ 39/176 [=====>........................] - ETA: 23s - loss: 1.3729 - accuracy: 0.6107 - top-5-accuracy: 0.8816 + +
+``` + +``` +
+ 40/176 [=====>........................] - ETA: 23s - loss: 1.3708 - accuracy: 0.6106 - top-5-accuracy: 0.8823 + +
+``` + +``` +
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+``` + +``` +
+ 42/176 [======>.......................] - ETA: 23s - loss: 1.3794 - accuracy: 0.6095 - top-5-accuracy: 0.8805 + +
+``` + +``` +
+ 43/176 [======>.......................] - ETA: 22s - loss: 1.3811 - accuracy: 0.6088 - top-5-accuracy: 0.8805 + +
+``` + +``` +
+ 44/176 [======>.......................] - ETA: 22s - loss: 1.3806 - accuracy: 0.6088 - top-5-accuracy: 0.8807 + +
+``` + +``` +
+ 45/176 [======>.......................] - ETA: 22s - loss: 1.3828 - accuracy: 0.6082 - top-5-accuracy: 0.8799 + +
+``` + +``` +
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+``` + +``` +
+ 47/176 [=======>......................] - ETA: 22s - loss: 1.3848 - accuracy: 0.6090 - top-5-accuracy: 0.8791 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 50/176 [=======>......................] - ETA: 21s - loss: 1.3889 - accuracy: 0.6083 - top-5-accuracy: 0.8786 + +
+``` + +``` +
+ 51/176 [=======>......................] - ETA: 21s - loss: 1.3899 - accuracy: 0.6080 - top-5-accuracy: 0.8791 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 1s - loss: 1.3981 - accuracy: 0.6029 - top-5-accuracy: 0.8761 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.3975 - accuracy: 0.6034 - top-5-accuracy: 0.8765 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.3982 - accuracy: 0.6033 - top-5-accuracy: 0.8763 + +
+``` + +``` +
+176/176 [==============================] - 31s 179ms/step - loss: 1.3982 - accuracy: 0.6033 - top-5-accuracy: 0.8763 - val_loss: 1.8042 - val_accuracy: 0.5200 - val_top-5-accuracy: 0.8054 + + +
+``` +Epoch 45/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 1.4941 - accuracy: 0.5703 - top-5-accuracy: 0.8398 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 29s - loss: 1.3710 - accuracy: 0.5957 - top-5-accuracy: 0.8750 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+165/176 [===========================>..] - ETA: 1s - loss: 1.3828 - accuracy: 0.6080 - top-5-accuracy: 0.8782 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 1s - loss: 1.3837 - accuracy: 0.6080 - top-5-accuracy: 0.8781 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 1.3835 - accuracy: 0.6077 - top-5-accuracy: 0.8783 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 1.3832 - accuracy: 0.6080 - top-5-accuracy: 0.8784 + +
+``` + +``` +
+173/176 [============================>.] - ETA: 0s - loss: 1.3839 - accuracy: 0.6080 - top-5-accuracy: 0.8782 + +
+``` + +``` +
+174/176 [============================>.] - ETA: 0s - loss: 1.3837 - accuracy: 0.6081 - top-5-accuracy: 0.8782 + +
+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.3846 - accuracy: 0.6077 - top-5-accuracy: 0.8781 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.3844 - accuracy: 0.6078 - top-5-accuracy: 0.8782 + +
+``` + +``` +
+176/176 [==============================] - 32s 179ms/step - loss: 1.3844 - accuracy: 0.6078 - top-5-accuracy: 0.8782 - val_loss: 1.7539 - val_accuracy: 0.5294 - val_top-5-accuracy: 0.8140 + + +
+``` +Epoch 46/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 1.6129 - accuracy: 0.5352 - top-5-accuracy: 0.8438 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+151/176 [========================>.....] - ETA: 4s - loss: 1.3722 - accuracy: 0.6072 - top-5-accuracy: 0.8828 + +
+``` + +``` +
+152/176 [========================>.....] - ETA: 4s - loss: 1.3721 - accuracy: 0.6071 - top-5-accuracy: 0.8828 + +
+``` + +``` +
+153/176 [=========================>....] - ETA: 3s - loss: 1.3719 - accuracy: 0.6071 - top-5-accuracy: 0.8830 + +
+``` + +``` +
+154/176 [=========================>....] - ETA: 3s - loss: 1.3720 - accuracy: 0.6073 - top-5-accuracy: 0.8830 + +
+``` + +``` +
+155/176 [=========================>....] - ETA: 3s - loss: 1.3716 - accuracy: 0.6075 - top-5-accuracy: 0.8829 + +
+``` + +``` +
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+``` + +``` +
+157/176 [=========================>....] - ETA: 3s - loss: 1.3707 - accuracy: 0.6078 - top-5-accuracy: 0.8832 + +
+``` + +``` +
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+``` + +``` +
+159/176 [==========================>...] - ETA: 2s - loss: 1.3719 - accuracy: 0.6071 - top-5-accuracy: 0.8828 + +
+``` + +``` +
+160/176 [==========================>...] - ETA: 2s - loss: 1.3717 - accuracy: 0.6072 - top-5-accuracy: 0.8827 + +
+``` + +``` +
+161/176 [==========================>...] - ETA: 2s - loss: 1.3716 - accuracy: 0.6072 - top-5-accuracy: 0.8828 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+170/176 [===========================>..] - ETA: 1s - loss: 1.3708 - accuracy: 0.6079 - top-5-accuracy: 0.8829 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 1.3710 - accuracy: 0.6078 - top-5-accuracy: 0.8829 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 1.3711 - accuracy: 0.6077 - top-5-accuracy: 0.8829 + +
+``` + +``` +
+173/176 [============================>.] - ETA: 0s - loss: 1.3704 - accuracy: 0.6079 - top-5-accuracy: 0.8828 + +
+``` + +``` +
+174/176 [============================>.] - ETA: 0s - loss: 1.3702 - accuracy: 0.6082 - top-5-accuracy: 0.8829 + +
+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.3701 - accuracy: 0.6083 - top-5-accuracy: 0.8831 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.3700 - accuracy: 0.6082 - top-5-accuracy: 0.8832 + +
+``` + +``` +
+176/176 [==============================] - 32s 180ms/step - loss: 1.3700 - accuracy: 0.6082 - top-5-accuracy: 0.8832 - val_loss: 1.7351 - val_accuracy: 0.5356 - val_top-5-accuracy: 0.8156 + + +
+``` +Epoch 47/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 1.2797 - accuracy: 0.6016 - top-5-accuracy: 0.9023 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 1.2773 - accuracy: 0.6172 - top-5-accuracy: 0.9004 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 12/176 [=>............................] - ETA: 28s - loss: 1.2643 - accuracy: 0.6354 - top-5-accuracy: 0.8929 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.2504 - accuracy: 0.6380 - top-5-accuracy: 0.8986 + +
+``` + +``` +
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.2462 - accuracy: 0.6389 - top-5-accuracy: 0.8992 + +
+``` + +``` +
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.2532 - accuracy: 0.6357 - top-5-accuracy: 0.8995 + +
+``` + +``` +
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.2581 - accuracy: 0.6356 - top-5-accuracy: 0.8989 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 39/176 [=====>........................] - ETA: 23s - loss: 1.2804 - accuracy: 0.6323 - top-5-accuracy: 0.8942 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 47/176 [=======>......................] - ETA: 22s - loss: 1.2877 - accuracy: 0.6318 - top-5-accuracy: 0.8934 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 51/176 [=======>......................] - ETA: 21s - loss: 1.2970 - accuracy: 0.6288 - top-5-accuracy: 0.8918 + +
+``` + +``` +
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+``` + +``` +
+ 53/176 [========>.....................] - ETA: 21s - loss: 1.2987 - accuracy: 0.6276 - top-5-accuracy: 0.8911 + +
+``` + +``` +
+ 54/176 [========>.....................] - ETA: 21s - loss: 1.2976 - accuracy: 0.6279 - top-5-accuracy: 0.8910 + +
+``` + +``` +
+ 55/176 [========>.....................] - ETA: 20s - loss: 1.2988 - accuracy: 0.6276 - top-5-accuracy: 0.8908 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 77/176 [============>.................] - ETA: 17s - loss: 1.3162 - accuracy: 0.6226 - top-5-accuracy: 0.8899 + +
+``` + +``` +
+ 78/176 [============>.................] - ETA: 16s - loss: 1.3157 - accuracy: 0.6226 - top-5-accuracy: 0.8900 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 88/176 [==============>...............] - ETA: 15s - loss: 1.3231 - accuracy: 0.6200 - top-5-accuracy: 0.8891 + +
+``` + +``` +
+ 89/176 [==============>...............] - ETA: 15s - loss: 1.3239 - accuracy: 0.6200 - top-5-accuracy: 0.8891 + +
+``` + +``` +
+ 90/176 [==============>...............] - ETA: 14s - loss: 1.3254 - accuracy: 0.6197 - top-5-accuracy: 0.8890 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+123/176 [===================>..........] - ETA: 9s - loss: 1.3319 - accuracy: 0.6164 - top-5-accuracy: 0.8881 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+153/176 [=========================>....] - ETA: 3s - loss: 1.3402 - accuracy: 0.6141 - top-5-accuracy: 0.8877 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 1.3468 - accuracy: 0.6128 - top-5-accuracy: 0.8869 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 1.3471 - accuracy: 0.6126 - top-5-accuracy: 0.8869 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.3487 - accuracy: 0.6126 - top-5-accuracy: 0.8868 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.3487 - accuracy: 0.6128 - top-5-accuracy: 0.8868 + +
+``` + +``` +
+176/176 [==============================] - 32s 180ms/step - loss: 1.3487 - accuracy: 0.6128 - top-5-accuracy: 0.8868 - val_loss: 1.7380 - val_accuracy: 0.5308 - val_top-5-accuracy: 0.8164 + + +
+``` +Epoch 48/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 1.1783 - accuracy: 0.6133 - top-5-accuracy: 0.9023 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 1.2375 - accuracy: 0.6250 - top-5-accuracy: 0.8848 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 97/176 [===============>..............] - ETA: 13s - loss: 1.3056 - accuracy: 0.6230 - top-5-accuracy: 0.8897 + +
+``` + +``` +
+ 98/176 [===============>..............] - ETA: 13s - loss: 1.3065 - accuracy: 0.6222 - top-5-accuracy: 0.8899 + +
+``` + +``` +
+ 99/176 [===============>..............] - ETA: 13s - loss: 1.3063 - accuracy: 0.6226 - top-5-accuracy: 0.8899 + +
+``` + +``` +
+100/176 [================>.............] - ETA: 13s - loss: 1.3080 - accuracy: 0.6220 - top-5-accuracy: 0.8898 + +
+``` + +``` +
+101/176 [================>.............] - ETA: 12s - loss: 1.3080 - accuracy: 0.6221 - top-5-accuracy: 0.8898 + +
+``` + +``` +
+102/176 [================>.............] - ETA: 12s - loss: 1.3084 - accuracy: 0.6221 - top-5-accuracy: 0.8896 + +
+``` + +``` +
+103/176 [================>.............] - ETA: 12s - loss: 1.3082 - accuracy: 0.6220 - top-5-accuracy: 0.8900 + +
+``` + +``` +
+104/176 [================>.............] - ETA: 12s - loss: 1.3095 - accuracy: 0.6215 - top-5-accuracy: 0.8900 + +
+``` + +``` +
+105/176 [================>.............] - ETA: 12s - loss: 1.3128 - accuracy: 0.6211 - top-5-accuracy: 0.8896 + +
+``` + +``` +
+106/176 [=================>............] - ETA: 12s - loss: 1.3149 - accuracy: 0.6207 - top-5-accuracy: 0.8894 + +
+``` + +``` +
+107/176 [=================>............] - ETA: 11s - loss: 1.3156 - accuracy: 0.6205 - top-5-accuracy: 0.8896 + +
+``` + +``` +
+108/176 [=================>............] - ETA: 11s - loss: 1.3143 - accuracy: 0.6207 - top-5-accuracy: 0.8897 + +
+``` + +``` +
+109/176 [=================>............] - ETA: 11s - loss: 1.3155 - accuracy: 0.6206 - top-5-accuracy: 0.8894 + +
+``` + +``` +
+110/176 [=================>............] - ETA: 11s - loss: 1.3151 - accuracy: 0.6208 - top-5-accuracy: 0.8896 + +
+``` + +``` +
+111/176 [=================>............] - ETA: 11s - loss: 1.3160 - accuracy: 0.6204 - top-5-accuracy: 0.8894 + +
+``` + +``` +
+112/176 [==================>...........] - ETA: 11s - loss: 1.3153 - accuracy: 0.6207 - top-5-accuracy: 0.8895 + +
+``` + +``` +
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+``` + +``` +
+114/176 [==================>...........] - ETA: 10s - loss: 1.3154 - accuracy: 0.6207 - top-5-accuracy: 0.8895 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+118/176 [===================>..........] - ETA: 10s - loss: 1.3152 - accuracy: 0.6209 - top-5-accuracy: 0.8894 + +
+``` + +``` +
+119/176 [===================>..........] - ETA: 9s - loss: 1.3160 - accuracy: 0.6207 - top-5-accuracy: 0.8892 + +
+``` + +``` +
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+``` + +``` +
+121/176 [===================>..........] - ETA: 9s - loss: 1.3179 - accuracy: 0.6201 - top-5-accuracy: 0.8889 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+124/176 [====================>.........] - ETA: 8s - loss: 1.3203 - accuracy: 0.6198 - top-5-accuracy: 0.8884 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+153/176 [=========================>....] - ETA: 3s - loss: 1.3273 - accuracy: 0.6185 - top-5-accuracy: 0.8866 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+165/176 [===========================>..] - ETA: 1s - loss: 1.3290 - accuracy: 0.6183 - top-5-accuracy: 0.8859 + +
+``` + +``` +
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+``` + +``` +
+167/176 [===========================>..] - ETA: 1s - loss: 1.3290 - accuracy: 0.6181 - top-5-accuracy: 0.8859 + +
+``` + +``` +
+168/176 [===========================>..] - ETA: 1s - loss: 1.3281 - accuracy: 0.6183 - top-5-accuracy: 0.8860 + +
+``` + +``` +
+169/176 [===========================>..] - ETA: 1s - loss: 1.3277 - accuracy: 0.6184 - top-5-accuracy: 0.8860 + +
+``` + +``` +
+170/176 [===========================>..] - ETA: 1s - loss: 1.3279 - accuracy: 0.6185 - top-5-accuracy: 0.8859 + +
+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 1.3277 - accuracy: 0.6184 - top-5-accuracy: 0.8858 + +
+``` + +``` +
+172/176 [============================>.] - ETA: 0s - loss: 1.3288 - accuracy: 0.6182 - top-5-accuracy: 0.8856 + +
+``` + +``` +
+173/176 [============================>.] - ETA: 0s - loss: 1.3287 - accuracy: 0.6179 - top-5-accuracy: 0.8857 + +
+``` + +``` +
+174/176 [============================>.] - ETA: 0s - loss: 1.3282 - accuracy: 0.6183 - top-5-accuracy: 0.8857 + +
+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.3273 - accuracy: 0.6186 - top-5-accuracy: 0.8859 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.3270 - accuracy: 0.6186 - top-5-accuracy: 0.8860 + +
+``` + +``` +
+176/176 [==============================] - 32s 180ms/step - loss: 1.3270 - accuracy: 0.6186 - top-5-accuracy: 0.8860 - val_loss: 1.7615 - val_accuracy: 0.5286 - val_top-5-accuracy: 0.8202 + + +
+``` +Epoch 49/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 1.1171 - accuracy: 0.6914 - top-5-accuracy: 0.8906 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 1.2162 - accuracy: 0.6602 - top-5-accuracy: 0.8965 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 5/176 [..............................] - ETA: 29s - loss: 1.2147 - accuracy: 0.6609 - top-5-accuracy: 0.9008 + +
+``` + +``` +
+ 6/176 [>.............................] - ETA: 29s - loss: 1.2261 - accuracy: 0.6576 - top-5-accuracy: 0.9030 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 9/176 [>.............................] - ETA: 28s - loss: 1.2421 - accuracy: 0.6463 - top-5-accuracy: 0.9054 + +
+``` + +``` +
+ 10/176 [>.............................] - ETA: 28s - loss: 1.2503 - accuracy: 0.6445 - top-5-accuracy: 0.9047 + +
+``` + +``` +
+ 11/176 [>.............................] - ETA: 28s - loss: 1.2266 - accuracy: 0.6488 - top-5-accuracy: 0.9084 + +
+``` + +``` +
+ 12/176 [=>............................] - ETA: 28s - loss: 1.2174 - accuracy: 0.6491 - top-5-accuracy: 0.9108 + +
+``` + +``` +
+ 13/176 [=>............................] - ETA: 28s - loss: 1.2161 - accuracy: 0.6505 - top-5-accuracy: 0.9102 + +
+``` + +``` +
+ 14/176 [=>............................] - ETA: 28s - loss: 1.2195 - accuracy: 0.6509 - top-5-accuracy: 0.9079 + +
+``` + +``` +
+ 15/176 [=>............................] - ETA: 27s - loss: 1.2224 - accuracy: 0.6482 - top-5-accuracy: 0.9068 + +
+``` + +``` +
+ 16/176 [=>............................] - ETA: 27s - loss: 1.2120 - accuracy: 0.6499 - top-5-accuracy: 0.9084 + +
+``` + +``` +
+ 17/176 [=>............................] - ETA: 27s - loss: 1.2124 - accuracy: 0.6496 - top-5-accuracy: 0.9083 + +
+``` + +``` +
+ 18/176 [==>...........................] - ETA: 27s - loss: 1.2119 - accuracy: 0.6506 - top-5-accuracy: 0.9093 + +
+``` + +``` +
+ 19/176 [==>...........................] - ETA: 27s - loss: 1.2160 - accuracy: 0.6513 - top-5-accuracy: 0.9079 + +
+``` + +``` +
+ 20/176 [==>...........................] - ETA: 27s - loss: 1.2259 - accuracy: 0.6492 - top-5-accuracy: 0.9062 + +
+``` + +``` +
+ 21/176 [==>...........................] - ETA: 26s - loss: 1.2252 - accuracy: 0.6497 - top-5-accuracy: 0.9055 + +
+``` + +``` +
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+``` + +``` +
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.2241 - accuracy: 0.6484 - top-5-accuracy: 0.9057 + +
+``` + +``` +
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.2192 - accuracy: 0.6489 - top-5-accuracy: 0.9064 + +
+``` + +``` +
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.2218 - accuracy: 0.6481 - top-5-accuracy: 0.9059 + +
+``` + +``` +
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.2208 - accuracy: 0.6477 - top-5-accuracy: 0.9066 + +
+``` + +``` +
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.2212 - accuracy: 0.6468 - top-5-accuracy: 0.9061 + +
+``` + +``` +
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.2228 - accuracy: 0.6462 - top-5-accuracy: 0.9060 + +
+``` + +``` +
+ 29/176 [===>..........................] - ETA: 25s - loss: 1.2229 - accuracy: 0.6463 - top-5-accuracy: 0.9061 + +
+``` + +``` +
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.2202 - accuracy: 0.6471 - top-5-accuracy: 0.9069 + +
+``` + +``` +
+ 31/176 [====>.........................] - ETA: 25s - loss: 1.2215 - accuracy: 0.6471 - top-5-accuracy: 0.9069 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 36/176 [=====>........................] - ETA: 24s - loss: 1.2331 - accuracy: 0.6431 - top-5-accuracy: 0.9056 + +
+``` + +``` +
+ 37/176 [=====>........................] - ETA: 24s - loss: 1.2346 - accuracy: 0.6422 - top-5-accuracy: 0.9053 + +
+``` + +``` +
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+``` + +``` +
+ 39/176 [=====>........................] - ETA: 23s - loss: 1.2349 - accuracy: 0.6412 - top-5-accuracy: 0.9051 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 46/176 [======>.......................] - ETA: 22s - loss: 1.2466 - accuracy: 0.6395 - top-5-accuracy: 0.9019 + +
+``` + +``` +
+ 47/176 [=======>......................] - ETA: 22s - loss: 1.2440 - accuracy: 0.6399 - top-5-accuracy: 0.9023 + +
+``` + +``` +
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+``` + +``` +
+ 49/176 [=======>......................] - ETA: 22s - loss: 1.2495 - accuracy: 0.6400 - top-5-accuracy: 0.9017 + +
+``` + +``` +
+ 50/176 [=======>......................] - ETA: 21s - loss: 1.2543 - accuracy: 0.6389 - top-5-accuracy: 0.9008 + +
+``` + +``` +
+ 51/176 [=======>......................] - ETA: 21s - loss: 1.2545 - accuracy: 0.6386 - top-5-accuracy: 0.9007 + +
+``` + +``` +
+ 52/176 [=======>......................] - ETA: 21s - loss: 1.2565 - accuracy: 0.6381 - top-5-accuracy: 0.9002 + +
+``` + +``` +
+ 53/176 [========>.....................] - ETA: 21s - loss: 1.2611 - accuracy: 0.6364 - top-5-accuracy: 0.8995 + +
+``` + +``` +
+ 54/176 [========>.....................] - ETA: 21s - loss: 1.2600 - accuracy: 0.6365 - top-5-accuracy: 0.8999 + +
+``` + +``` +
+ 55/176 [========>.....................] - ETA: 20s - loss: 1.2607 - accuracy: 0.6374 - top-5-accuracy: 0.8997 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 59/176 [=========>....................] - ETA: 20s - loss: 1.2637 - accuracy: 0.6379 - top-5-accuracy: 0.8983 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 71/176 [===========>..................] - ETA: 18s - loss: 1.2719 - accuracy: 0.6359 - top-5-accuracy: 0.8969 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+171/176 [============================>.] - ETA: 0s - loss: 1.2984 - accuracy: 0.6283 - top-5-accuracy: 0.8933 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+175/176 [============================>.] - ETA: 0s - loss: 1.2980 - accuracy: 0.6281 - top-5-accuracy: 0.8934 + +
+``` + +``` +
+176/176 [==============================] - ETA: 0s - loss: 1.2978 - accuracy: 0.6280 - top-5-accuracy: 0.8934 + +
+``` + +``` +
+176/176 [==============================] - 32s 180ms/step - loss: 1.2978 - accuracy: 0.6280 - top-5-accuracy: 0.8934 - val_loss: 1.7417 - val_accuracy: 0.5380 - val_top-5-accuracy: 0.8198 + + +
+``` +Epoch 50/50 + +``` +
+ + 1/176 [..............................] - ETA: 30s - loss: 1.2308 - accuracy: 0.6641 - top-5-accuracy: 0.9023 + +
+``` + +``` +
+ 2/176 [..............................] - ETA: 30s - loss: 1.1980 - accuracy: 0.6621 - top-5-accuracy: 0.9062 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.2509 - accuracy: 0.6412 - top-5-accuracy: 0.9019 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+176/176 [==============================] - ETA: 0s - loss: 1.2945 - accuracy: 0.6290 - top-5-accuracy: 0.8948 + +
+``` + +``` +
+176/176 [==============================] - 32s 179ms/step - loss: 1.2945 - accuracy: 0.6290 - top-5-accuracy: 0.8948 - val_loss: 1.7544 - val_accuracy: 0.5370 - val_top-5-accuracy: 0.8190 + + + + 1/40 [..............................] - ETA: 3s - loss: 1.7319 - accuracy: 0.5742 - top-5-accuracy: 0.8164 + +
+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
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+``` + +``` +
+19/40 [=============>................] - ETA: 1s - loss: 1.7679 - accuracy: 0.5432 - top-5-accuracy: 0.8172 + +
+``` + +``` +
+20/40 [==============>...............] - ETA: 1s - loss: 1.7661 - accuracy: 0.5424 - top-5-accuracy: 0.8164 + +
+``` + +``` +
+21/40 [==============>...............] - ETA: 1s - loss: 1.7606 - accuracy: 0.5445 - top-5-accuracy: 0.8164 + +
+``` + +``` +
+22/40 [===============>..............] - ETA: 1s - loss: 1.7561 - accuracy: 0.5453 - top-5-accuracy: 0.8180 + +
+``` + +``` +
+23/40 [================>.............] - ETA: 1s - loss: 1.7445 - accuracy: 0.5486 - top-5-accuracy: 0.8201 + +
+``` + +``` +
+24/40 [=================>............] - ETA: 0s - loss: 1.7407 - accuracy: 0.5469 - top-5-accuracy: 0.8216 + +
+``` + +``` +
+25/40 [=================>............] - ETA: 0s - loss: 1.7336 - accuracy: 0.5469 - top-5-accuracy: 0.8230 + +
+``` + +``` +
+26/40 [==================>...........] - ETA: 0s - loss: 1.7314 - accuracy: 0.5482 - top-5-accuracy: 0.8233 + +
+``` + +``` +
+27/40 [===================>..........] - ETA: 0s - loss: 1.7245 - accuracy: 0.5501 - top-5-accuracy: 0.8241 + +
+``` + +``` +
+28/40 [====================>.........] - ETA: 0s - loss: 1.7246 - accuracy: 0.5506 - top-5-accuracy: 0.8235 + +
+``` + +``` +
+29/40 [====================>.........] - ETA: 0s - loss: 1.7304 - accuracy: 0.5490 - top-5-accuracy: 0.8227 + +
+``` + +``` +
+30/40 [=====================>........] - ETA: 0s - loss: 1.7321 - accuracy: 0.5482 - top-5-accuracy: 0.8223 + +
+``` + +``` +
+31/40 [======================>.......] - ETA: 0s - loss: 1.7361 - accuracy: 0.5475 - top-5-accuracy: 0.8217 + +
+``` + +``` +
+32/40 [=======================>......] - ETA: 0s - loss: 1.7419 - accuracy: 0.5469 - top-5-accuracy: 0.8203 + +
+``` + +``` +
+33/40 [=======================>......] - ETA: 0s - loss: 1.7353 - accuracy: 0.5482 - top-5-accuracy: 0.8207 + +
+``` + +``` +
+34/40 [========================>.....] - ETA: 0s - loss: 1.7301 - accuracy: 0.5491 - top-5-accuracy: 0.8219 + +
+``` + +``` +
+35/40 [=========================>....] - ETA: 0s - loss: 1.7298 - accuracy: 0.5494 - top-5-accuracy: 0.8218 + +
+``` + +``` +
+36/40 [==========================>...] - ETA: 0s - loss: 1.7303 - accuracy: 0.5494 - top-5-accuracy: 0.8213 + +
+``` + +``` +
+37/40 [==========================>...] - ETA: 0s - loss: 1.7288 - accuracy: 0.5485 - top-5-accuracy: 0.8215 + +
+``` + +``` +
+38/40 [===========================>..] - ETA: 0s - loss: 1.7230 - accuracy: 0.5492 - top-5-accuracy: 0.8224 + +
+``` + +``` +
+39/40 [============================>.] - ETA: 0s - loss: 1.7225 - accuracy: 0.5502 - top-5-accuracy: 0.8215 + +
+``` + +``` +
+40/40 [==============================] - 2s 59ms/step - loss: 1.7219 - accuracy: 0.5503 - top-5-accuracy: 0.8215 + + +
+``` +Test accuracy: 55.03% +Test top 5 accuracy: 82.15% ```