try1.rtf

{\rtf1\ansi\ansicpg936\cocoartf2636
\cocoatextscaling0\cocoaplatform0{\fonttbl\f0\fnil\fcharset0 HelveticaNeue;\f1\fnil\fcharset134 PingFangSC-Regular;}
{\colortbl;\red255\green255\blue255;\red255\green255\blue255;\red0\green0\blue0;}
{\*\expandedcolortbl;;\cssrgb\c100000\c100000\c100000;\cssrgb\c0\c0\c0;}
\paperw11900\paperh16840\margl1440\margr1440\vieww11520\viewh8400\viewkind0
\deftab720
\pard\pardeftab720\partightenfactor0

\f0\fs28 \cf0 \cb2 \expnd0\expndtw0\kerning0
\outl0\strokewidth0 \strokec3 Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 0/2860
\f1 ]
\f0  Elapsed 0m 2s (remain 98m 10s) Loss: 0.6108(0.6108) Grad: inf  LR: 0.00002000  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 10/2860
\f1 ]
\f0  Elapsed 0m 10s (remain 43m 34s) Loss: 0.0913(0.3740) Grad: 1953.4050  LR: 0.00002000  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 20/2860
\f1 ]
\f0  Elapsed 0m 18s (remain 41m 27s) Loss: 0.0386(0.2278) Grad: 717.4629  LR: 0.00002000  \
Epoch: 
\f1 [
\f0 1
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\f0 30/2860
\f1 ]
\f0  Elapsed 0m 26s (remain 40m 30s) Loss: 0.0744(0.1779) Grad: 2012.9658  LR: 0.00002000  \
Epoch: 
\f1 [
\f0 1
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\f1 ]
\f0  Elapsed 0m 34s (remain 39m 54s) Loss: 0.0391(0.1488) Grad: 3234.1128  LR: 0.00002000  \
Epoch: 
\f1 [
\f0 1
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\f0 50/2860
\f1 ]
\f0  Elapsed 0m 43s (remain 39m 30s) Loss: 0.0970(0.1268) Grad: 4354.9707  LR: 0.00002000  \
Epoch: 
\f1 [
\f0 1
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\f1 ]
\f0  Elapsed 0m 51s (remain 39m 16s) Loss: 0.0063(0.1119) Grad: 743.3780  LR: 0.00002000  \
Epoch: 
\f1 [
\f0 1
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\f0 70/2860
\f1 ]
\f0  Elapsed 0m 59s (remain 39m 0s) Loss: 0.1378(0.1030) Grad: 6307.5220  LR: 0.00002000  \
Epoch: 
\f1 [
\f0 1
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\f0 80/2860
\f1 ]
\f0  Elapsed 1m 7s (remain 38m 45s) Loss: 0.0121(0.0949) Grad: 1953.7349  LR: 0.00002000  \
Epoch: 
\f1 [
\f0 1
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\f0 90/2860
\f1 ]
\f0  Elapsed 1m 16s (remain 38m 32s) Loss: 0.0179(0.0874) Grad: 4272.2188  LR: 0.00002000  \
Epoch: 
\f1 [
\f0 1
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\f0 100/2860
\f1 ]
\f0  Elapsed 1m 24s (remain 38m 23s) Loss: 0.0359(0.0818) Grad: 1267.7244  LR: 0.00002000  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 110/2860
\f1 ]
\f0  Elapsed 1m 32s (remain 38m 11s) Loss: 0.0354(0.0796) Grad: 8002.2876  LR: 0.00002000  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 120/2860
\f1 ]
\f0  Elapsed 1m 40s (remain 38m 0s) Loss: 0.0486(0.0775) Grad: 3616.9944  LR: 0.00002000  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 130/2860
\f1 ]
\f0  Elapsed 1m 48s (remain 37m 49s) Loss: 0.0577(0.0740) Grad: 29742.5234  LR: 0.00002000  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 140/2860
\f1 ]
\f0  Elapsed 1m 57s (remain 37m 40s) Loss: 0.0072(0.0709) Grad: 962.4625  LR: 0.00002000  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 150/2860
\f1 ]
\f0  Elapsed 2m 5s (remain 37m 30s) Loss: 0.0319(0.0692) Grad: 1483.0662  LR: 0.00001999  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 160/2860
\f1 ]
\f0  Elapsed 2m 13s (remain 37m 20s) Loss: 0.0194(0.0674) Grad: 1716.7446  LR: 0.00001999  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 170/2860
\f1 ]
\f0  Elapsed 2m 21s (remain 37m 10s) Loss: 0.0101(0.0650) Grad: 1321.3226  LR: 0.00001999  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 180/2860
\f1 ]
\f0  Elapsed 2m 30s (remain 37m 2s) Loss: 0.0127(0.0642) Grad: 1682.9147  LR: 0.00001999  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 190/2860
\f1 ]
\f0  Elapsed 2m 38s (remain 36m 52s) Loss: 0.0258(0.0632) Grad: 2915.6426  LR: 0.00001999  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 200/2860
\f1 ]
\f0  Elapsed 2m 46s (remain 36m 43s) Loss: 0.0031(0.0611) Grad: 524.8220  LR: 0.00001999  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 210/2860
\f1 ]
\f0  Elapsed 2m 54s (remain 36m 34s) Loss: 0.0209(0.0596) Grad: 5533.0649  LR: 0.00001999  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 220/2860
\f1 ]
\f0  Elapsed 3m 3s (remain 36m 25s) Loss: 0.0138(0.0581) Grad: 1845.1012  LR: 0.00001999  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 230/2860
\f1 ]
\f0  Elapsed 3m 11s (remain 36m 16s) Loss: 0.0153(0.0568) Grad: 1827.6858  LR: 0.00001999  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 240/2860
\f1 ]
\f0  Elapsed 3m 19s (remain 36m 7s) Loss: 0.0278(0.0554) Grad: 6372.4619  LR: 0.00001999  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 250/2860
\f1 ]
\f0  Elapsed 3m 27s (remain 35m 58s) Loss: 0.0173(0.0543) Grad: 3333.4895  LR: 0.00001998  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 260/2860
\f1 ]
\f0  Elapsed 3m 35s (remain 35m 50s) Loss: 0.0303(0.0543) Grad: 2552.7419  LR: 0.00001998  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 270/2860
\f1 ]
\f0  Elapsed 3m 44s (remain 35m 41s) Loss: 0.0285(0.0532) Grad: 4873.1392  LR: 0.00001998  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 280/2860
\f1 ]
\f0  Elapsed 3m 52s (remain 35m 32s) Loss: 0.0538(0.0526) Grad: 3953.9246  LR: 0.00001998  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 290/2860
\f1 ]
\f0  Elapsed 4m 0s (remain 35m 23s) Loss: 0.0212(0.0515) Grad: 2318.3091  LR: 0.00001998  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 300/2860
\f1 ]
\f0  Elapsed 4m 8s (remain 35m 15s) Loss: 0.0078(0.0505) Grad: 1034.7826  LR: 0.00001998  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 310/2860
\f1 ]
\f0  Elapsed 4m 17s (remain 35m 6s) Loss: 0.0179(0.0494) Grad: 2621.5688  LR: 0.00001998  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 320/2860
\f1 ]
\f0  Elapsed 4m 25s (remain 34m 57s) Loss: 0.0355(0.0490) Grad: 15161.8555  LR: 0.00001998  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 330/2860
\f1 ]
\f0  Elapsed 4m 33s (remain 34m 49s) Loss: 0.0130(0.0482) Grad: 1883.4728  LR: 0.00001997  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 340/2860
\f1 ]
\f0  Elapsed 4m 41s (remain 34m 40s) Loss: 0.0034(0.0472) Grad: 559.2449  LR: 0.00001997  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 350/2860
\f1 ]
\f0  Elapsed 4m 49s (remain 34m 32s) Loss: 0.0212(0.0469) Grad: 4445.6372  LR: 0.00001997  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 360/2860
\f1 ]
\f0  Elapsed 4m 58s (remain 34m 23s) Loss: 0.0320(0.0466) Grad: 3716.6516  LR: 0.00001997  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 370/2860
\f1 ]
\f0  Elapsed 5m 6s (remain 34m 15s) Loss: 0.1024(0.0463) Grad: 8502.2168  LR: 0.00001997  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 380/2860
\f1 ]
\f0  Elapsed 5m 14s (remain 34m 7s) Loss: 0.0023(0.0455) Grad: 658.9265  LR: 0.00001996  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 390/2860
\f1 ]
\f0  Elapsed 5m 22s (remain 33m 58s) Loss: 0.0079(0.0449) Grad: 513.9031  LR: 0.00001996  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 400/2860
\f1 ]
\f0  Elapsed 5m 31s (remain 33m 49s) Loss: 0.0150(0.0442) Grad: 2149.3130  LR: 0.00001996  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 410/2860
\f1 ]
\f0  Elapsed 5m 39s (remain 33m 41s) Loss: 0.0170(0.0436) Grad: 1606.3003  LR: 0.00001996  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 420/2860
\f1 ]
\f0  Elapsed 5m 47s (remain 33m 32s) Loss: 0.0106(0.0429) Grad: 2211.8186  LR: 0.00001996  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 430/2860
\f1 ]
\f0  Elapsed 5m 55s (remain 33m 24s) Loss: 0.0380(0.0426) Grad: 2610.4500  LR: 0.00001996  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 440/2860
\f1 ]
\f0  Elapsed 6m 3s (remain 33m 15s) Loss: 0.0129(0.0419) Grad: 2109.6521  LR: 0.00001995  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 450/2860
\f1 ]
\f0  Elapsed 6m 12s (remain 33m 7s) Loss: 0.0172(0.0415) Grad: 1686.4252  LR: 0.00001995  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 460/2860
\f1 ]
\f0  Elapsed 6m 20s (remain 32m 59s) Loss: 0.0128(0.0412) Grad: 2220.1482  LR: 0.00001995  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 470/2860
\f1 ]
\f0  Elapsed 6m 28s (remain 32m 50s) Loss: 0.0103(0.0407) Grad: 4506.2886  LR: 0.00001995  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 480/2860
\f1 ]
\f0  Elapsed 6m 36s (remain 32m 42s) Loss: 0.0290(0.0402) Grad: 3401.6304  LR: 0.00001994  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 490/2860
\f1 ]
\f0  Elapsed 6m 44s (remain 32m 33s) Loss: 0.0301(0.0401) Grad: 3654.3191  LR: 0.00001994  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 500/2860
\f1 ]
\f0  Elapsed 6m 53s (remain 32m 25s) Loss: 0.0392(0.0397) Grad: 5773.6265  LR: 0.00001994  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 510/2860
\f1 ]
\f0  Elapsed 7m 1s (remain 32m 16s) Loss: 0.0084(0.0392) Grad: 1069.5203  LR: 0.00001994  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 520/2860
\f1 ]
\f0  Elapsed 7m 9s (remain 32m 8s) Loss: 0.0087(0.0391) Grad: 2918.5266  LR: 0.00001993  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 530/2860
\f1 ]
\f0  Elapsed 7m 17s (remain 31m 59s) Loss: 0.0047(0.0386) Grad: 1480.8824  LR: 0.00001993  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 540/2860
\f1 ]
\f0  Elapsed 7m 25s (remain 31m 51s) Loss: 0.0028(0.0382) Grad: 992.0798  LR: 0.00001993  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 550/2860
\f1 ]
\f0  Elapsed 7m 34s (remain 31m 43s) Loss: 0.0009(0.0379) Grad: 239.5064  LR: 0.00001993  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 560/2860
\f1 ]
\f0  Elapsed 7m 42s (remain 31m 34s) Loss: 0.0424(0.0376) Grad: 4803.5566  LR: 0.00001992  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 570/2860
\f1 ]
\f0  Elapsed 7m 50s (remain 31m 26s) Loss: 0.0045(0.0376) Grad: 467.7649  LR: 0.00001992  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 580/2860
\f1 ]
\f0  Elapsed 7m 58s (remain 31m 18s) Loss: 0.0068(0.0373) Grad: 1227.2766  LR: 0.00001992  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 590/2860
\f1 ]
\f0  Elapsed 8m 6s (remain 31m 9s) Loss: 0.1785(0.0372) Grad: 4308.8389  LR: 0.00001992  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 600/2860
\f1 ]
\f0  Elapsed 8m 15s (remain 31m 1s) Loss: 0.0249(0.0368) Grad: 1280.4293  LR: 0.00001991  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 610/2860
\f1 ]
\f0  Elapsed 8m 23s (remain 30m 52s) Loss: 0.0028(0.0367) Grad: 442.7398  LR: 0.00001991  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 620/2860
\f1 ]
\f0  Elapsed 8m 31s (remain 30m 44s) Loss: 0.0065(0.0365) Grad: 2247.6897  LR: 0.00001991  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 630/2860
\f1 ]
\f0  Elapsed 8m 39s (remain 30m 36s) Loss: 0.0032(0.0363) Grad: 367.5108  LR: 0.00001990  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 640/2860
\f1 ]
\f0  Elapsed 8m 48s (remain 30m 28s) Loss: 0.0469(0.0362) Grad: 2204.7693  LR: 0.00001990  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 650/2860
\f1 ]
\f0  Elapsed 8m 56s (remain 30m 19s) Loss: 0.0120(0.0359) Grad: 2449.3621  LR: 0.00001990  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 660/2860
\f1 ]
\f0  Elapsed 9m 4s (remain 30m 11s) Loss: 0.0012(0.0355) Grad: 144.1304  LR: 0.00001989  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 670/2860
\f1 ]
\f0  Elapsed 9m 12s (remain 30m 3s) Loss: 0.0340(0.0352) Grad: 2512.0864  LR: 0.00001989  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 680/2860
\f1 ]
\f0  Elapsed 9m 20s (remain 29m 54s) Loss: 0.0069(0.0351) Grad: 1396.6794  LR: 0.00001989  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 690/2860
\f1 ]
\f0  Elapsed 9m 29s (remain 29m 46s) Loss: 0.0035(0.0350) Grad: 533.8792  LR: 0.00001988  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 700/2860
\f1 ]
\f0  Elapsed 9m 37s (remain 29m 38s) Loss: 0.0029(0.0347) Grad: 985.9089  LR: 0.00001988  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 710/2860
\f1 ]
\f0  Elapsed 9m 45s (remain 29m 29s) Loss: 0.0073(0.0344) Grad: 1609.0620  LR: 0.00001988  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 720/2860
\f1 ]
\f0  Elapsed 9m 53s (remain 29m 21s) Loss: 0.0134(0.0342) Grad: 2848.2502  LR: 0.00001987  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 730/2860
\f1 ]
\f0  Elapsed 10m 1s (remain 29m 13s) Loss: 0.0287(0.0338) Grad: 4409.4678  LR: 0.00001987  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 740/2860
\f1 ]
\f0  Elapsed 10m 10s (remain 29m 5s) Loss: 0.1185(0.0337) Grad: 11977.6562  LR: 0.00001987  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 750/2860
\f1 ]
\f0  Elapsed 10m 18s (remain 28m 56s) Loss: 0.0058(0.0334) Grad: 1422.9092  LR: 0.00001986  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 760/2860
\f1 ]
\f0  Elapsed 10m 26s (remain 28m 48s) Loss: 0.0165(0.0332) Grad: 4086.7908  LR: 0.00001986  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 770/2860
\f1 ]
\f0  Elapsed 10m 34s (remain 28m 40s) Loss: 0.0894(0.0330) Grad: 17464.1582  LR: 0.00001986  \
Epoch: 
\f1 [
\f0 1
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\f0 780/2860
\f1 ]
\f0  Elapsed 10m 43s (remain 28m 31s) Loss: 0.0009(0.0327) Grad: 329.0542  LR: 0.00001985  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 790/2860
\f1 ]
\f0  Elapsed 10m 51s (remain 28m 23s) Loss: 0.0114(0.0327) Grad: 923.8387  LR: 0.00001985  \
Epoch: 
\f1 [
\f0 1
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\f0 800/2860
\f1 ]
\f0  Elapsed 10m 59s (remain 28m 15s) Loss: 0.0036(0.0325) Grad: 455.6085  LR: 0.00001985  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 810/2860
\f1 ]
\f0  Elapsed 11m 7s (remain 28m 6s) Loss: 0.0046(0.0324) Grad: 503.9062  LR: 0.00001984  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 820/2860
\f1 ]
\f0  Elapsed 11m 15s (remain 27m 58s) Loss: 0.0028(0.0324) Grad: 337.9487  LR: 0.00001984  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 830/2860
\f1 ]
\f0  Elapsed 11m 24s (remain 27m 50s) Loss: 0.0130(0.0322) Grad: 1441.8400  LR: 0.00001983  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 840/2860
\f1 ]
\f0  Elapsed 11m 32s (remain 27m 42s) Loss: 0.0029(0.0321) Grad: 3393.6799  LR: 0.00001983  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 850/2860
\f1 ]
\f0  Elapsed 11m 40s (remain 27m 33s) Loss: 0.0506(0.0321) Grad: 4324.2124  LR: 0.00001983  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 860/2860
\f1 ]
\f0  Elapsed 11m 48s (remain 27m 25s) Loss: 0.0078(0.0318) Grad: 803.2009  LR: 0.00001982  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 870/2860
\f1 ]
\f0  Elapsed 11m 57s (remain 27m 17s) Loss: 0.0453(0.0316) Grad: 8595.1201  LR: 0.00001982  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 880/2860
\f1 ]
\f0  Elapsed 12m 5s (remain 27m 9s) Loss: 0.0259(0.0314) Grad: 840.5153  LR: 0.00001981  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 890/2860
\f1 ]
\f0  Elapsed 12m 13s (remain 27m 0s) Loss: 0.0277(0.0314) Grad: 3066.1685  LR: 0.00001981  \
Epoch: 
\f1 [
\f0 1
\f1 ][
\f0 900/2860
\f1 ]
\f0  Elapsed 12m 21s (remain 26m 52s) Loss: 0.0013(0.0313) Grad: 293.5524  LR: 0.00001980  \
Epoch: 
\f1 [
\f0 1
\f1 ][
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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\f0  Elapsed 18m 39s (remain 20m 33s) Loss: 0.0267(0.0274) Grad: 2706.7607  LR: 0.00001956  \
Epoch: 
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\f0  Elapsed 18m 47s (remain 20m 24s) Loss: 0.0036(0.0272) Grad: 736.9479  LR: 0.00001955  \
Epoch: 
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Epoch: 
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\f0  Elapsed 19m 4s (remain 20m 8s) Loss: 0.0017(0.0272) Grad: 460.9350  LR: 0.00001954  \
Epoch: 
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Epoch: 
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\f0  Elapsed 19m 20s (remain 19m 51s) Loss: 0.0051(0.0271) Grad: 1014.3798  LR: 0.00001952  \
Epoch: 
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\f0  Elapsed 19m 28s (remain 19m 43s) Loss: 0.0247(0.0270) Grad: 1742.2474  LR: 0.00001952  \
Epoch: 
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\f0  Elapsed 19m 36s (remain 19m 35s) Loss: 0.0194(0.0269) Grad: 7806.9619  LR: 0.00001951  \
Epoch: 
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\f0  Elapsed 19m 45s (remain 19m 27s) Loss: 0.0021(0.0268) Grad: 227.6412  LR: 0.00001950  \
Epoch: 
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\f0  Elapsed 19m 53s (remain 19m 18s) Loss: 0.0058(0.0267) Grad: 745.8692  LR: 0.00001950  \
Epoch: 
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\f0  Elapsed 20m 1s (remain 19m 10s) Loss: 0.0056(0.0266) Grad: 2279.2583  LR: 0.00001949  \
Epoch: 
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\f0  Elapsed 20m 9s (remain 19m 2s) Loss: 0.0120(0.0266) Grad: 14273.4805  LR: 0.00001948  \
Epoch: 
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\f0  Elapsed 20m 17s (remain 18m 54s) Loss: 0.0013(0.0265) Grad: 143.2513  LR: 0.00001948  \
Epoch: 
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\f0  Elapsed 20m 26s (remain 18m 45s) Loss: 0.0119(0.0264) Grad: 5486.5630  LR: 0.00001947  \
Epoch: 
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\f0  Elapsed 20m 34s (remain 18m 37s) Loss: 0.0100(0.0264) Grad: 577.8926  LR: 0.00001946  \
Epoch: 
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\f0  Elapsed 20m 42s (remain 18m 29s) Loss: 0.0045(0.0264) Grad: 467.2667  LR: 0.00001945  \
Epoch: 
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\f0  Elapsed 20m 50s (remain 18m 21s) Loss: 0.0028(0.0264) Grad: 825.1731  LR: 0.00001945  \
Epoch: 
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\f0  Elapsed 20m 58s (remain 18m 12s) Loss: 0.0448(0.0263) Grad: 3166.5410  LR: 0.00001944  \
Epoch: 
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\f0  Elapsed 21m 7s (remain 18m 4s) Loss: 0.0064(0.0263) Grad: 586.9265  LR: 0.00001943  \
Epoch: 
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\f0  Elapsed 21m 15s (remain 17m 56s) Loss: 0.1331(0.0263) Grad: 13312.5430  LR: 0.00001943  \
Epoch: 
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\f0  Elapsed 21m 23s (remain 17m 48s) Loss: 0.1479(0.0263) Grad: 24049.5273  LR: 0.00001942  \
Epoch: 
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\f0  Elapsed 21m 31s (remain 17m 39s) Loss: 0.0373(0.0262) Grad: 1392.0925  LR: 0.00001941  \
Epoch: 
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\f0  Elapsed 21m 39s (remain 17m 31s) Loss: 0.0059(0.0262) Grad: 1335.7593  LR: 0.00001940  \
Epoch: 
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\f0  Elapsed 21m 48s (remain 17m 23s) Loss: 0.0155(0.0262) Grad: 1108.3060  LR: 0.00001940  \
Epoch: 
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\f0  Elapsed 21m 56s (remain 17m 15s) Loss: 0.0160(0.0261) Grad: 1956.8530  LR: 0.00001939  \
Epoch: 
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\f0  Elapsed 22m 4s (remain 17m 6s) Loss: 0.0313(0.0260) Grad: 3013.3623  LR: 0.00001938  \
Epoch: 
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\f0  Elapsed 22m 12s (remain 16m 58s) Loss: 0.0271(0.0260) Grad: 1148.9844  LR: 0.00001937  \
Epoch: 
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\f0  Elapsed 22m 21s (remain 16m 50s) Loss: 0.0504(0.0260) Grad: 3982.9578  LR: 0.00001936  \
Epoch: 
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\f0  Elapsed 22m 29s (remain 16m 42s) Loss: 0.0007(0.0259) Grad: 83.1498  LR: 0.00001936  \
Epoch: 
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\f0  Elapsed 22m 37s (remain 16m 33s) Loss: 0.0062(0.0258) Grad: 1066.9216  LR: 0.00001935  \
Epoch: 
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\f0  Elapsed 22m 45s (remain 16m 25s) Loss: 0.1049(0.0257) Grad: 3797.3313  LR: 0.00001934  \
Epoch: 
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\f0  Elapsed 22m 53s (remain 16m 17s) Loss: 0.0037(0.0257) Grad: 528.2205  LR: 0.00001933  \
Epoch: 
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\f0  Elapsed 23m 2s (remain 16m 9s) Loss: 0.0283(0.0256) Grad: 3494.8083  LR: 0.00001933  \
Epoch: 
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Epoch: 
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\f0  Elapsed 23m 18s (remain 15m 52s) Loss: 0.0027(0.0256) Grad: 465.9693  LR: 0.00001931  \
Epoch: 
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\f0  Elapsed 23m 26s (remain 15m 44s) Loss: 0.0146(0.0256) Grad: 1260.5558  LR: 0.00001930  \
Epoch: 
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\f0  Elapsed 23m 34s (remain 15m 36s) Loss: 0.0010(0.0255) Grad: 117.1670  LR: 0.00001929  \
Epoch: 
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\f0  Elapsed 23m 43s (remain 15m 28s) Loss: 0.0317(0.0254) Grad: 1962.3466  LR: 0.00001929  \
Epoch: 
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\f0  Elapsed 23m 51s (remain 15m 19s) Loss: 0.0006(0.0254) Grad: 161.1884  LR: 0.00001928  \
Epoch: 
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\f0  Elapsed 23m 59s (remain 15m 11s) Loss: 0.0072(0.0253) Grad: 500.8321  LR: 0.00001927  \
Epoch: 
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\f0  Elapsed 24m 7s (remain 15m 3s) Loss: 0.0086(0.0253) Grad: 1610.2078  LR: 0.00001926  \
Epoch: 
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\f0  Elapsed 24m 15s (remain 14m 55s) Loss: 0.0200(0.0252) Grad: 6083.6543  LR: 0.00001925  \
Epoch: 
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\f0  Elapsed 24m 24s (remain 14m 46s) Loss: 0.0004(0.0251) Grad: 61.2623  LR: 0.00001924  \
Epoch: 
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\f0  Elapsed 24m 32s (remain 14m 38s) Loss: 0.0056(0.0250) Grad: 995.6860  LR: 0.00001924  \
Epoch: 
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\f0  Elapsed 24m 40s (remain 14m 30s) Loss: 0.0372(0.0250) Grad: 3053.9614  LR: 0.00001923  \
Epoch: 
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\f0  Elapsed 24m 48s (remain 14m 22s) Loss: 0.0119(0.0250) Grad: 2482.4277  LR: 0.00001922  \
Epoch: 
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\f0  Elapsed 24m 56s (remain 14m 14s) Loss: 0.0023(0.0249) Grad: 246.3907  LR: 0.00001921  \
Epoch: 
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\f0  Elapsed 25m 5s (remain 14m 5s) Loss: 0.0408(0.0248) Grad: 3878.0144  LR: 0.00001920  \
Epoch: 
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\f0  Elapsed 25m 13s (remain 13m 57s) Loss: 0.0211(0.0248) Grad: 2189.0161  LR: 0.00001919  \
Epoch: 
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\f0  Elapsed 25m 21s (remain 13m 49s) Loss: 0.0268(0.0248) Grad: 2819.5847  LR: 0.00001918  \
Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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\f0  Elapsed 28m 5s (remain 11m 4s) Loss: 0.0227(0.0241) Grad: 4091.8772  LR: 0.00001900  \
Epoch: 
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\f0  Elapsed 28m 13s (remain 10m 56s) Loss: 0.0017(0.0240) Grad: 534.8087  LR: 0.00001899  \
Epoch: 
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\f0  Elapsed 28m 22s (remain 10m 48s) Loss: 0.0045(0.0239) Grad: 901.1362  LR: 0.00001898  \
Epoch: 
\f1 [
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\f0  Elapsed 28m 30s (remain 10m 40s) Loss: 0.0008(0.0239) Grad: 881.0189  LR: 0.00001897  \
Epoch: 
\f1 [
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\f0  Elapsed 28m 38s (remain 10m 31s) Loss: 0.0010(0.0239) Grad: 327.9948  LR: 0.00001896  \
Epoch: 
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\f0  Elapsed 28m 46s (remain 10m 23s) Loss: 0.0072(0.0238) Grad: 2241.3257  LR: 0.00001895  \
Epoch: 
\f1 [
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\f0  Elapsed 28m 54s (remain 10m 15s) Loss: 0.0031(0.0237) Grad: 977.3282  LR: 0.00001894  \
Epoch: 
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\f0  Elapsed 29m 3s (remain 10m 7s) Loss: 0.0190(0.0237) Grad: 35257.6680  LR: 0.00001893  \
Epoch: 
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\f0  Elapsed 29m 11s (remain 9m 59s) Loss: 0.0019(0.0237) Grad: 705.8775  LR: 0.00001892  \
Epoch: 
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\f0  Elapsed 29m 19s (remain 9m 50s) Loss: 0.0337(0.0236) Grad: 8884.1006  LR: 0.00001891  \
Epoch: 
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\f0  Elapsed 29m 27s (remain 9m 42s) Loss: 0.0000(0.0235) Grad: 18.8030  LR: 0.00001890  \
Epoch: 
\f1 [
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\f0  Elapsed 29m 36s (remain 9m 34s) Loss: 0.0040(0.0234) Grad: 8059.6167  LR: 0.00001889  \
Epoch: 
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\f0  Elapsed 29m 44s (remain 9m 26s) Loss: 0.0057(0.0235) Grad: 2232.3120  LR: 0.00001888  \
Epoch: 
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\f0  Elapsed 29m 52s (remain 9m 18s) Loss: 0.0183(0.0234) Grad: 4152.8818  LR: 0.00001887  \
Epoch: 
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\f0  Elapsed 30m 0s (remain 9m 9s) Loss: 0.0066(0.0234) Grad: 6067.2109  LR: 0.00001886  \
Epoch: 
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\f0  Elapsed 30m 8s (remain 9m 1s) Loss: 0.0151(0.0233) Grad: 2002.7825  LR: 0.00001885  \
Epoch: 
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\f0  Elapsed 30m 17s (remain 8m 53s) Loss: 0.0057(0.0233) Grad: 1036.2789  LR: 0.00001884  \
Epoch: 
\f1 [
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\f0  Elapsed 30m 25s (remain 8m 45s) Loss: 0.0004(0.0232) Grad: 257.0644  LR: 0.00001883  \
Epoch: 
\f1 [
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\f0  Elapsed 30m 33s (remain 8m 36s) Loss: 0.0095(0.0232) Grad: 4509.3652  LR: 0.00001882  \
Epoch: 
\f1 [
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\f0  Elapsed 30m 41s (remain 8m 28s) Loss: 0.0425(0.0231) Grad: 20944.5215  LR: 0.00001881  \
Epoch: 
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\f0  Elapsed 30m 49s (remain 8m 20s) Loss: 0.0003(0.0231) Grad: 94.7048  LR: 0.00001880  \
Epoch: 
\f1 [
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\f0  Elapsed 30m 58s (remain 8m 12s) Loss: 0.0044(0.0231) Grad: 1305.2629  LR: 0.00001879  \
Epoch: 
\f1 [
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\f0  Elapsed 31m 6s (remain 8m 4s) Loss: 0.0043(0.0230) Grad: 1405.3330  LR: 0.00001878  \
Epoch: 
\f1 [
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\f0  Elapsed 31m 14s (remain 7m 55s) Loss: 0.0122(0.0230) Grad: 2133.1423  LR: 0.00001877  \
Epoch: 
\f1 [
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\f0  Elapsed 31m 22s (remain 7m 47s) Loss: 0.0034(0.0229) Grad: 2336.4490  LR: 0.00001876  \
Epoch: 
\f1 [
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\f0  Elapsed 31m 31s (remain 7m 39s) Loss: 0.0002(0.0229) Grad: 52.8417  LR: 0.00001875  \
Epoch: 
\f1 [
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\f0  Elapsed 31m 39s (remain 7m 31s) Loss: 0.0233(0.0229) Grad: 3973.8625  LR: 0.00001874  \
Epoch: 
\f1 [
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\f0  Elapsed 31m 47s (remain 7m 22s) Loss: 0.0276(0.0228) Grad: 3778.7344  LR: 0.00001873  \
Epoch: 
\f1 [
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\f0  Elapsed 31m 55s (remain 7m 14s) Loss: 0.0077(0.0227) Grad: 1040.5093  LR: 0.00001872  \
Epoch: 
\f1 [
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\f0  Elapsed 32m 3s (remain 7m 6s) Loss: 0.0078(0.0227) Grad: 3304.5137  LR: 0.00001871  \
Epoch: 
\f1 [
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\f0  Elapsed 32m 12s (remain 6m 58s) Loss: 0.0373(0.0227) Grad: 4747.0903  LR: 0.00001870  \
Epoch: 
\f1 [
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\f0  Elapsed 32m 20s (remain 6m 50s) Loss: 0.0125(0.0226) Grad: 7754.5234  LR: 0.00001868  \
Epoch: 
\f1 [
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\f0  Elapsed 32m 28s (remain 6m 41s) Loss: 0.0044(0.0226) Grad: 2135.6680  LR: 0.00001867  \
Epoch: 
\f1 [
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\f0  Elapsed 32m 36s (remain 6m 33s) Loss: 0.0011(0.0226) Grad: 440.8572  LR: 0.00001866  \
Epoch: 
\f1 [
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\f0  Elapsed 32m 44s (remain 6m 25s) Loss: 0.0912(0.0226) Grad: 17623.0508  LR: 0.00001865  \
Epoch: 
\f1 [
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\f0  Elapsed 32m 53s (remain 6m 17s) Loss: 0.0375(0.0225) Grad: 4209.7817  LR: 0.00001864  \
Epoch: 
\f1 [
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\f0  Elapsed 33m 1s (remain 6m 8s) Loss: 0.0046(0.0225) Grad: 2058.8430  LR: 0.00001863  \
Epoch: 
\f1 [
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\f0  Elapsed 33m 9s (remain 6m 0s) Loss: 0.0126(0.0225) Grad: 1626.2900  LR: 0.00001862  \
Epoch: 
\f1 [
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\f0  Elapsed 33m 17s (remain 5m 52s) Loss: 0.0124(0.0224) Grad: 1679.9742  LR: 0.00001861  \
Epoch: 
\f1 [
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\f0  Elapsed 33m 26s (remain 5m 44s) Loss: 0.0104(0.0224) Grad: 1120.5582  LR: 0.00001860  \
Epoch: 
\f1 [
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\f0  Elapsed 33m 34s (remain 5m 36s) Loss: 0.0567(0.0224) Grad: 13190.8525  LR: 0.00001858  \
Epoch: 
\f1 [
\f0 1
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\f0  Elapsed 33m 42s (remain 5m 27s) Loss: 0.0026(0.0223) Grad: 1766.0454  LR: 0.00001857  \
Epoch: 
\f1 [
\f0 1
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\f0  Elapsed 33m 50s (remain 5m 19s) Loss: 0.0058(0.0223) Grad: 1899.6572  LR: 0.00001856  \
Epoch: 
\f1 [
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\f0  Elapsed 33m 58s (remain 5m 11s) Loss: 0.0455(0.0222) Grad: 4037.0024  LR: 0.00001855  \
Epoch: 
\f1 [
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\f0  Elapsed 34m 7s (remain 5m 3s) Loss: 0.0032(0.0222) Grad: 4806.3794  LR: 0.00001854  \
Epoch: 
\f1 [
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\f0  Elapsed 34m 15s (remain 4m 55s) Loss: 0.0422(0.0223) Grad: 5201.4312  LR: 0.00001853  \
Epoch: 
\f1 [
\f0 1
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\f0  Elapsed 34m 23s (remain 4m 46s) Loss: 0.0002(0.0222) Grad: 1660.2153  LR: 0.00001852  \
Epoch: 
\f1 [
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\f0  Elapsed 34m 31s (remain 4m 38s) Loss: 0.0005(0.0222) Grad: 211.0882  LR: 0.00001851  \
Epoch: 
\f1 [
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\f0  Elapsed 34m 39s (remain 4m 30s) Loss: 0.0159(0.0222) Grad: 4008.0610  LR: 0.00001849  \
Epoch: 
\f1 [
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\f0  Elapsed 34m 48s (remain 4m 22s) Loss: 0.0015(0.0221) Grad: 523.6375  LR: 0.00001848  \
Epoch: 
\f1 [
\f0 1
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\f0  Elapsed 34m 56s (remain 4m 13s) Loss: 0.0645(0.0221) Grad: 10161.7793  LR: 0.00001847  \
Epoch: 
\f1 [
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\f0  Elapsed 35m 4s (remain 4m 5s) Loss: 0.0075(0.0221) Grad: 2687.8411  LR: 0.00001846  \
Epoch: 
\f1 [
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\f0  Elapsed 35m 12s (remain 3m 57s) Loss: 0.0210(0.0221) Grad: 3153.0227  LR: 0.00001845  \
Epoch: 
\f1 [
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\f0  Elapsed 35m 21s (remain 3m 49s) Loss: 0.0061(0.0221) Grad: 2067.2236  LR: 0.00001844  \
Epoch: 
\f1 [
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\f0  Elapsed 35m 29s (remain 3m 41s) Loss: 0.0185(0.0220) Grad: 7295.0820  LR: 0.00001842  \
Epoch: 
\f1 [
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\f0  Elapsed 35m 37s (remain 3m 32s) Loss: 0.0004(0.0220) Grad: 133.8666  LR: 0.00001841  \
Epoch: 
\f1 [
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\f0  Elapsed 35m 45s (remain 3m 24s) Loss: 0.0400(0.0220) Grad: 35865.4922  LR: 0.00001840  \
Epoch: 
\f1 [
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\f0  Elapsed 35m 53s (remain 3m 16s) Loss: 0.0233(0.0219) Grad: 2469.8552  LR: 0.00001839  \
Epoch: 
\f1 [
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\f0  Elapsed 36m 2s (remain 3m 8s) Loss: 0.0115(0.0219) Grad: 4797.6865  LR: 0.00001838  \
Epoch: 
\f1 [
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\f0  Elapsed 36m 10s (remain 2m 59s) Loss: 0.0186(0.0219) Grad: 16996.8027  LR: 0.00001836  \
Epoch: 
\f1 [
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\f0  Elapsed 36m 18s (remain 2m 51s) Loss: 0.0021(0.0218) Grad: 640.8441  LR: 0.00001835  \
Epoch: 
\f1 [
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\f0  Elapsed 36m 26s (remain 2m 43s) Loss: 0.0082(0.0218) Grad: 4089.2024  LR: 0.00001834  \
Epoch: 
\f1 [
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\f0  Elapsed 36m 34s (remain 2m 35s) Loss: 0.0167(0.0218) Grad: 1812.1255  LR: 0.00001833  \
Epoch: 
\f1 [
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\f0  Elapsed 36m 43s (remain 2m 27s) Loss: 0.0104(0.0217) Grad: 1329.0808  LR: 0.00001832  \
Epoch: 
\f1 [
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\f0  Elapsed 36m 51s (remain 2m 18s) Loss: 0.0029(0.0217) Grad: 1161.9050  LR: 0.00001830  \
Epoch: 
\f1 [
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\f0  Elapsed 36m 59s (remain 2m 10s) Loss: 0.0002(0.0217) Grad: 66.7741  LR: 0.00001829  \
Epoch: 
\f1 [
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\f0  Elapsed 37m 7s (remain 2m 2s) Loss: 0.0008(0.0216) Grad: 225.6157  LR: 0.00001828  \
Epoch: 
\f1 [
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\f0  Elapsed 37m 15s (remain 1m 54s) Loss: 0.0106(0.0216) Grad: 1727.7894  LR: 0.00001827  \
Epoch: 
\f1 [
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\f0  Elapsed 37m 24s (remain 1m 46s) Loss: 0.0307(0.0216) Grad: 10356.6055  LR: 0.00001825  \
Epoch: 
\f1 [
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\f0  Elapsed 37m 32s (remain 1m 37s) Loss: 0.0012(0.0215) Grad: 972.1232  LR: 0.00001824  \
Epoch: 
\f1 [
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\f0  Elapsed 37m 40s (remain 1m 29s) Loss: 0.0119(0.0215) Grad: 3244.4846  LR: 0.00001823  \
Epoch: 
\f1 [
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\f0  Elapsed 37m 48s (remain 1m 21s) Loss: 0.0801(0.0215) Grad: 12408.1699  LR: 0.00001822  \
Epoch: 
\f1 [
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\f0  Elapsed 37m 56s (remain 1m 13s) Loss: 0.0130(0.0215) Grad: 2141.4534  LR: 0.00001820  \
Epoch: 
\f1 [
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\f0  Elapsed 38m 5s (remain 1m 4s) Loss: 0.0265(0.0215) Grad: 2860.0811  LR: 0.00001819  \
Epoch: 
\f1 [
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\f0  Elapsed 38m 13s (remain 0m 56s) Loss: 0.1599(0.0215) Grad: 8491.8184  LR: 0.00001818  \
Epoch: 
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\f0  Elapsed 38m 21s (remain 0m 48s) Loss: 0.0129(0.0214) Grad: 3327.0332  LR: 0.00001817  \
Epoch: 
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\f0  Elapsed 38m 29s (remain 0m 40s) Loss: 0.0073(0.0214) Grad: 4290.9766  LR: 0.00001815  \
Epoch: 
\f1 [
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\f0  Elapsed 38m 38s (remain 0m 32s) Loss: 0.0032(0.0214) Grad: 1400.0208  LR: 0.00001814  \
Epoch: 
\f1 [
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\f0  Elapsed 38m 46s (remain 0m 23s) Loss: 0.0044(0.0213) Grad: 1417.7623  LR: 0.00001813  \
Epoch: 
\f1 [
\f0 1
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\f0  Elapsed 38m 54s (remain 0m 15s) Loss: 0.0023(0.0213) Grad: 551.0433  LR: 0.00001811  \
Epoch: 
\f1 [
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\f0  Elapsed 39m 2s (remain 0m 7s) Loss: 0.0096(0.0212) Grad: 2183.2378  LR: 0.00001810  \
Epoch: 
\f1 [
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\f0  Elapsed 39m 10s (remain 0m 0s) Loss: 0.0365(0.0212) Grad: 5392.5771  LR: 0.00001809  \
EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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\f0  Elapsed 0m 7s (remain 2m 50s) Loss: 0.0073(0.0105) \
EVAL: 
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\f0  Elapsed 0m 10s (remain 2m 46s) Loss: 0.0163(0.0116) \
EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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\f0  Elapsed 0m 22s (remain 2m 31s) Loss: 0.0042(0.0147) \
EVAL: 
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\f0  Elapsed 0m 24s (remain 2m 29s) Loss: 0.0044(0.0152) \
EVAL: 
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\f0  Elapsed 0m 26s (remain 2m 26s) Loss: 0.0016(0.0152) \
EVAL: 
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\f0  Elapsed 0m 29s (remain 2m 24s) Loss: 0.0001(0.0156) \
EVAL: 
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\f0  Elapsed 0m 31s (remain 2m 21s) Loss: 0.0033(0.0152) \
EVAL: 
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\f0  Elapsed 0m 34s (remain 2m 19s) Loss: 0.0001(0.0150) \
EVAL: 
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\f0  Elapsed 0m 36s (remain 2m 16s) Loss: 0.0380(0.0154) \
EVAL: 
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\f0  Elapsed 0m 39s (remain 2m 14s) Loss: 0.0988(0.0157) \
EVAL: 
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EVAL: 
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EVAL: 
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\f0  Elapsed 0m 46s (remain 2m 6s) Loss: 0.0071(0.0173) \
EVAL: 
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EVAL: 
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EVAL: 
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\f0  Elapsed 0m 53s (remain 1m 59s) Loss: 0.0986(0.0175) \
EVAL: 
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\f0  Elapsed 0m 55s (remain 1m 57s) Loss: 0.0219(0.0174) \
EVAL: 
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\f0  Elapsed 0m 58s (remain 1m 54s) Loss: 0.0139(0.0173) \
EVAL: 
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\f0  Elapsed 1m 0s (remain 1m 52s) Loss: 0.0136(0.0170) \
EVAL: 
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EVAL: 
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\f0  Elapsed 1m 5s (remain 1m 47s) Loss: 0.0023(0.0164) \
EVAL: 
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EVAL: 
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\f0  Elapsed 1m 10s (remain 1m 42s) Loss: 0.0155(0.0157) \
EVAL: 
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\f0  Elapsed 1m 12s (remain 1m 40s) Loss: 0.0007(0.0154) \
EVAL: 
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\f0  Elapsed 1m 15s (remain 1m 37s) Loss: 0.0091(0.0152) \
EVAL: 
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\f0  Elapsed 1m 17s (remain 1m 35s) Loss: 0.0016(0.0151) \
EVAL: 
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\f0  Elapsed 1m 20s (remain 1m 32s) Loss: 0.0083(0.0149) \
EVAL: 
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\f0  Elapsed 1m 22s (remain 1m 30s) Loss: 0.0134(0.0151) \
EVAL: 
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\f0  Elapsed 1m 24s (remain 1m 28s) Loss: 0.0129(0.0150) \
EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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\f0  Elapsed 1m 34s (remain 1m 18s) Loss: 0.0302(0.0161) \
EVAL: 
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EVAL: 
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EVAL: 
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\f0  Elapsed 1m 41s (remain 1m 11s) Loss: 0.0389(0.0171) \
EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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\f0  Elapsed 2m 51s (remain 0m 0s) Loss: 0.0034(0.0148) \
EVAL: 
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\f0  Elapsed 2m 52s (remain 0m 0s) Loss: 0.0036(0.0148) \
\pard\pardeftab720\qr\partightenfactor0
\cf0 \cb1 \
\pard\pardeftab720\partightenfactor0
\cf0 \cb2 Epoch 1 - avg_train_loss: 0.0212  avg_val_loss: 0.0148  time: 2526s\
Epoch 1 - Score: 0.8550\
Epoch 1 - Save Best Score: 0.8550 Model\
\pard\pardeftab720\qr\partightenfactor0
\cf0 \cb1 \
\pard\pardeftab720\partightenfactor0
\cf0 \cb2 Epoch: 
\f1 [
\f0 2
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\f0 0/2860
\f1 ]
\f0  Elapsed 0m 1s (remain 62m 23s) Loss: 0.0033(0.0033) Grad: 9078.6445  LR: 0.00001809  \
Epoch: 
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\f0  Elapsed 0m 9s (remain 41m 13s) Loss: 0.0055(0.0083) Grad: 6282.6133  LR: 0.00001808  \
Epoch: 
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\f0  Elapsed 0m 17s (remain 40m 5s) Loss: 0.0052(0.0074) Grad: 8466.9609  LR: 0.00001806  \
Epoch: 
\f1 [
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\f0  Elapsed 0m 26s (remain 39m 37s) Loss: 0.0383(0.0075) Grad: 85944.4844  LR: 0.00001805  \
Epoch: 
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\f0  Elapsed 0m 34s (remain 39m 14s) Loss: 0.0021(0.0099) Grad: 6072.1167  LR: 0.00001804  \
Epoch: 
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\f0  Elapsed 0m 42s (remain 38m 58s) Loss: 0.0153(0.0103) Grad: 27838.6641  LR: 0.00001802  \
Epoch: 
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\f0  Elapsed 0m 50s (remain 38m 46s) Loss: 0.0032(0.0098) Grad: 8630.3447  LR: 0.00001801  \
Epoch: 
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\f0  Elapsed 0m 58s (remain 38m 34s) Loss: 0.0083(0.0128) Grad: 31183.6094  LR: 0.00001800  \
Epoch: 
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\f0  Elapsed 1m 7s (remain 38m 22s) Loss: 0.0011(0.0117) Grad: 4634.5664  LR: 0.00001798  \
Epoch: 
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\f0  Elapsed 1m 15s (remain 38m 11s) Loss: 0.0005(0.0117) Grad: 1171.8478  LR: 0.00001797  \
Epoch: 
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\f0  Elapsed 1m 23s (remain 38m 2s) Loss: 0.0001(0.0121) Grad: 222.6153  LR: 0.00001796  \
Epoch: 
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\f0  Elapsed 1m 31s (remain 37m 53s) Loss: 0.0214(0.0121) Grad: 41281.1328  LR: 0.00001794  \
Epoch: 
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\f0  Elapsed 1m 39s (remain 37m 43s) Loss: 0.0022(0.0120) Grad: 34019.3945  LR: 0.00001793  \
Epoch: 
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\f0  Elapsed 1m 48s (remain 37m 33s) Loss: 0.0010(0.0117) Grad: 3078.7437  LR: 0.00001792  \
Epoch: 
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\f0  Elapsed 1m 56s (remain 37m 26s) Loss: 0.0005(0.0112) Grad: 1821.8579  LR: 0.00001790  \
Epoch: 
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\f0  Elapsed 2m 4s (remain 37m 17s) Loss: 0.0013(0.0116) Grad: 17960.4785  LR: 0.00001789  \
Epoch: 
\f1 [
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\f0  Elapsed 2m 12s (remain 37m 7s) Loss: 0.0002(0.0113) Grad: 919.7370  LR: 0.00001788  \
Epoch: 
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\f0  Elapsed 2m 21s (remain 36m 59s) Loss: 0.0029(0.0115) Grad: 4552.2656  LR: 0.00001786  \
Epoch: 
\f1 [
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\f0  Elapsed 2m 29s (remain 36m 51s) Loss: 0.0521(0.0119) Grad: 51849.3320  LR: 0.00001785  \
Epoch: 
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\f0  Elapsed 2m 37s (remain 36m 42s) Loss: 0.0006(0.0127) Grad: 3389.0752  LR: 0.00001784  \
Epoch: 
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\f0  Elapsed 2m 45s (remain 36m 33s) Loss: 0.0003(0.0132) Grad: 871.5441  LR: 0.00001782  \
Epoch: 
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\f0  Elapsed 2m 54s (remain 36m 24s) Loss: 0.0116(0.0130) Grad: 26308.3613  LR: 0.00001781  \
Epoch: 
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\f0  Elapsed 3m 2s (remain 36m 16s) Loss: 0.0085(0.0129) Grad: 15081.2129  LR: 0.00001780  \
Epoch: 
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\f0  Elapsed 3m 10s (remain 36m 7s) Loss: 0.0021(0.0126) Grad: 6985.4995  LR: 0.00001778  \
Epoch: 
\f1 [
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\f0  Elapsed 3m 18s (remain 35m 59s) Loss: 0.0056(0.0126) Grad: 16767.8516  LR: 0.00001777  \
Epoch: 
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\f0  Elapsed 3m 26s (remain 35m 50s) Loss: 0.0002(0.0123) Grad: 912.4965  LR: 0.00001775  \
Epoch: 
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\f0  Elapsed 3m 35s (remain 35m 42s) Loss: 0.0122(0.0121) Grad: 62811.2734  LR: 0.00001774  \
Epoch: 
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\f0  Elapsed 3m 51s (remain 35m 25s) Loss: 0.0001(0.0118) Grad: 327.5856  LR: 0.00001771  \
Epoch: 
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\f0  Elapsed 3m 59s (remain 35m 16s) Loss: 0.0037(0.0120) Grad: 9464.5596  LR: 0.00001770  \
Epoch: 
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\f0  Elapsed 4m 7s (remain 35m 8s) Loss: 0.0191(0.0121) Grad: 40401.3672  LR: 0.00001768  \
Epoch: 
\f1 [
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\f0  Elapsed 4m 16s (remain 34m 59s) Loss: 0.0000(0.0119) Grad: 84.0747  LR: 0.00001767  \
Epoch: 
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\f0  Elapsed 4m 24s (remain 34m 51s) Loss: 0.0004(0.0117) Grad: 1225.9221  LR: 0.00001766  \
Epoch: 
\f1 [
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\f0  Elapsed 4m 32s (remain 34m 42s) Loss: 0.0000(0.0119) Grad: 142.0130  LR: 0.00001764  \
Epoch: 
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\f1 ]
\f0  Elapsed 4m 40s (remain 34m 34s) Loss: 0.0347(0.0120) Grad: 31743.6465  LR: 0.00001763  \
Epoch: 
\f1 [
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\f1 ]
\f0  Elapsed 4m 49s (remain 34m 26s) Loss: 0.0047(0.0120) Grad: 19623.2578  LR: 0.00001761  \
Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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\f0  Elapsed 8m 47s (remain 30m 26s) Loss: 0.0011(0.0113) Grad: 6571.8457  LR: 0.00001719  \
Epoch: 
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\f0  Elapsed 8m 55s (remain 30m 17s) Loss: 0.0001(0.0114) Grad: 336.6821  LR: 0.00001717  \
Epoch: 
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\f0  Elapsed 9m 3s (remain 30m 9s) Loss: 0.0363(0.0115) Grad: 42012.5508  LR: 0.00001715  \
Epoch: 
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\f0  Elapsed 9m 12s (remain 30m 1s) Loss: 0.0002(0.0114) Grad: 973.2469  LR: 0.00001714  \
Epoch: 
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\f0  Elapsed 9m 20s (remain 29m 53s) Loss: 0.0006(0.0113) Grad: 4419.5439  LR: 0.00001712  \
Epoch: 
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\f0  Elapsed 9m 28s (remain 29m 44s) Loss: 0.0386(0.0114) Grad: 30495.9492  LR: 0.00001711  \
Epoch: 
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\f0  Elapsed 9m 36s (remain 29m 36s) Loss: 0.0103(0.0113) Grad: 11576.1064  LR: 0.00001709  \
Epoch: 
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\f0  Elapsed 9m 45s (remain 29m 28s) Loss: 0.0125(0.0113) Grad: 9455.6162  LR: 0.00001708  \
Epoch: 
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\f0  Elapsed 9m 53s (remain 29m 20s) Loss: 0.0134(0.0113) Grad: 74561.4688  LR: 0.00001706  \
Epoch: 
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\f0  Elapsed 10m 1s (remain 29m 11s) Loss: 0.0166(0.0114) Grad: 22920.5215  LR: 0.00001705  \
Epoch: 
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\f0  Elapsed 10m 9s (remain 29m 3s) Loss: 0.0049(0.0113) Grad: 13837.4893  LR: 0.00001703  \
Epoch: 
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\f0  Elapsed 10m 17s (remain 28m 55s) Loss: 0.0081(0.0113) Grad: 8596.6504  LR: 0.00001701  \
Epoch: 
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\f0  Elapsed 10m 34s (remain 28m 38s) Loss: 0.0003(0.0111) Grad: 1914.4009  LR: 0.00001698  \
Epoch: 
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\f0  Elapsed 10m 42s (remain 28m 30s) Loss: 0.0180(0.0110) Grad: 19266.4551  LR: 0.00001697  \
Epoch: 
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\f0  Elapsed 10m 50s (remain 28m 22s) Loss: 0.0566(0.0111) Grad: 87180.5781  LR: 0.00001695  \
Epoch: 
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\f0  Elapsed 10m 58s (remain 28m 13s) Loss: 0.0190(0.0111) Grad: 99312.8672  LR: 0.00001694  \
Epoch: 
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\f0  Elapsed 11m 7s (remain 28m 5s) Loss: 0.0248(0.0112) Grad: 56944.7695  LR: 0.00001692  \
Epoch: 
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\f0  Elapsed 11m 15s (remain 27m 57s) Loss: 0.0000(0.0111) Grad: 175.9072  LR: 0.00001690  \
Epoch: 
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\f0  Elapsed 11m 23s (remain 27m 49s) Loss: 0.0014(0.0111) Grad: 7834.0420  LR: 0.00001689  \
Epoch: 
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\f0  Elapsed 11m 31s (remain 27m 40s) Loss: 0.1084(0.0113) Grad: 120067.0312  LR: 0.00001687  \
Epoch: 
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\f0  Elapsed 11m 40s (remain 27m 32s) Loss: 0.0040(0.0112) Grad: 17925.2695  LR: 0.00001686  \
Epoch: 
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\f0  Elapsed 11m 48s (remain 27m 24s) Loss: 0.0190(0.0113) Grad: 25266.0020  LR: 0.00001684  \
Epoch: 
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\f0  Elapsed 11m 56s (remain 27m 16s) Loss: 0.0000(0.0112) Grad: 249.0290  LR: 0.00001682  \
Epoch: 
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\f0  Elapsed 12m 4s (remain 27m 7s) Loss: 0.0004(0.0113) Grad: 1664.6267  LR: 0.00001681  \
Epoch: 
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\f0  Elapsed 12m 12s (remain 26m 59s) Loss: 0.0047(0.0113) Grad: 14289.1553  LR: 0.00001679  \
Epoch: 
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\f0  Elapsed 12m 21s (remain 26m 51s) Loss: 0.0000(0.0113) Grad: 76.2435  LR: 0.00001678  \
Epoch: 
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\f0  Elapsed 12m 29s (remain 26m 43s) Loss: 0.0061(0.0112) Grad: 34619.8711  LR: 0.00001676  \
Epoch: 
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\f0  Elapsed 12m 37s (remain 26m 34s) Loss: 0.0036(0.0112) Grad: 10775.8994  LR: 0.00001674  \
Epoch: 
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\f0  Elapsed 12m 45s (remain 26m 26s) Loss: 0.0130(0.0113) Grad: 19440.4004  LR: 0.00001673  \
Epoch: 
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\f0  Elapsed 12m 54s (remain 26m 18s) Loss: 0.0000(0.0112) Grad: 363.9135  LR: 0.00001671  \
Epoch: 
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\f0  Elapsed 13m 2s (remain 26m 10s) Loss: 0.0001(0.0111) Grad: 1244.0696  LR: 0.00001670  \
Epoch: 
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\f0  Elapsed 13m 10s (remain 26m 1s) Loss: 0.0763(0.0114) Grad: 117502.0391  LR: 0.00001668  \
Epoch: 
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\f0  Elapsed 13m 18s (remain 25m 53s) Loss: 0.0196(0.0113) Grad: 31345.5527  LR: 0.00001666  \
Epoch: 
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\f0  Elapsed 13m 26s (remain 25m 45s) Loss: 0.0004(0.0113) Grad: 2293.3235  LR: 0.00001665  \
Epoch: 
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\f0  Elapsed 13m 35s (remain 25m 37s) Loss: 0.0082(0.0113) Grad: 18564.1016  LR: 0.00001663  \
Epoch: 
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\f0  Elapsed 13m 43s (remain 25m 29s) Loss: 0.0000(0.0113) Grad: 207.7589  LR: 0.00001661  \
Epoch: 
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\f0  Elapsed 13m 51s (remain 25m 20s) Loss: 0.1545(0.0115) Grad: 105801.9219  LR: 0.00001660  \
Epoch: 
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\f0  Elapsed 13m 59s (remain 25m 12s) Loss: 0.0415(0.0115) Grad: 19424.9668  LR: 0.00001658  \
Epoch: 
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\f0  Elapsed 14m 7s (remain 25m 4s) Loss: 0.0381(0.0116) Grad: 48892.3164  LR: 0.00001656  \
Epoch: 
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\f0  Elapsed 14m 16s (remain 24m 56s) Loss: 0.0011(0.0115) Grad: 3436.9011  LR: 0.00001655  \
Epoch: 
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\f0  Elapsed 14m 24s (remain 24m 47s) Loss: 0.0178(0.0114) Grad: 110834.5234  LR: 0.00001653  \
Epoch: 
\f1 [
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\f0  Elapsed 14m 32s (remain 24m 39s) Loss: 0.0013(0.0114) Grad: 16302.5850  LR: 0.00001651  \
Epoch: 
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\f0  Elapsed 14m 40s (remain 24m 31s) Loss: 0.0034(0.0113) Grad: 6077.6616  LR: 0.00001650  \
Epoch: 
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\f0  Elapsed 14m 49s (remain 24m 23s) Loss: 0.0145(0.0113) Grad: 39472.8750  LR: 0.00001648  \
Epoch: 
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\f0  Elapsed 14m 57s (remain 24m 14s) Loss: 0.0022(0.0113) Grad: 6135.7178  LR: 0.00001646  \
Epoch: 
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\f0  Elapsed 15m 5s (remain 24m 6s) Loss: 0.0390(0.0113) Grad: 34304.4805  LR: 0.00001645  \
Epoch: 
\f1 [
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\f0  Elapsed 15m 13s (remain 23m 58s) Loss: 0.0002(0.0112) Grad: 1087.0458  LR: 0.00001643  \
Epoch: 
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\f0  Elapsed 15m 21s (remain 23m 50s) Loss: 0.0622(0.0112) Grad: 80486.3906  LR: 0.00001641  \
Epoch: 
\f1 [
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\f0  Elapsed 15m 30s (remain 23m 41s) Loss: 0.0038(0.0112) Grad: 8499.3369  LR: 0.00001640  \
Epoch: 
\f1 [
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\f0  Elapsed 15m 38s (remain 23m 33s) Loss: 0.0070(0.0112) Grad: 7879.7935  LR: 0.00001638  \
Epoch: 
\f1 [
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\f0  Elapsed 15m 46s (remain 23m 25s) Loss: 0.0018(0.0111) Grad: 6733.2456  LR: 0.00001636  \
Epoch: 
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\f0  Elapsed 15m 54s (remain 23m 17s) Loss: 0.0126(0.0111) Grad: 20413.8027  LR: 0.00001635  \
Epoch: 
\f1 [
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\f0  Elapsed 16m 3s (remain 23m 9s) Loss: 0.0002(0.0111) Grad: 1197.8904  LR: 0.00001633  \
Epoch: 
\f1 [
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\f0  Elapsed 16m 11s (remain 23m 0s) Loss: 0.0022(0.0111) Grad: 7701.2095  LR: 0.00001631  \
Epoch: 
\f1 [
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\f0  Elapsed 16m 19s (remain 22m 52s) Loss: 0.0172(0.0110) Grad: 29018.0586  LR: 0.00001629  \
Epoch: 
\f1 [
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\f0  Elapsed 16m 27s (remain 22m 44s) Loss: 0.0043(0.0111) Grad: 10013.2500  LR: 0.00001628  \
Epoch: 
\f1 [
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\f0  Elapsed 16m 35s (remain 22m 36s) Loss: 0.0007(0.0110) Grad: 4000.6294  LR: 0.00001626  \
Epoch: 
\f1 [
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\f0  Elapsed 16m 44s (remain 22m 27s) Loss: 0.0070(0.0110) Grad: 9208.1611  LR: 0.00001624  \
Epoch: 
\f1 [
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\f0  Elapsed 16m 52s (remain 22m 19s) Loss: 0.0003(0.0109) Grad: 1057.3499  LR: 0.00001623  \
Epoch: 
\f1 [
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\f0  Elapsed 17m 0s (remain 22m 11s) Loss: 0.0473(0.0110) Grad: 63426.2344  LR: 0.00001621  \
Epoch: 
\f1 [
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\f0  Elapsed 17m 8s (remain 22m 3s) Loss: 0.0006(0.0109) Grad: 3177.5378  LR: 0.00001619  \
Epoch: 
\f1 [
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\f0  Elapsed 17m 16s (remain 21m 54s) Loss: 0.0348(0.0108) Grad: 36184.7031  LR: 0.00001617  \
Epoch: 
\f1 [
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\f0  Elapsed 17m 25s (remain 21m 46s) Loss: 0.0364(0.0108) Grad: 91737.5469  LR: 0.00001616  \
Epoch: 
\f1 [
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\f0  Elapsed 17m 33s (remain 21m 38s) Loss: 0.0047(0.0108) Grad: 7688.1958  LR: 0.00001614  \
Epoch: 
\f1 [
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\f0  Elapsed 17m 41s (remain 21m 30s) Loss: 0.0451(0.0108) Grad: 52646.9570  LR: 0.00001612  \
Epoch: 
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\f0  Elapsed 17m 49s (remain 21m 21s) Loss: 0.0242(0.0108) Grad: 55368.5508  LR: 0.00001610  \
Epoch: 
\f1 [
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\f0  Elapsed 17m 58s (remain 21m 13s) Loss: 0.0009(0.0108) Grad: 4884.0415  LR: 0.00001609  \
Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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\f0  Elapsed 22m 37s (remain 16m 34s) Loss: 0.0003(0.0105) Grad: 833.1274  LR: 0.00001548  \
Epoch: 
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\f0  Elapsed 22m 45s (remain 16m 25s) Loss: 0.0054(0.0105) Grad: 42379.2656  LR: 0.00001546  \
Epoch: 
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\f0  Elapsed 22m 54s (remain 16m 17s) Loss: 0.0749(0.0105) Grad: 46093.1680  LR: 0.00001544  \
Epoch: 
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\f0  Elapsed 23m 2s (remain 16m 9s) Loss: 0.0518(0.0105) Grad: 23025.0938  LR: 0.00001542  \
Epoch: 
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\f0  Elapsed 23m 10s (remain 16m 1s) Loss: 0.0001(0.0106) Grad: 206.8234  LR: 0.00001540  \
Epoch: 
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\f0  Elapsed 23m 18s (remain 15m 53s) Loss: 0.0002(0.0106) Grad: 568.9328  LR: 0.00001539  \
Epoch: 
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\f0  Elapsed 23m 27s (remain 15m 44s) Loss: 0.0026(0.0106) Grad: 21675.6328  LR: 0.00001537  \
Epoch: 
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\f0  Elapsed 23m 35s (remain 15m 36s) Loss: 0.0070(0.0106) Grad: 17421.7363  LR: 0.00001535  \
Epoch: 
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\f0  Elapsed 23m 43s (remain 15m 28s) Loss: 0.0000(0.0106) Grad: 111.8057  LR: 0.00001533  \
Epoch: 
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\f0  Elapsed 23m 51s (remain 15m 20s) Loss: 0.0131(0.0106) Grad: 24836.7930  LR: 0.00001531  \
Epoch: 
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\f0  Elapsed 24m 0s (remain 15m 12s) Loss: 0.0045(0.0106) Grad: 26463.9082  LR: 0.00001529  \
Epoch: 
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\f0  Elapsed 24m 8s (remain 15m 3s) Loss: 0.0046(0.0106) Grad: 30269.7305  LR: 0.00001527  \
Epoch: 
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\f0  Elapsed 24m 16s (remain 14m 55s) Loss: 0.0279(0.0106) Grad: 24057.2734  LR: 0.00001526  \
Epoch: 
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\f0  Elapsed 24m 24s (remain 14m 47s) Loss: 0.0001(0.0106) Grad: 380.1307  LR: 0.00001524  \
Epoch: 
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\f0  Elapsed 24m 32s (remain 14m 39s) Loss: 0.0004(0.0106) Grad: 8253.3271  LR: 0.00001522  \
Epoch: 
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\f0  Elapsed 24m 41s (remain 14m 30s) Loss: 0.0110(0.0106) Grad: 11050.6973  LR: 0.00001520  \
Epoch: 
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\f0  Elapsed 24m 49s (remain 14m 22s) Loss: 0.0197(0.0106) Grad: 34220.8789  LR: 0.00001518  \
Epoch: 
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\f0  Elapsed 24m 57s (remain 14m 14s) Loss: 0.0157(0.0106) Grad: 27277.4941  LR: 0.00001516  \
Epoch: 
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\f0  Elapsed 25m 5s (remain 14m 6s) Loss: 0.0053(0.0106) Grad: 8084.1885  LR: 0.00001514  \
Epoch: 
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\f0  Elapsed 25m 14s (remain 13m 58s) Loss: 0.0073(0.0106) Grad: 12944.2031  LR: 0.00001512  \
Epoch: 
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\f0  Elapsed 25m 22s (remain 13m 49s) Loss: 0.0002(0.0106) Grad: 581.2678  LR: 0.00001511  \
Epoch: 
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\f0  Elapsed 25m 30s (remain 13m 41s) Loss: 0.0000(0.0106) Grad: 128.6580  LR: 0.00001509  \
Epoch: 
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\f0  Elapsed 25m 38s (remain 13m 33s) Loss: 0.0033(0.0106) Grad: 12544.8438  LR: 0.00001507  \
Epoch: 
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\f0  Elapsed 25m 46s (remain 13m 25s) Loss: 0.0083(0.0106) Grad: 17793.4297  LR: 0.00001505  \
Epoch: 
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\f0  Elapsed 25m 55s (remain 13m 16s) Loss: 0.0004(0.0106) Grad: 1922.6858  LR: 0.00001503  \
Epoch: 
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\f0  Elapsed 26m 3s (remain 13m 8s) Loss: 0.0002(0.0106) Grad: 2825.9607  LR: 0.00001501  \
Epoch: 
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\f0  Elapsed 26m 11s (remain 13m 0s) Loss: 0.0370(0.0106) Grad: 16037.9102  LR: 0.00001499  \
Epoch: 
\f1 [
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\f0  Elapsed 26m 19s (remain 12m 52s) Loss: 0.0166(0.0106) Grad: 10167.0508  LR: 0.00001497  \
Epoch: 
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\f0  Elapsed 26m 27s (remain 12m 43s) Loss: 0.0081(0.0106) Grad: 23203.1895  LR: 0.00001495  \
Epoch: 
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\f0  Elapsed 26m 36s (remain 12m 35s) Loss: 0.0052(0.0106) Grad: 16298.3633  LR: 0.00001493  \
Epoch: 
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\f0  Elapsed 26m 44s (remain 12m 27s) Loss: 0.0011(0.0106) Grad: 8664.0205  LR: 0.00001492  \
Epoch: 
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\f0  Elapsed 26m 52s (remain 12m 19s) Loss: 0.0341(0.0106) Grad: 36331.7539  LR: 0.00001490  \
Epoch: 
\f1 [
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\f0  Elapsed 27m 0s (remain 12m 11s) Loss: 0.0015(0.0106) Grad: 6630.9214  LR: 0.00001488  \
Epoch: 
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\f0  Elapsed 27m 9s (remain 12m 2s) Loss: 0.0087(0.0106) Grad: 17997.8125  LR: 0.00001486  \
Epoch: 
\f1 [
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\f0  Elapsed 27m 17s (remain 11m 54s) Loss: 0.0000(0.0105) Grad: 32.9164  LR: 0.00001484  \
Epoch: 
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\f0  Elapsed 27m 25s (remain 11m 46s) Loss: 0.0001(0.0105) Grad: 1248.3507  LR: 0.00001482  \
Epoch: 
\f1 [
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\f0  Elapsed 27m 33s (remain 11m 38s) Loss: 0.0002(0.0105) Grad: 4585.3018  LR: 0.00001480  \
Epoch: 
\f1 [
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\f0  Elapsed 27m 41s (remain 11m 29s) Loss: 0.0035(0.0105) Grad: 22824.5449  LR: 0.00001478  \
Epoch: 
\f1 [
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\f0  Elapsed 27m 50s (remain 11m 21s) Loss: 0.0064(0.0105) Grad: 42374.9141  LR: 0.00001476  \
Epoch: 
\f1 [
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\f0  Elapsed 27m 58s (remain 11m 13s) Loss: 0.0110(0.0105) Grad: 66638.7266  LR: 0.00001474  \
Epoch: 
\f1 [
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\f0  Elapsed 28m 6s (remain 11m 5s) Loss: 0.0143(0.0104) Grad: 122082.2344  LR: 0.00001472  \
Epoch: 
\f1 [
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\f0  Elapsed 28m 14s (remain 10m 57s) Loss: 0.0252(0.0105) Grad: 174475.0469  LR: 0.00001470  \
Epoch: 
\f1 [
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\f0  Elapsed 28m 23s (remain 10m 48s) Loss: 0.0143(0.0105) Grad: 75483.5469  LR: 0.00001468  \
Epoch: 
\f1 [
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\f0  Elapsed 28m 31s (remain 10m 40s) Loss: 0.0143(0.0105) Grad: 40425.6172  LR: 0.00001466  \
Epoch: 
\f1 [
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\f0  Elapsed 28m 39s (remain 10m 32s) Loss: 0.0025(0.0105) Grad: 17604.7812  LR: 0.00001465  \
Epoch: 
\f1 [
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\f0  Elapsed 28m 47s (remain 10m 24s) Loss: 0.0016(0.0105) Grad: 77469.4453  LR: 0.00001463  \
Epoch: 
\f1 [
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\f0  Elapsed 28m 55s (remain 10m 15s) Loss: 0.0086(0.0105) Grad: 11172.0420  LR: 0.00001461  \
Epoch: 
\f1 [
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\f0  Elapsed 29m 4s (remain 10m 7s) Loss: 0.0000(0.0105) Grad: 138.4774  LR: 0.00001459  \
Epoch: 
\f1 [
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\f0  Elapsed 29m 12s (remain 9m 59s) Loss: 0.0001(0.0104) Grad: 388.9371  LR: 0.00001457  \
Epoch: 
\f1 [
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\f0  Elapsed 29m 20s (remain 9m 51s) Loss: 0.0029(0.0104) Grad: 13105.0645  LR: 0.00001455  \
Epoch: 
\f1 [
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\f0  Elapsed 29m 28s (remain 9m 43s) Loss: 0.0001(0.0104) Grad: 431.6737  LR: 0.00001453  \
Epoch: 
\f1 [
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\f0  Elapsed 29m 36s (remain 9m 34s) Loss: 0.0016(0.0104) Grad: 15991.5527  LR: 0.00001451  \
Epoch: 
\f1 [
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\f0  Elapsed 29m 45s (remain 9m 26s) Loss: 0.0086(0.0104) Grad: 29535.8594  LR: 0.00001449  \
Epoch: 
\f1 [
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\f0  Elapsed 29m 53s (remain 9m 18s) Loss: 0.0057(0.0104) Grad: 44367.1758  LR: 0.00001447  \
Epoch: 
\f1 [
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\f0  Elapsed 30m 1s (remain 9m 10s) Loss: 0.0002(0.0103) Grad: 3249.1726  LR: 0.00001445  \
Epoch: 
\f1 [
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\f0  Elapsed 30m 9s (remain 9m 1s) Loss: 0.0000(0.0103) Grad: 106.8383  LR: 0.00001443  \
Epoch: 
\f1 [
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\f0  Elapsed 30m 18s (remain 8m 53s) Loss: 0.0048(0.0103) Grad: 67676.2422  LR: 0.00001441  \
Epoch: 
\f1 [
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\f0  Elapsed 30m 34s (remain 8m 37s) Loss: 0.0195(0.0103) Grad: 159588.6250  LR: 0.00001437  \
Epoch: 
\f1 [
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\f0  Elapsed 30m 42s (remain 8m 29s) Loss: 0.0003(0.0103) Grad: 2842.6816  LR: 0.00001435  \
Epoch: 
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\f0  Elapsed 30m 51s (remain 8m 20s) Loss: 0.0011(0.0103) Grad: 19795.1191  LR: 0.00001433  \
Epoch: 
\f1 [
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\f0  Elapsed 30m 59s (remain 8m 12s) Loss: 0.0000(0.0102) Grad: 37.9942  LR: 0.00001431  \
Epoch: 
\f1 [
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\f0  Elapsed 31m 7s (remain 8m 4s) Loss: 0.0147(0.0102) Grad: 60991.3555  LR: 0.00001429  \
Epoch: 
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\f0  Elapsed 31m 15s (remain 7m 56s) Loss: 0.0161(0.0103) Grad: 204392.3906  LR: 0.00001427  \
Epoch: 
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\f0  Elapsed 31m 23s (remain 7m 47s) Loss: 0.0039(0.0103) Grad: 59803.1641  LR: 0.00001425  \
Epoch: 
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\f0  Elapsed 31m 32s (remain 7m 39s) Loss: 0.0140(0.0103) Grad: 32488.1934  LR: 0.00001423  \
Epoch: 
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\f0  Elapsed 31m 40s (remain 7m 31s) Loss: 0.0007(0.0103) Grad: 10073.2637  LR: 0.00001421  \
Epoch: 
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\f0  Elapsed 31m 48s (remain 7m 23s) Loss: 0.0436(0.0103) Grad: 431214.5312  LR: 0.00001419  \
Epoch: 
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\f0  Elapsed 31m 56s (remain 7m 15s) Loss: 0.0416(0.0103) Grad: 160183.2031  LR: 0.00001417  \
Epoch: 
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\f0  Elapsed 32m 5s (remain 7m 6s) Loss: 0.0001(0.0103) Grad: 380.1249  LR: 0.00001415  \
Epoch: 
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\f0  Elapsed 32m 13s (remain 6m 58s) Loss: 0.0137(0.0103) Grad: 23118.1934  LR: 0.00001413  \
Epoch: 
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\f0  Elapsed 32m 21s (remain 6m 50s) Loss: 0.0137(0.0103) Grad: 38524.5703  LR: 0.00001411  \
Epoch: 
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\f0  Elapsed 32m 29s (remain 6m 42s) Loss: 0.0000(0.0103) Grad: 263.7310  LR: 0.00001409  \
Epoch: 
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\f0  Elapsed 32m 37s (remain 6m 33s) Loss: 0.0001(0.0103) Grad: 1015.2078  LR: 0.00001407  \
Epoch: 
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\f0  Elapsed 32m 46s (remain 6m 25s) Loss: 0.0245(0.0104) Grad: 71501.4062  LR: 0.00001405  \
Epoch: 
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\f0  Elapsed 32m 54s (remain 6m 17s) Loss: 0.0007(0.0103) Grad: 6263.2798  LR: 0.00001403  \
Epoch: 
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\f0  Elapsed 33m 2s (remain 6m 9s) Loss: 0.0658(0.0103) Grad: 132708.2188  LR: 0.00001401  \
Epoch: 
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\f0  Elapsed 33m 10s (remain 6m 0s) Loss: 0.0014(0.0103) Grad: 16558.8047  LR: 0.00001399  \
Epoch: 
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\f0  Elapsed 33m 19s (remain 5m 52s) Loss: 0.0000(0.0103) Grad: 479.8751  LR: 0.00001397  \
Epoch: 
\f1 [
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\f0  Elapsed 33m 27s (remain 5m 44s) Loss: 0.0007(0.0103) Grad: 6967.9131  LR: 0.00001395  \
Epoch: 
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\f0  Elapsed 33m 35s (remain 5m 36s) Loss: 0.0000(0.0103) Grad: 220.6959  LR: 0.00001393  \
Epoch: 
\f1 [
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\f0  Elapsed 33m 43s (remain 5m 28s) Loss: 0.0004(0.0103) Grad: 3191.0544  LR: 0.00001391  \
Epoch: 
\f1 [
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\f0  Elapsed 33m 51s (remain 5m 19s) Loss: 0.0171(0.0103) Grad: 39215.8906  LR: 0.00001389  \
Epoch: 
\f1 [
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\f0  Elapsed 34m 0s (remain 5m 11s) Loss: 0.0116(0.0103) Grad: 54663.1836  LR: 0.00001387  \
Epoch: 
\f1 [
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\f1 ]
\f0  Elapsed 34m 8s (remain 5m 3s) Loss: 0.0442(0.0103) Grad: 35941.0195  LR: 0.00001385  \
Epoch: 
\f1 [
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\f1 ]
\f0  Elapsed 34m 16s (remain 4m 55s) Loss: 0.0000(0.0103) Grad: 59.6037  LR: 0.00001383  \
Epoch: 
\f1 [
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\f1 ]
\f0  Elapsed 34m 24s (remain 4m 46s) Loss: 0.0295(0.0103) Grad: 80968.7812  LR: 0.00001381  \
Epoch: 
\f1 [
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\f1 ]
\f0  Elapsed 34m 32s (remain 4m 38s) Loss: 0.0002(0.0103) Grad: 1725.4617  LR: 0.00001379  \
Epoch: 
\f1 [
\f0 2
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\f1 ]
\f0  Elapsed 34m 41s (remain 4m 30s) Loss: 0.0132(0.0103) Grad: 107668.9453  LR: 0.00001377  \
Epoch: 
\f1 [
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\f1 ]
\f0  Elapsed 34m 49s (remain 4m 22s) Loss: 0.0022(0.0103) Grad: 21346.2578  LR: 0.00001375  \
Epoch: 
\f1 [
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\f1 ]
\f0  Elapsed 34m 57s (remain 4m 14s) Loss: 0.0085(0.0103) Grad: 125479.5469  LR: 0.00001373  \
Epoch: 
\f1 [
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\f1 ]
\f0  Elapsed 35m 5s (remain 4m 5s) Loss: 0.0005(0.0103) Grad: 14453.9082  LR: 0.00001371  \
Epoch: 
\f1 [
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\f1 ]
\f0  Elapsed 35m 14s (remain 3m 57s) Loss: 0.0151(0.0103) Grad: 97528.0391  LR: 0.00001369  \
Epoch: 
\f1 [
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\f1 ]
\f0  Elapsed 35m 22s (remain 3m 49s) Loss: 0.0223(0.0103) Grad: 24084.2344  LR: 0.00001367  \
Epoch: 
\f1 [
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\f1 ]
\f0  Elapsed 35m 30s (remain 3m 41s) Loss: 0.0114(0.0103) Grad: 33226.2188  LR: 0.00001365  \
Epoch: 
\f1 [
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\f1 ]
\f0  Elapsed 35m 38s (remain 3m 32s) Loss: 0.0205(0.0104) Grad: 143238.3125  LR: 0.00001363  \
Epoch: 
\f1 [
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\f1 ]
\f0  Elapsed 35m 47s (remain 3m 24s) Loss: 0.0159(0.0104) Grad: 42873.0273  LR: 0.00001361  \
Epoch: 
\f1 [
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\f1 ]
\f0  Elapsed 35m 55s (remain 3m 16s) Loss: 0.0186(0.0104) Grad: 74810.5078  LR: 0.00001359  \
Epoch: 
\f1 [
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\f1 ]
\f0  Elapsed 36m 3s (remain 3m 8s) Loss: 0.0061(0.0104) Grad: 34483.6875  LR: 0.00001356  \
Epoch: 
\f1 [
\f0 2
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\f1 ]
\f0  Elapsed 36m 11s (remain 3m 0s) Loss: 0.0006(0.0103) Grad: 15489.0078  LR: 0.00001354  \
Epoch: 
\f1 [
\f0 2
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\f1 ]
\f0  Elapsed 36m 19s (remain 2m 51s) Loss: 0.0000(0.0104) Grad: 75.9061  LR: 0.00001352  \
Epoch: 
\f1 [
\f0 2
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\f1 ]
\f0  Elapsed 36m 28s (remain 2m 43s) Loss: 0.0020(0.0103) Grad: 23337.6992  LR: 0.00001350  \
Epoch: 
\f1 [
\f0 2
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\f1 ]
\f0  Elapsed 36m 36s (remain 2m 35s) Loss: 0.0009(0.0103) Grad: 6542.1191  LR: 0.00001348  \
Epoch: 
\f1 [
\f0 2
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\f1 ]
\f0  Elapsed 36m 44s (remain 2m 27s) Loss: 0.0001(0.0103) Grad: 3094.3455  LR: 0.00001346  \
Epoch: 
\f1 [
\f0 2
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\f1 ]
\f0  Elapsed 36m 52s (remain 2m 18s) Loss: 0.0001(0.0104) Grad: 1383.7333  LR: 0.00001344  \
Epoch: 
\f1 [
\f0 2
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\f1 ]
\f0  Elapsed 37m 1s (remain 2m 10s) Loss: 0.0004(0.0105) Grad: 6394.5142  LR: 0.00001342  \
Epoch: 
\f1 [
\f0 2
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\f1 ]
\f0  Elapsed 37m 9s (remain 2m 2s) Loss: 0.0001(0.0105) Grad: 2017.6266  LR: 0.00001340  \
Epoch: 
\f1 [
\f0 2
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\f1 ]
\f0  Elapsed 37m 17s (remain 1m 54s) Loss: 0.0000(0.0105) Grad: 44.2732  LR: 0.00001338  \
Epoch: 
\f1 [
\f0 2
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\f1 ]
\f0  Elapsed 37m 25s (remain 1m 46s) Loss: 0.0307(0.0105) Grad: 976642.4375  LR: 0.00001336  \
Epoch: 
\f1 [
\f0 2
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\f1 ]
\f0  Elapsed 37m 34s (remain 1m 37s) Loss: 0.0012(0.0105) Grad: 23103.9531  LR: 0.00001334  \
Epoch: 
\f1 [
\f0 2
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\f1 ]
\f0  Elapsed 37m 42s (remain 1m 29s) Loss: 0.0184(0.0105) Grad: 50454.2578  LR: 0.00001332  \
Epoch: 
\f1 [
\f0 2
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\f1 ]
\f0  Elapsed 37m 50s (remain 1m 21s) Loss: 0.0160(0.0105) Grad: 118450.9219  LR: 0.00001330  \
Epoch: 
\f1 [
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\f1 ]
\f0  Elapsed 37m 58s (remain 1m 13s) Loss: 0.0336(0.0105) Grad: 122437.9609  LR: 0.00001328  \
Epoch: 
\f1 [
\f0 2
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\f1 ]
\f0  Elapsed 38m 7s (remain 1m 4s) Loss: 0.0020(0.0105) Grad: 20332.9902  LR: 0.00001325  \
Epoch: 
\f1 [
\f0 2
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\f1 ]
\f0  Elapsed 38m 15s (remain 0m 56s) Loss: 0.0136(0.0105) Grad: 35835.5312  LR: 0.00001323  \
Epoch: 
\f1 [
\f0 2
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\f1 ]
\f0  Elapsed 38m 23s (remain 0m 48s) Loss: 0.0111(0.0105) Grad: 63160.8008  LR: 0.00001321  \
Epoch: 
\f1 [
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\f1 ]
\f0  Elapsed 38m 31s (remain 0m 40s) Loss: 0.0307(0.0105) Grad: 44112.7656  LR: 0.00001319  \
Epoch: 
\f1 [
\f0 2
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\f1 ]
\f0  Elapsed 38m 40s (remain 0m 32s) Loss: 0.0163(0.0105) Grad: 28597.2500  LR: 0.00001317  \
Epoch: 
\f1 [
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\f1 ]
\f0  Elapsed 38m 48s (remain 0m 23s) Loss: 0.0133(0.0104) Grad: 27129.1035  LR: 0.00001315  \
Epoch: 
\f1 [
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\f1 ]
\f0  Elapsed 38m 56s (remain 0m 15s) Loss: 0.0180(0.0104) Grad: 96171.1953  LR: 0.00001313  \
Epoch: 
\f1 [
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\f1 ]
\f0  Elapsed 39m 4s (remain 0m 7s) Loss: 0.0000(0.0104) Grad: 305.8501  LR: 0.00001311  \
Epoch: 
\f1 [
\f0 2
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\f1 ]
\f0  Elapsed 39m 12s (remain 0m 0s) Loss: 0.0176(0.0104) Grad: 58379.3242  LR: 0.00001309  \
EVAL: 
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\f0  Elapsed 0m 0s (remain 5m 10s) Loss: 0.0005(0.0005) \
EVAL: 
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\f0  Elapsed 0m 2s (remain 3m 2s) Loss: 0.0000(0.0168) \
EVAL: 
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\f0  Elapsed 0m 5s (remain 2m 53s) Loss: 0.0005(0.0149) \
EVAL: 
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\f0  Elapsed 0m 7s (remain 2m 49s) Loss: 0.0253(0.0140) \
EVAL: 
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\f0  Elapsed 0m 10s (remain 2m 45s) Loss: 0.0300(0.0142) \
EVAL: 
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\f0  Elapsed 0m 12s (remain 2m 42s) Loss: 0.0000(0.0148) \
EVAL: 
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\f0  Elapsed 0m 14s (remain 2m 39s) Loss: 0.0043(0.0150) \
EVAL: 
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\f0  Elapsed 0m 17s (remain 2m 36s) Loss: 0.0156(0.0142) \
EVAL: 
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\f0  Elapsed 0m 19s (remain 2m 33s) Loss: 0.0002(0.0161) \
EVAL: 
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\f0  Elapsed 0m 22s (remain 2m 31s) Loss: 0.0003(0.0160) \
EVAL: 
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\f0  Elapsed 0m 24s (remain 2m 28s) Loss: 0.0070(0.0161) \
EVAL: 
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\f0  Elapsed 0m 26s (remain 2m 26s) Loss: 0.0046(0.0158) \
EVAL: 
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\f0  Elapsed 0m 29s (remain 2m 24s) Loss: 0.0000(0.0164) \
EVAL: 
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\f0  Elapsed 0m 31s (remain 2m 21s) Loss: 0.0007(0.0157) \
EVAL: 
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\f0  Elapsed 0m 34s (remain 2m 19s) Loss: 0.0000(0.0154) \
EVAL: 
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\f0  Elapsed 0m 36s (remain 2m 16s) Loss: 0.0123(0.0156) \
EVAL: 
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\f0  Elapsed 0m 39s (remain 2m 14s) Loss: 0.0892(0.0156) \
EVAL: 
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\f0  Elapsed 0m 41s (remain 2m 11s) Loss: 0.0000(0.0160) \
EVAL: 
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\f0  Elapsed 0m 43s (remain 2m 9s) Loss: 0.0005(0.0154) \
EVAL: 
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\f0  Elapsed 0m 46s (remain 2m 6s) Loss: 0.0003(0.0175) \
EVAL: 
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\f0  Elapsed 0m 48s (remain 2m 4s) Loss: 0.0005(0.0170) \
EVAL: 
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\f0  Elapsed 0m 51s (remain 2m 2s) Loss: 0.0006(0.0170) \
EVAL: 
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\f0  Elapsed 0m 53s (remain 1m 59s) Loss: 0.0809(0.0171) \
EVAL: 
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\f0  Elapsed 0m 55s (remain 1m 57s) Loss: 0.0280(0.0170) \
EVAL: 
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\f0  Elapsed 0m 58s (remain 1m 54s) Loss: 0.0167(0.0170) \
EVAL: 
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\f0  Elapsed 1m 0s (remain 1m 52s) Loss: 0.0089(0.0167) \
EVAL: 
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\f0  Elapsed 1m 3s (remain 1m 49s) Loss: 0.0002(0.0162) \
EVAL: 
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\f0  Elapsed 1m 5s (remain 1m 47s) Loss: 0.0035(0.0161) \
EVAL: 
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\f0  Elapsed 1m 8s (remain 1m 45s) Loss: 0.0086(0.0158) \
EVAL: 
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\f0  Elapsed 1m 10s (remain 1m 42s) Loss: 0.0356(0.0155) \
EVAL: 
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\f0  Elapsed 1m 12s (remain 1m 40s) Loss: 0.0000(0.0152) \
EVAL: 
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\f0  Elapsed 1m 15s (remain 1m 37s) Loss: 0.0051(0.0151) \
EVAL: 
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EVAL: 
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\f0  Elapsed 1m 20s (remain 1m 32s) Loss: 0.0413(0.0148) \
EVAL: 
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\f0  Elapsed 1m 22s (remain 1m 30s) Loss: 0.0103(0.0150) \
EVAL: 
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\f0  Elapsed 1m 24s (remain 1m 28s) Loss: 0.0022(0.0149) \
EVAL: 
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\f0  Elapsed 1m 27s (remain 1m 25s) Loss: 0.0152(0.0148) \
EVAL: 
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\f0  Elapsed 1m 29s (remain 1m 23s) Loss: 0.1059(0.0157) \
EVAL: 
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\f0  Elapsed 1m 32s (remain 1m 20s) Loss: 0.0195(0.0159) \
EVAL: 
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\f0  Elapsed 1m 34s (remain 1m 18s) Loss: 0.0442(0.0159) \
EVAL: 
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\f0  Elapsed 1m 37s (remain 1m 16s) Loss: 0.0194(0.0162) \
EVAL: 
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\f0  Elapsed 1m 39s (remain 1m 13s) Loss: 0.0722(0.0167) \
EVAL: 
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\f0  Elapsed 1m 41s (remain 1m 11s) Loss: 0.0369(0.0168) \
EVAL: 
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\f0  Elapsed 1m 44s (remain 1m 8s) Loss: 0.0000(0.0169) \
EVAL: 
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\f0  Elapsed 1m 46s (remain 1m 6s) Loss: 0.0097(0.0167) \
EVAL: 
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\f0  Elapsed 1m 49s (remain 1m 3s) Loss: 0.0003(0.0165) \
EVAL: 
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\f0  Elapsed 1m 51s (remain 1m 1s) Loss: 0.0001(0.0163) \
EVAL: 
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\f0  Elapsed 1m 53s (remain 0m 59s) Loss: 0.0982(0.0166) \
EVAL: 
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\f0  Elapsed 1m 56s (remain 0m 56s) Loss: 0.0003(0.0168) \
EVAL: 
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\f0  Elapsed 1m 58s (remain 0m 54s) Loss: 0.0099(0.0167) \
EVAL: 
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\f0  Elapsed 2m 1s (remain 0m 51s) Loss: 0.0001(0.0165) \
EVAL: 
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\pard\pardeftab720\qr\partightenfactor0
\cf0 \cb1 \
\pard\pardeftab720\partightenfactor0
\cf0 \cb2 Epoch 2 - avg_train_loss: 0.0104  avg_val_loss: 0.0147  time: 2528s\
Epoch 2 - Score: 0.8786\
Epoch 2 - Save Best Score: 0.8786 Model\
\pard\pardeftab720\qr\partightenfactor0
\cf0 \cb1 \
\pard\pardeftab720\partightenfactor0
\cf0 \cb2 Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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\f0  Elapsed 7m 0s (remain 32m 13s) Loss: 0.0011(0.0084) Grad: 28218.1055  LR: 0.00001201  \
Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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\f0  Elapsed 15m 30s (remain 23m 42s) Loss: 0.0073(0.0088) Grad: 72865.1562  LR: 0.00001066  \
Epoch: 
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\f0  Elapsed 15m 38s (remain 23m 33s) Loss: 0.0002(0.0088) Grad: 638.2882  LR: 0.00001063  \
Epoch: 
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\f0  Elapsed 15m 46s (remain 23m 25s) Loss: 0.0007(0.0088) Grad: 6066.4736  LR: 0.00001061  \
Epoch: 
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\f0  Elapsed 15m 54s (remain 23m 17s) Loss: 0.0011(0.0088) Grad: 33647.3320  LR: 0.00001059  \
Epoch: 
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\f0  Elapsed 16m 3s (remain 23m 9s) Loss: 0.0074(0.0089) Grad: 16225.6172  LR: 0.00001057  \
Epoch: 
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\f0  Elapsed 16m 11s (remain 23m 1s) Loss: 0.0084(0.0089) Grad: 31131.2324  LR: 0.00001055  \
Epoch: 
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\f0  Elapsed 16m 19s (remain 22m 52s) Loss: 0.0193(0.0088) Grad: 30878.0371  LR: 0.00001052  \
Epoch: 
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\f0  Elapsed 16m 27s (remain 22m 44s) Loss: 0.0003(0.0088) Grad: 1098.5291  LR: 0.00001050  \
Epoch: 
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\f0  Elapsed 16m 36s (remain 22m 36s) Loss: 0.0000(0.0088) Grad: 62.8976  LR: 0.00001048  \
Epoch: 
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\f0  Elapsed 16m 44s (remain 22m 28s) Loss: 0.0103(0.0087) Grad: 61295.6562  LR: 0.00001046  \
Epoch: 
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\f0  Elapsed 16m 52s (remain 22m 19s) Loss: 0.0417(0.0088) Grad: 24196.8457  LR: 0.00001044  \
Epoch: 
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\f0  Elapsed 17m 0s (remain 22m 11s) Loss: 0.0000(0.0089) Grad: 435.5636  LR: 0.00001042  \
Epoch: 
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\f0  Elapsed 17m 9s (remain 22m 3s) Loss: 0.0003(0.0089) Grad: 1465.9934  LR: 0.00001039  \
Epoch: 
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\f0  Elapsed 17m 17s (remain 21m 55s) Loss: 0.0003(0.0089) Grad: 1302.4626  LR: 0.00001037  \
Epoch: 
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\f0  Elapsed 17m 25s (remain 21m 46s) Loss: 0.0012(0.0088) Grad: 11521.3057  LR: 0.00001035  \
Epoch: 
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\f0  Elapsed 17m 33s (remain 21m 38s) Loss: 0.0001(0.0089) Grad: 405.5623  LR: 0.00001033  \
Epoch: 
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\f0  Elapsed 17m 41s (remain 21m 30s) Loss: 0.0069(0.0089) Grad: 23314.6953  LR: 0.00001031  \
Epoch: 
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\f0  Elapsed 17m 50s (remain 21m 22s) Loss: 0.0000(0.0089) Grad: 42.6962  LR: 0.00001028  \
Epoch: 
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\f0  Elapsed 17m 58s (remain 21m 14s) Loss: 0.0000(0.0090) Grad: 164.4010  LR: 0.00001026  \
Epoch: 
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\f0  Elapsed 18m 6s (remain 21m 5s) Loss: 0.0015(0.0090) Grad: 7320.0415  LR: 0.00001024  \
Epoch: 
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\f0  Elapsed 18m 14s (remain 20m 57s) Loss: 0.0286(0.0090) Grad: 42016.8125  LR: 0.00001022  \
Epoch: 
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\f0  Elapsed 18m 23s (remain 20m 49s) Loss: 0.0001(0.0091) Grad: 1027.7874  LR: 0.00001020  \
Epoch: 
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\f0  Elapsed 18m 31s (remain 20m 41s) Loss: 0.0086(0.0091) Grad: 26204.6777  LR: 0.00001017  \
Epoch: 
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\f0  Elapsed 18m 39s (remain 20m 32s) Loss: 0.0101(0.0090) Grad: 24985.2148  LR: 0.00001015  \
Epoch: 
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\f0  Elapsed 18m 47s (remain 20m 24s) Loss: 0.0001(0.0090) Grad: 162.5712  LR: 0.00001013  \
Epoch: 
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\f0  Elapsed 18m 55s (remain 20m 16s) Loss: 0.0007(0.0091) Grad: 5525.7192  LR: 0.00001011  \
Epoch: 
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\f0  Elapsed 19m 4s (remain 20m 8s) Loss: 0.0027(0.0091) Grad: 7053.1987  LR: 0.00001009  \
Epoch: 
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\f0  Elapsed 19m 12s (remain 20m 0s) Loss: 0.0162(0.0091) Grad: 89682.3906  LR: 0.00001006  \
Epoch: 
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\f0  Elapsed 19m 20s (remain 19m 51s) Loss: 0.0000(0.0091) Grad: 110.9868  LR: 0.00001004  \
Epoch: 
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\f0  Elapsed 19m 28s (remain 19m 43s) Loss: 0.0032(0.0091) Grad: 10857.6914  LR: 0.00001002  \
Epoch: 
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\f0  Elapsed 19m 53s (remain 19m 18s) Loss: 0.0002(0.0090) Grad: 1050.4896  LR: 0.00000995  \
Epoch: 
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\f0  Elapsed 20m 1s (remain 19m 10s) Loss: 0.0001(0.0090) Grad: 306.7545  LR: 0.00000993  \
Epoch: 
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\f0  Elapsed 20m 9s (remain 19m 2s) Loss: 0.0001(0.0090) Grad: 314.9172  LR: 0.00000991  \
Epoch: 
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\f0  Elapsed 20m 18s (remain 18m 54s) Loss: 0.0001(0.0090) Grad: 560.1401  LR: 0.00000989  \
Epoch: 
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\f0  Elapsed 20m 26s (remain 18m 46s) Loss: 0.0000(0.0089) Grad: 68.4547  LR: 0.00000987  \
Epoch: 
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\f0  Elapsed 20m 34s (remain 18m 37s) Loss: 0.0047(0.0089) Grad: 13719.4795  LR: 0.00000984  \
Epoch: 
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\f0  Elapsed 20m 42s (remain 18m 29s) Loss: 0.1273(0.0091) Grad: 132713.2500  LR: 0.00000982  \
Epoch: 
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\f0  Elapsed 20m 51s (remain 18m 21s) Loss: 0.0005(0.0091) Grad: 2445.2295  LR: 0.00000980  \
Epoch: 
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\f0  Elapsed 20m 59s (remain 18m 13s) Loss: 0.0125(0.0092) Grad: 43317.0586  LR: 0.00000978  \
Epoch: 
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\f0  Elapsed 21m 7s (remain 18m 4s) Loss: 0.0001(0.0092) Grad: 319.6932  LR: 0.00000976  \
Epoch: 
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\f0  Elapsed 21m 15s (remain 17m 56s) Loss: 0.0096(0.0092) Grad: 57598.9336  LR: 0.00000973  \
Epoch: 
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\f0  Elapsed 21m 23s (remain 17m 48s) Loss: 0.0042(0.0092) Grad: 13511.5303  LR: 0.00000971  \
Epoch: 
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\f0  Elapsed 21m 32s (remain 17m 40s) Loss: 0.0023(0.0092) Grad: 14573.9824  LR: 0.00000969  \
Epoch: 
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\f0  Elapsed 21m 40s (remain 17m 32s) Loss: 0.0000(0.0092) Grad: 94.2378  LR: 0.00000967  \
Epoch: 
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\f0  Elapsed 21m 48s (remain 17m 23s) Loss: 0.0006(0.0092) Grad: 2438.0640  LR: 0.00000965  \
Epoch: 
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\f0  Elapsed 21m 56s (remain 17m 15s) Loss: 0.0204(0.0092) Grad: 51785.2852  LR: 0.00000962  \
Epoch: 
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\f0  Elapsed 22m 5s (remain 17m 7s) Loss: 0.0403(0.0091) Grad: 75713.3828  LR: 0.00000960  \
Epoch: 
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\f0  Elapsed 22m 13s (remain 16m 59s) Loss: 0.0086(0.0092) Grad: 93811.0781  LR: 0.00000958  \
Epoch: 
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\f0  Elapsed 22m 21s (remain 16m 50s) Loss: 0.0152(0.0091) Grad: 15815.3867  LR: 0.00000956  \
Epoch: 
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\f0  Elapsed 22m 29s (remain 16m 42s) Loss: 0.0000(0.0091) Grad: 72.0157  LR: 0.00000954  \
Epoch: 
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\f0  Elapsed 22m 37s (remain 16m 34s) Loss: 0.0005(0.0091) Grad: 2682.7231  LR: 0.00000951  \
Epoch: 
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\f0  Elapsed 22m 46s (remain 16m 26s) Loss: 0.0002(0.0091) Grad: 2255.3555  LR: 0.00000949  \
Epoch: 
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\f0  Elapsed 22m 54s (remain 16m 17s) Loss: 0.0000(0.0090) Grad: 91.9581  LR: 0.00000947  \
Epoch: 
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\f0  Elapsed 23m 2s (remain 16m 9s) Loss: 0.0061(0.0090) Grad: 8783.1924  LR: 0.00000945  \
Epoch: 
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\f0  Elapsed 23m 10s (remain 16m 1s) Loss: 0.0317(0.0091) Grad: 43409.0586  LR: 0.00000943  \
Epoch: 
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\f0  Elapsed 23m 19s (remain 15m 53s) Loss: 0.0025(0.0091) Grad: 27375.2188  LR: 0.00000940  \
Epoch: 
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\f0  Elapsed 23m 27s (remain 15m 44s) Loss: 0.0000(0.0091) Grad: 111.8433  LR: 0.00000938  \
Epoch: 
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\f0  Elapsed 23m 35s (remain 15m 36s) Loss: 0.0017(0.0090) Grad: 17802.9902  LR: 0.00000936  \
Epoch: 
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\f0  Elapsed 23m 43s (remain 15m 28s) Loss: 0.0018(0.0090) Grad: 4849.6309  LR: 0.00000934  \
Epoch: 
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\f0  Elapsed 23m 51s (remain 15m 20s) Loss: 0.0064(0.0090) Grad: 26235.2031  LR: 0.00000932  \
Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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\f0  Elapsed 31m 56s (remain 7m 15s) Loss: 0.0029(0.0089) Grad: 48682.2031  LR: 0.00000803  \
Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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\f0  Elapsed 33m 43s (remain 5m 28s) Loss: 0.0334(0.0089) Grad: 114802.2656  LR: 0.00000775  \
Epoch: 
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\f0  Elapsed 33m 52s (remain 5m 19s) Loss: 0.0300(0.0090) Grad: 157473.2031  LR: 0.00000773  \
Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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\f0  Elapsed 38m 15s (remain 0m 56s) Loss: 0.0000(0.0091) Grad: 217.3680  LR: 0.00000705  \
Epoch: 
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\f0  Elapsed 38m 23s (remain 0m 48s) Loss: 0.0000(0.0091) Grad: 189.2264  LR: 0.00000703  \
Epoch: 
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\f0  Elapsed 38m 31s (remain 0m 40s) Loss: 0.0000(0.0091) Grad: 41.8296  LR: 0.00000701  \
Epoch: 
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\f0  Elapsed 38m 39s (remain 0m 32s) Loss: 0.0005(0.0091) Grad: 12659.5000  LR: 0.00000699  \
Epoch: 
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Epoch: 
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\f0  Elapsed 38m 56s (remain 0m 15s) Loss: 0.0035(0.0091) Grad: 16507.1016  LR: 0.00000695  \
Epoch: 
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Epoch: 
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\pard\pardeftab720\qr\partightenfactor0
\cf0 \cb1 \
\pard\pardeftab720\partightenfactor0
\cf0 \cb2 Epoch 3 - avg_train_loss: 0.0091  avg_val_loss: 0.0156  time: 2528s\
Epoch 3 - Score: 0.8796\
Epoch 3 - Save Best Score: 0.8796 Model\
\pard\pardeftab720\qr\partightenfactor0
\cf0 \cb1 \
\pard\pardeftab720\partightenfactor0
\cf0 \cb2 Epoch: 
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\f0  Elapsed 0m 1s (remain 56m 43s) Loss: 0.0016(0.0016) Grad: 11066.7217  LR: 0.00000691  \
Epoch: 
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\f0  Elapsed 0m 9s (remain 40m 38s) Loss: 0.0000(0.0089) Grad: 73.3822  LR: 0.00000689  \
Epoch: 
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\f0  Elapsed 0m 17s (remain 39m 51s) Loss: 0.0002(0.0061) Grad: 1293.4801  LR: 0.00000687  \
Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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\f0  Elapsed 4m 7s (remain 35m 6s) Loss: 0.0048(0.0061) Grad: 14158.7363  LR: 0.00000629  \
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\f0  Elapsed 4m 16s (remain 34m 58s) Loss: 0.0038(0.0060) Grad: 16266.8018  LR: 0.00000627  \
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\f0  Elapsed 4m 24s (remain 34m 50s) Loss: 0.0000(0.0060) Grad: 21.5381  LR: 0.00000625  \
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\f0  Elapsed 4m 32s (remain 34m 41s) Loss: 0.0106(0.0060) Grad: 50081.9688  LR: 0.00000623  \
Epoch: 
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\f0  Elapsed 4m 40s (remain 34m 33s) Loss: 0.0000(0.0062) Grad: 46.8919  LR: 0.00000621  \
Epoch: 
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Epoch: 
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\f0  Elapsed 5m 13s (remain 33m 59s) Loss: 0.0421(0.0064) Grad: 61276.2734  LR: 0.00000613  \
Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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\f0  Elapsed 11m 56s (remain 27m 15s) Loss: 0.0031(0.0067) Grad: 13137.7832  LR: 0.00000516  \
Epoch: 
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\f0  Elapsed 12m 4s (remain 27m 6s) Loss: 0.0156(0.0068) Grad: 8661.5635  LR: 0.00000514  \
Epoch: 
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\f0  Elapsed 12m 12s (remain 26m 58s) Loss: 0.0461(0.0068) Grad: 32141.6738  LR: 0.00000512  \
Epoch: 
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\f0  Elapsed 12m 20s (remain 26m 50s) Loss: 0.0021(0.0068) Grad: 17567.0488  LR: 0.00000510  \
Epoch: 
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\f0  Elapsed 12m 28s (remain 26m 42s) Loss: 0.0001(0.0068) Grad: 590.7969  LR: 0.00000508  \
Epoch: 
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\f0  Elapsed 12m 37s (remain 26m 33s) Loss: 0.0000(0.0067) Grad: 66.7974  LR: 0.00000506  \
Epoch: 
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\f0  Elapsed 12m 45s (remain 26m 25s) Loss: 0.0075(0.0067) Grad: 126241.9688  LR: 0.00000504  \
Epoch: 
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\f0  Elapsed 12m 53s (remain 26m 17s) Loss: 0.0325(0.0067) Grad: 96715.7109  LR: 0.00000502  \
Epoch: 
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\f0  Elapsed 13m 1s (remain 26m 9s) Loss: 0.0322(0.0067) Grad: 126814.5000  LR: 0.00000500  \
Epoch: 
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\f0  Elapsed 13m 9s (remain 26m 1s) Loss: 0.0050(0.0069) Grad: 35923.4180  LR: 0.00000499  \
Epoch: 
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\f0  Elapsed 13m 18s (remain 25m 52s) Loss: 0.0069(0.0068) Grad: 28682.5508  LR: 0.00000497  \
Epoch: 
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Epoch: 
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\f0  Elapsed 13m 34s (remain 25m 36s) Loss: 0.0014(0.0068) Grad: 25536.4512  LR: 0.00000493  \
Epoch: 
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\f0  Elapsed 13m 42s (remain 25m 28s) Loss: 0.0006(0.0068) Grad: 9830.6973  LR: 0.00000491  \
Epoch: 
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\f0  Elapsed 13m 51s (remain 25m 20s) Loss: 0.0124(0.0069) Grad: 36773.4102  LR: 0.00000489  \
Epoch: 
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\f0  Elapsed 13m 59s (remain 25m 11s) Loss: 0.0090(0.0069) Grad: 58036.4805  LR: 0.00000487  \
Epoch: 
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\f0  Elapsed 14m 7s (remain 25m 3s) Loss: 0.0001(0.0068) Grad: 531.7325  LR: 0.00000485  \
Epoch: 
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\f0  Elapsed 14m 15s (remain 24m 55s) Loss: 0.0031(0.0068) Grad: 20059.9551  LR: 0.00000483  \
Epoch: 
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\f0  Elapsed 14m 23s (remain 24m 47s) Loss: 0.0001(0.0067) Grad: 426.9905  LR: 0.00000482  \
Epoch: 
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\f0  Elapsed 14m 32s (remain 24m 38s) Loss: 0.0005(0.0067) Grad: 5751.2212  LR: 0.00000480  \
Epoch: 
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\f0  Elapsed 14m 40s (remain 24m 30s) Loss: 0.0001(0.0066) Grad: 544.7085  LR: 0.00000478  \
Epoch: 
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\f0  Elapsed 14m 48s (remain 24m 22s) Loss: 0.0000(0.0067) Grad: 125.2829  LR: 0.00000476  \
Epoch: 
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\f0  Elapsed 14m 56s (remain 24m 14s) Loss: 0.0088(0.0067) Grad: 88822.7578  LR: 0.00000474  \
Epoch: 
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\f0  Elapsed 15m 5s (remain 24m 5s) Loss: 0.0635(0.0067) Grad: 50158.3672  LR: 0.00000472  \
Epoch: 
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\f0  Elapsed 15m 13s (remain 23m 57s) Loss: 0.0025(0.0067) Grad: 20632.3164  LR: 0.00000470  \
Epoch: 
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\f0  Elapsed 15m 21s (remain 23m 49s) Loss: 0.0067(0.0067) Grad: 24502.2539  LR: 0.00000468  \
Epoch: 
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\f0  Elapsed 15m 29s (remain 23m 41s) Loss: 0.0001(0.0067) Grad: 1078.4128  LR: 0.00000467  \
Epoch: 
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\f0  Elapsed 15m 37s (remain 23m 32s) Loss: 0.0000(0.0066) Grad: 11.7949  LR: 0.00000465  \
Epoch: 
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\f0  Elapsed 15m 46s (remain 23m 24s) Loss: 0.0064(0.0067) Grad: 22263.4746  LR: 0.00000463  \
Epoch: 
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\f0  Elapsed 16m 19s (remain 22m 52s) Loss: 0.0026(0.0068) Grad: 27303.3867  LR: 0.00000455  \
Epoch: 
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\f0  Elapsed 16m 27s (remain 22m 43s) Loss: 0.0000(0.0068) Grad: 27.0170  LR: 0.00000454  \
Epoch: 
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\f0  Elapsed 16m 35s (remain 22m 35s) Loss: 0.0000(0.0068) Grad: 71.9727  LR: 0.00000452  \
Epoch: 
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\f0  Elapsed 16m 43s (remain 22m 27s) Loss: 0.0141(0.0068) Grad: 12449.3506  LR: 0.00000450  \
Epoch: 
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\f0  Elapsed 16m 51s (remain 22m 19s) Loss: 0.0429(0.0068) Grad: 77957.0078  LR: 0.00000448  \
Epoch: 
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\f0  Elapsed 17m 0s (remain 22m 10s) Loss: 0.0000(0.0068) Grad: 22.6017  LR: 0.00000446  \
Epoch: 
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\f0  Elapsed 17m 8s (remain 22m 2s) Loss: 0.0085(0.0068) Grad: 9936.2715  LR: 0.00000444  \
Epoch: 
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\f0  Elapsed 17m 16s (remain 21m 54s) Loss: 0.0166(0.0068) Grad: 32374.5703  LR: 0.00000443  \
Epoch: 
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\f0  Elapsed 17m 24s (remain 21m 46s) Loss: 0.0000(0.0068) Grad: 97.6623  LR: 0.00000441  \
Epoch: 
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\f0  Elapsed 17m 32s (remain 21m 37s) Loss: 0.0038(0.0069) Grad: 20250.7129  LR: 0.00000439  \
Epoch: 
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\f0  Elapsed 17m 41s (remain 21m 29s) Loss: 0.0296(0.0069) Grad: 307395.4688  LR: 0.00000437  \
Epoch: 
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\f0  Elapsed 17m 49s (remain 21m 21s) Loss: 0.0022(0.0068) Grad: 19216.3711  LR: 0.00000435  \
Epoch: 
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\f0  Elapsed 17m 57s (remain 21m 13s) Loss: 0.0035(0.0068) Grad: 17377.5957  LR: 0.00000434  \
Epoch: 
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\f0  Elapsed 18m 5s (remain 21m 4s) Loss: 0.0098(0.0069) Grad: 56018.8047  LR: 0.00000432  \
Epoch: 
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\f0  Elapsed 18m 14s (remain 20m 56s) Loss: 0.0012(0.0068) Grad: 5851.1289  LR: 0.00000430  \
Epoch: 
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\f0  Elapsed 18m 22s (remain 20m 48s) Loss: 0.0000(0.0068) Grad: 347.9452  LR: 0.00000428  \
Epoch: 
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\f0  Elapsed 18m 30s (remain 20m 40s) Loss: 0.0153(0.0068) Grad: 135600.0312  LR: 0.00000426  \
Epoch: 
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\f0  Elapsed 18m 38s (remain 20m 32s) Loss: 0.0001(0.0068) Grad: 394.9916  LR: 0.00000425  \
Epoch: 
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\f0  Elapsed 18m 46s (remain 20m 23s) Loss: 0.0024(0.0068) Grad: 32347.7734  LR: 0.00000423  \
Epoch: 
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\f0  Elapsed 18m 55s (remain 20m 15s) Loss: 0.0000(0.0068) Grad: 7.1037  LR: 0.00000421  \
Epoch: 
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\f0  Elapsed 19m 3s (remain 20m 7s) Loss: 0.0004(0.0067) Grad: 4571.8901  LR: 0.00000419  \
Epoch: 
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\f0  Elapsed 19m 11s (remain 19m 59s) Loss: 0.0007(0.0068) Grad: 5426.3403  LR: 0.00000417  \
Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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\f0  Elapsed 38m 54s (remain 0m 15s) Loss: 0.0000(0.0073) Grad: 82.9062  LR: 0.00000193  \
Epoch: 
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Epoch: 
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\pard\pardeftab720\qr\partightenfactor0
\cf0 \cb1 \
\pard\pardeftab720\partightenfactor0
\cf0 \cb2 Epoch 4 - avg_train_loss: 0.0073  avg_val_loss: 0.0180  time: 2526s\
Epoch 4 - Score: 0.8807\
Epoch 4 - Save Best Score: 0.8807 Model\
\pard\pardeftab720\qr\partightenfactor0
\cf0 \cb1 \
\pard\pardeftab720\partightenfactor0
\cf0 \cb2 Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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\f0  Elapsed 4m 40s (remain 34m 30s) Loss: 0.0006(0.0061) Grad: 7493.1997  LR: 0.00000149  \
Epoch: 
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\f0  Elapsed 4m 48s (remain 34m 22s) Loss: 0.0004(0.0069) Grad: 2989.1169  LR: 0.00000148  \
Epoch: 
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\f0  Elapsed 4m 56s (remain 34m 14s) Loss: 0.0483(0.0070) Grad: 64500.3125  LR: 0.00000147  \
Epoch: 
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\f0  Elapsed 5m 4s (remain 34m 6s) Loss: 0.0000(0.0071) Grad: 23.3890  LR: 0.00000146  \
Epoch: 
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\f0  Elapsed 5m 13s (remain 33m 57s) Loss: 0.0000(0.0070) Grad: 87.3226  LR: 0.00000145  \
Epoch: 
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\f0  Elapsed 5m 21s (remain 33m 49s) Loss: 0.0063(0.0070) Grad: 27898.6699  LR: 0.00000144  \
Epoch: 
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\f0  Elapsed 5m 29s (remain 33m 41s) Loss: 0.0111(0.0070) Grad: 85099.5625  LR: 0.00000142  \
Epoch: 
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\f0  Elapsed 5m 37s (remain 33m 33s) Loss: 0.0006(0.0069) Grad: 6124.8574  LR: 0.00000141  \
Epoch: 
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\f0  Elapsed 5m 46s (remain 33m 24s) Loss: 0.0000(0.0068) Grad: 119.8445  LR: 0.00000140  \
Epoch: 
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\f0  Elapsed 5m 54s (remain 33m 16s) Loss: 0.0428(0.0069) Grad: 116260.6562  LR: 0.00000139  \
Epoch: 
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\f0  Elapsed 6m 2s (remain 33m 8s) Loss: 0.0073(0.0069) Grad: 25224.6230  LR: 0.00000138  \
Epoch: 
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\f0  Elapsed 6m 10s (remain 33m 0s) Loss: 0.0001(0.0068) Grad: 1188.0457  LR: 0.00000137  \
Epoch: 
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\f0  Elapsed 6m 18s (remain 32m 51s) Loss: 0.0000(0.0071) Grad: 55.6465  LR: 0.00000136  \
Epoch: 
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\f0  Elapsed 6m 27s (remain 32m 43s) Loss: 0.0241(0.0073) Grad: 44255.6484  LR: 0.00000135  \
Epoch: 
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\f0  Elapsed 6m 35s (remain 32m 35s) Loss: 0.0000(0.0072) Grad: 99.3717  LR: 0.00000133  \
Epoch: 
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\f0  Elapsed 7m 8s (remain 32m 2s) Loss: 0.0003(0.0069) Grad: 5475.1821  LR: 0.00000129  \
Epoch: 
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\f0  Elapsed 7m 16s (remain 31m 53s) Loss: 0.0000(0.0068) Grad: 25.7595  LR: 0.00000128  \
Epoch: 
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\f0  Elapsed 7m 24s (remain 31m 45s) Loss: 0.0002(0.0068) Grad: 1133.4735  LR: 0.00000127  \
Epoch: 
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\f0  Elapsed 7m 32s (remain 31m 37s) Loss: 0.0001(0.0068) Grad: 244.4096  LR: 0.00000126  \
Epoch: 
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\f0  Elapsed 7m 41s (remain 31m 29s) Loss: 0.0005(0.0067) Grad: 5726.9492  LR: 0.00000125  \
Epoch: 
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\f0  Elapsed 7m 49s (remain 31m 21s) Loss: 0.0000(0.0067) Grad: 29.1266  LR: 0.00000124  \
Epoch: 
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\f0  Elapsed 7m 57s (remain 31m 12s) Loss: 0.0000(0.0067) Grad: 39.6163  LR: 0.00000123  \
Epoch: 
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\f0  Elapsed 8m 5s (remain 31m 4s) Loss: 0.0000(0.0066) Grad: 51.3644  LR: 0.00000122  \
Epoch: 
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\f0  Elapsed 8m 13s (remain 30m 56s) Loss: 0.0000(0.0065) Grad: 174.6853  LR: 0.00000121  \
Epoch: 
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\f0  Elapsed 8m 22s (remain 30m 48s) Loss: 0.0100(0.0065) Grad: 11223.4717  LR: 0.00000120  \
Epoch: 
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\f0  Elapsed 8m 30s (remain 30m 40s) Loss: 0.0001(0.0064) Grad: 1265.6517  LR: 0.00000119  \
Epoch: 
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\f0  Elapsed 8m 38s (remain 30m 32s) Loss: 0.0001(0.0064) Grad: 316.3797  LR: 0.00000118  \
Epoch: 
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\f0  Elapsed 8m 46s (remain 30m 23s) Loss: 0.0000(0.0063) Grad: 4.7083  LR: 0.00000116  \
Epoch: 
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\f0  Elapsed 8m 54s (remain 30m 15s) Loss: 0.0003(0.0062) Grad: 2287.7642  LR: 0.00000115  \
Epoch: 
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\f0  Elapsed 9m 3s (remain 30m 7s) Loss: 0.0069(0.0063) Grad: 25492.8398  LR: 0.00000114  \
Epoch: 
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\f0  Elapsed 9m 11s (remain 29m 58s) Loss: 0.0147(0.0063) Grad: 152345.2656  LR: 0.00000113  \
Epoch: 
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\f0  Elapsed 9m 19s (remain 29m 50s) Loss: 0.0115(0.0063) Grad: 38177.7344  LR: 0.00000112  \
Epoch: 
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\f0  Elapsed 9m 27s (remain 29m 42s) Loss: 0.0511(0.0063) Grad: 27140.7109  LR: 0.00000111  \
Epoch: 
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\f0  Elapsed 9m 36s (remain 29m 34s) Loss: 0.0354(0.0063) Grad: 19883.7031  LR: 0.00000110  \
Epoch: 
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\f0  Elapsed 9m 44s (remain 29m 25s) Loss: 0.0001(0.0063) Grad: 950.5953  LR: 0.00000109  \
Epoch: 
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\f0  Elapsed 9m 52s (remain 29m 17s) Loss: 0.0072(0.0063) Grad: 163898.7812  LR: 0.00000108  \
Epoch: 
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\f0  Elapsed 10m 0s (remain 29m 9s) Loss: 0.0026(0.0063) Grad: 13091.3271  LR: 0.00000107  \
Epoch: 
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\f0  Elapsed 10m 8s (remain 29m 1s) Loss: 0.0001(0.0062) Grad: 483.8705  LR: 0.00000106  \
Epoch: 
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\f0  Elapsed 10m 17s (remain 28m 52s) Loss: 0.0005(0.0063) Grad: 20215.1367  LR: 0.00000105  \
Epoch: 
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\f0  Elapsed 10m 25s (remain 28m 44s) Loss: 0.0000(0.0062) Grad: 49.2543  LR: 0.00000104  \
Epoch: 
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\f0  Elapsed 10m 33s (remain 28m 36s) Loss: 0.0036(0.0063) Grad: 9975.7432  LR: 0.00000103  \
Epoch: 
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\f0  Elapsed 10m 41s (remain 28m 28s) Loss: 0.0330(0.0063) Grad: 82950.9141  LR: 0.00000103  \
Epoch: 
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\f0  Elapsed 10m 49s (remain 28m 20s) Loss: 0.0037(0.0063) Grad: 26785.9336  LR: 0.00000102  \
Epoch: 
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\f0  Elapsed 10m 58s (remain 28m 11s) Loss: 0.0000(0.0062) Grad: 1049.9766  LR: 0.00000101  \
Epoch: 
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\f0  Elapsed 11m 6s (remain 28m 3s) Loss: 0.0000(0.0062) Grad: 114.4654  LR: 0.00000100  \
Epoch: 
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\f0  Elapsed 11m 14s (remain 27m 55s) Loss: 0.0000(0.0063) Grad: 11.3017  LR: 0.00000099  \
Epoch: 
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\f0  Elapsed 11m 22s (remain 27m 47s) Loss: 0.0057(0.0063) Grad: 13446.8193  LR: 0.00000098  \
Epoch: 
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\f0  Elapsed 11m 31s (remain 27m 39s) Loss: 0.0024(0.0063) Grad: 11228.9199  LR: 0.00000097  \
Epoch: 
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\f0  Elapsed 11m 39s (remain 27m 30s) Loss: 0.0119(0.0063) Grad: 31586.1172  LR: 0.00000096  \
Epoch: 
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\f0  Elapsed 11m 47s (remain 27m 22s) Loss: 0.0000(0.0063) Grad: 60.2912  LR: 0.00000095  \
Epoch: 
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\f0  Elapsed 11m 55s (remain 27m 14s) Loss: 0.0492(0.0064) Grad: 33281.3672  LR: 0.00000094  \
Epoch: 
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\f0  Elapsed 12m 3s (remain 27m 6s) Loss: 0.0109(0.0063) Grad: 24785.9805  LR: 0.00000093  \
Epoch: 
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\f0  Elapsed 12m 28s (remain 26m 41s) Loss: 0.0000(0.0062) Grad: 249.9411  LR: 0.00000090  \
Epoch: 
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\f0  Elapsed 12m 36s (remain 26m 33s) Loss: 0.0030(0.0061) Grad: 23381.0996  LR: 0.00000089  \
Epoch: 
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\f0  Elapsed 12m 44s (remain 26m 24s) Loss: 0.0000(0.0061) Grad: 98.7954  LR: 0.00000088  \
Epoch: 
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\f0  Elapsed 12m 53s (remain 26m 16s) Loss: 0.0025(0.0061) Grad: 40795.4883  LR: 0.00000088  \
Epoch: 
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\f0  Elapsed 13m 1s (remain 26m 8s) Loss: 0.0000(0.0061) Grad: 101.2013  LR: 0.00000087  \
Epoch: 
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\f0  Elapsed 13m 9s (remain 26m 0s) Loss: 0.0000(0.0061) Grad: 12.3613  LR: 0.00000086  \
Epoch: 
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\f0  Elapsed 13m 17s (remain 25m 51s) Loss: 0.0124(0.0062) Grad: 38460.5117  LR: 0.00000085  \
Epoch: 
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\f0  Elapsed 13m 25s (remain 25m 43s) Loss: 0.0005(0.0061) Grad: 8030.9746  LR: 0.00000084  \
Epoch: 
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\f0  Elapsed 13m 34s (remain 25m 35s) Loss: 0.0001(0.0061) Grad: 365.4807  LR: 0.00000083  \
Epoch: 
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\f0  Elapsed 13m 42s (remain 25m 27s) Loss: 0.0060(0.0061) Grad: 12923.6650  LR: 0.00000082  \
Epoch: 
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\f0  Elapsed 13m 50s (remain 25m 18s) Loss: 0.0000(0.0061) Grad: 243.9802  LR: 0.00000081  \
Epoch: 
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\f0  Elapsed 13m 58s (remain 25m 10s) Loss: 0.0000(0.0061) Grad: 64.8419  LR: 0.00000081  \
Epoch: 
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\f0  Elapsed 14m 6s (remain 25m 2s) Loss: 0.0051(0.0060) Grad: 15801.2217  LR: 0.00000080  \
Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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\f0  Elapsed 18m 54s (remain 20m 15s) Loss: 0.0040(0.0059) Grad: 157437.9531  LR: 0.00000052  \
Epoch: 
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\f0  Elapsed 19m 2s (remain 20m 6s) Loss: 0.0000(0.0058) Grad: 16.2273  LR: 0.00000052  \
Epoch: 
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\f0  Elapsed 19m 11s (remain 19m 58s) Loss: 0.0006(0.0058) Grad: 10482.9736  LR: 0.00000051  \
Epoch: 
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\f0  Elapsed 19m 19s (remain 19m 50s) Loss: 0.0031(0.0058) Grad: 31887.2930  LR: 0.00000050  \
Epoch: 
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\f0  Elapsed 19m 27s (remain 19m 42s) Loss: 0.0001(0.0058) Grad: 1321.2833  LR: 0.00000050  \
Epoch: 
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\f0  Elapsed 19m 35s (remain 19m 34s) Loss: 0.0000(0.0059) Grad: 10.4448  LR: 0.00000049  \
Epoch: 
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\f0  Elapsed 19m 43s (remain 19m 25s) Loss: 0.0001(0.0059) Grad: 533.3584  LR: 0.00000048  \
Epoch: 
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\f0  Elapsed 19m 52s (remain 19m 17s) Loss: 0.0019(0.0058) Grad: 19356.4961  LR: 0.00000048  \
Epoch: 
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\f0  Elapsed 20m 0s (remain 19m 9s) Loss: 0.0017(0.0058) Grad: 16469.3770  LR: 0.00000047  \
Epoch: 
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\f0  Elapsed 20m 8s (remain 19m 1s) Loss: 0.0000(0.0058) Grad: 88.3972  LR: 0.00000046  \
Epoch: 
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\f0  Elapsed 20m 16s (remain 18m 52s) Loss: 0.0000(0.0058) Grad: 189.0451  LR: 0.00000046  \
Epoch: 
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\f0  Elapsed 20m 25s (remain 18m 44s) Loss: 0.0000(0.0058) Grad: 249.4282  LR: 0.00000045  \
Epoch: 
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\f0  Elapsed 20m 33s (remain 18m 36s) Loss: 0.0001(0.0058) Grad: 178.1180  LR: 0.00000044  \
Epoch: 
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\f0  Elapsed 20m 41s (remain 18m 28s) Loss: 0.0004(0.0058) Grad: 2366.4443  LR: 0.00000044  \
Epoch: 
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\f0  Elapsed 20m 49s (remain 18m 20s) Loss: 0.0000(0.0058) Grad: 21.0050  LR: 0.00000043  \
Epoch: 
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\f0  Elapsed 20m 57s (remain 18m 11s) Loss: 0.0024(0.0057) Grad: 62587.3945  LR: 0.00000042  \
Epoch: 
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\f0  Elapsed 21m 6s (remain 18m 3s) Loss: 0.0001(0.0057) Grad: 557.8384  LR: 0.00000042  \
Epoch: 
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\f0  Elapsed 21m 14s (remain 17m 55s) Loss: 0.0001(0.0057) Grad: 858.3096  LR: 0.00000041  \
Epoch: 
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\f0  Elapsed 21m 22s (remain 17m 47s) Loss: 0.0001(0.0057) Grad: 933.2216  LR: 0.00000040  \
Epoch: 
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\f0  Elapsed 21m 30s (remain 17m 39s) Loss: 0.0355(0.0057) Grad: 173271.8281  LR: 0.00000040  \
Epoch: 
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\f0  Elapsed 21m 38s (remain 17m 30s) Loss: 0.0082(0.0057) Grad: 31229.4453  LR: 0.00000039  \
Epoch: 
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\f0  Elapsed 21m 47s (remain 17m 22s) Loss: 0.0000(0.0058) Grad: 44.7920  LR: 0.00000039  \
Epoch: 
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\f0  Elapsed 21m 55s (remain 17m 14s) Loss: 0.0075(0.0058) Grad: 7557.7212  LR: 0.00000038  \
Epoch: 
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\f0  Elapsed 22m 3s (remain 17m 6s) Loss: 0.0000(0.0058) Grad: 20.5036  LR: 0.00000037  \
Epoch: 
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\f0  Elapsed 22m 11s (remain 16m 58s) Loss: 0.0246(0.0058) Grad: 97813.8750  LR: 0.00000037  \
Epoch: 
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\f0  Elapsed 22m 20s (remain 16m 49s) Loss: 0.0000(0.0058) Grad: 827.6927  LR: 0.00000036  \
Epoch: 
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\f0  Elapsed 22m 28s (remain 16m 41s) Loss: 0.0003(0.0057) Grad: 5623.1855  LR: 0.00000036  \
Epoch: 
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\f0  Elapsed 22m 36s (remain 16m 33s) Loss: 0.0001(0.0057) Grad: 1034.4598  LR: 0.00000035  \
Epoch: 
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\f0  Elapsed 22m 44s (remain 16m 25s) Loss: 0.0000(0.0057) Grad: 58.8734  LR: 0.00000034  \
Epoch: 
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\f0  Elapsed 22m 53s (remain 16m 17s) Loss: 0.0201(0.0057) Grad: 42712.6836  LR: 0.00000034  \
Epoch: 
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\f0  Elapsed 23m 1s (remain 16m 8s) Loss: 0.0000(0.0057) Grad: 20.4197  LR: 0.00000033  \
Epoch: 
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\f0  Elapsed 23m 34s (remain 15m 35s) Loss: 0.0010(0.0057) Grad: 8014.1099  LR: 0.00000031  \
Epoch: 
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\f0  Elapsed 23m 42s (remain 15m 27s) Loss: 0.0001(0.0057) Grad: 724.2217  LR: 0.00000031  \
Epoch: 
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\f0  Elapsed 23m 50s (remain 15m 19s) Loss: 0.0081(0.0057) Grad: 6095.4639  LR: 0.00000030  \
Epoch: 
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\f0  Elapsed 23m 58s (remain 15m 11s) Loss: 0.0015(0.0056) Grad: 19334.5801  LR: 0.00000030  \
Epoch: 
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\f0  Elapsed 24m 6s (remain 15m 3s) Loss: 0.0718(0.0057) Grad: 61357.6328  LR: 0.00000029  \
Epoch: 
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\f0  Elapsed 24m 15s (remain 14m 54s) Loss: 0.0000(0.0057) Grad: 22.5552  LR: 0.00000028  \
Epoch: 
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\f0  Elapsed 24m 23s (remain 14m 46s) Loss: 0.0082(0.0057) Grad: 8649.7744  LR: 0.00000028  \
Epoch: 
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\f0  Elapsed 24m 31s (remain 14m 38s) Loss: 0.0033(0.0057) Grad: 41641.6172  LR: 0.00000027  \
Epoch: 
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\f0  Elapsed 24m 39s (remain 14m 30s) Loss: 0.0017(0.0057) Grad: 10382.6846  LR: 0.00000027  \
Epoch: 
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\f0  Elapsed 24m 47s (remain 14m 21s) Loss: 0.0000(0.0057) Grad: 476.6079  LR: 0.00000026  \
Epoch: 
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\f0  Elapsed 24m 56s (remain 14m 13s) Loss: 0.0000(0.0057) Grad: 6.5480  LR: 0.00000026  \
Epoch: 
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\f0  Elapsed 25m 4s (remain 14m 5s) Loss: 0.0001(0.0057) Grad: 421.4945  LR: 0.00000025  \
Epoch: 
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\f0  Elapsed 25m 12s (remain 13m 57s) Loss: 0.0064(0.0057) Grad: 16784.9590  LR: 0.00000025  \
Epoch: 
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\f0  Elapsed 25m 20s (remain 13m 49s) Loss: 0.0035(0.0057) Grad: 24982.4238  LR: 0.00000024  \
Epoch: 
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\f0  Elapsed 25m 29s (remain 13m 40s) Loss: 0.0000(0.0058) Grad: 84.6159  LR: 0.00000024  \
Epoch: 
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\f0  Elapsed 25m 37s (remain 13m 32s) Loss: 0.0000(0.0058) Grad: 105.2386  LR: 0.00000024  \
Epoch: 
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\f0  Elapsed 25m 45s (remain 13m 24s) Loss: 0.0090(0.0058) Grad: 40788.5547  LR: 0.00000023  \
Epoch: 
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\f0  Elapsed 25m 53s (remain 13m 16s) Loss: 0.0519(0.0058) Grad: 66527.5781  LR: 0.00000023  \
Epoch: 
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\f0  Elapsed 26m 1s (remain 13m 7s) Loss: 0.0087(0.0059) Grad: 33178.3984  LR: 0.00000022  \
Epoch: 
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\f0  Elapsed 26m 10s (remain 12m 59s) Loss: 0.0005(0.0058) Grad: 13816.8574  LR: 0.00000022  \
Epoch: 
\f1 [
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\f0  Elapsed 26m 18s (remain 12m 51s) Loss: 0.0000(0.0059) Grad: 27.2001  LR: 0.00000021  \
Epoch: 
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\f0  Elapsed 26m 26s (remain 12m 43s) Loss: 0.0001(0.0059) Grad: 513.3447  LR: 0.00000021  \
Epoch: 
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\f0  Elapsed 26m 34s (remain 12m 35s) Loss: 0.0847(0.0060) Grad: 72430.1484  LR: 0.00000020  \
Epoch: 
\f1 [
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\f0  Elapsed 26m 42s (remain 12m 26s) Loss: 0.0000(0.0060) Grad: 7.0436  LR: 0.00000020  \
Epoch: 
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\f0  Elapsed 26m 51s (remain 12m 18s) Loss: 0.1085(0.0060) Grad: 74480.8125  LR: 0.00000019  \
Epoch: 
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\f0  Elapsed 26m 59s (remain 12m 10s) Loss: 0.0210(0.0061) Grad: 58302.8359  LR: 0.00000019  \
Epoch: 
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\f0  Elapsed 27m 7s (remain 12m 2s) Loss: 0.0001(0.0061) Grad: 880.4982  LR: 0.00000019  \
Epoch: 
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\f0  Elapsed 27m 15s (remain 11m 53s) Loss: 0.0000(0.0061) Grad: 53.2011  LR: 0.00000018  \
Epoch: 
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\f0  Elapsed 27m 24s (remain 11m 45s) Loss: 0.0046(0.0061) Grad: 70084.9219  LR: 0.00000018  \
Epoch: 
\f1 [
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\f0  Elapsed 27m 32s (remain 11m 37s) Loss: 0.0000(0.0061) Grad: 30.1898  LR: 0.00000017  \
Epoch: 
\f1 [
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\f0  Elapsed 27m 40s (remain 11m 29s) Loss: 0.0000(0.0061) Grad: 429.3912  LR: 0.00000017  \
Epoch: 
\f1 [
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\f0  Elapsed 27m 48s (remain 11m 21s) Loss: 0.0061(0.0061) Grad: 97611.0703  LR: 0.00000017  \
Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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Epoch: 
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\f0  Elapsed 32m 3s (remain 7m 6s) Loss: 0.0071(0.0059) Grad: 80970.7656  LR: 0.00000006  \
Epoch: 
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Epoch: 
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\f0  Elapsed 32m 19s (remain 6m 50s) Loss: 0.0058(0.0059) Grad: 444097.3125  LR: 0.00000006  \
Epoch: 
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\f0  Elapsed 32m 28s (remain 6m 41s) Loss: 0.0001(0.0059) Grad: 665.8853  LR: 0.00000006  \
Epoch: 
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\f0  Elapsed 32m 36s (remain 6m 33s) Loss: 0.0194(0.0059) Grad: 116145.3203  LR: 0.00000006  \
Epoch: 
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\f0  Elapsed 32m 44s (remain 6m 25s) Loss: 0.0023(0.0059) Grad: 17196.3652  LR: 0.00000005  \
Epoch: 
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\f0  Elapsed 32m 52s (remain 6m 17s) Loss: 0.0304(0.0059) Grad: 46517.2461  LR: 0.00000005  \
Epoch: 
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\f0  Elapsed 33m 1s (remain 6m 8s) Loss: 0.0000(0.0059) Grad: 144.4022  LR: 0.00000005  \
Epoch: 
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\f0  Elapsed 33m 9s (remain 6m 0s) Loss: 0.0005(0.0059) Grad: 8581.6377  LR: 0.00000005  \
Epoch: 
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\f0  Elapsed 33m 17s (remain 5m 52s) Loss: 0.0007(0.0059) Grad: 9271.4766  LR: 0.00000004  \
Epoch: 
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\f0  Elapsed 33m 25s (remain 5m 44s) Loss: 0.0080(0.0059) Grad: 41240.6094  LR: 0.00000004  \
Epoch: 
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\f0  Elapsed 33m 33s (remain 5m 36s) Loss: 0.0000(0.0059) Grad: 36.7822  LR: 0.00000004  \
Epoch: 
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\f0  Elapsed 33m 42s (remain 5m 27s) Loss: 0.0002(0.0059) Grad: 2914.9045  LR: 0.00000004  \
Epoch: 
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\f0  Elapsed 33m 50s (remain 5m 19s) Loss: 0.0000(0.0059) Grad: 210.3888  LR: 0.00000004  \
Epoch: 
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\f0  Elapsed 33m 58s (remain 5m 11s) Loss: 0.0003(0.0059) Grad: 3809.6941  LR: 0.00000003  \
Epoch: 
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\f0  Elapsed 34m 6s (remain 5m 3s) Loss: 0.0000(0.0058) Grad: 99.1515  LR: 0.00000003  \
Epoch: 
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\f0  Elapsed 34m 31s (remain 4m 38s) Loss: 0.0002(0.0058) Grad: 24854.6348  LR: 0.00000003  \
Epoch: 
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\f0  Elapsed 34m 39s (remain 4m 30s) Loss: 0.0003(0.0058) Grad: 8888.9639  LR: 0.00000003  \
Epoch: 
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\f0  Elapsed 34m 48s (remain 4m 22s) Loss: 0.0000(0.0058) Grad: 81.2237  LR: 0.00000002  \
Epoch: 
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\f0  Elapsed 34m 56s (remain 4m 13s) Loss: 0.0024(0.0059) Grad: 23523.6562  LR: 0.00000002  \
Epoch: 
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\f0  Elapsed 35m 4s (remain 4m 5s) Loss: 0.0000(0.0059) Grad: 63.4723  LR: 0.00000002  \
Epoch: 
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\f0  Elapsed 35m 12s (remain 3m 57s) Loss: 0.0000(0.0058) Grad: 45.0697  LR: 0.00000002  \
Epoch: 
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\f0  Elapsed 35m 20s (remain 3m 49s) Loss: 0.0360(0.0059) Grad: 40158.4492  LR: 0.00000002  \
Epoch: 
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\f0  Elapsed 35m 29s (remain 3m 41s) Loss: 0.0000(0.0059) Grad: 32.3110  LR: 0.00000002  \
Epoch: 
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\f0  Elapsed 35m 37s (remain 3m 32s) Loss: 0.0030(0.0059) Grad: 27642.6816  LR: 0.00000002  \
Epoch: 
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\f0  Elapsed 35m 45s (remain 3m 24s) Loss: 0.0010(0.0059) Grad: 18681.5371  LR: 0.00000001  \
Epoch: 
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\f0  Elapsed 35m 53s (remain 3m 16s) Loss: 0.0000(0.0058) Grad: 114.1047  LR: 0.00000001  \
Epoch: 
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\f0  Elapsed 36m 1s (remain 3m 8s) Loss: 0.0340(0.0058) Grad: 114231.5938  LR: 0.00000001  \
Epoch: 
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\f0  Elapsed 36m 10s (remain 2m 59s) Loss: 0.0000(0.0058) Grad: 48.2910  LR: 0.00000001  \
Epoch: 
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\f0  Elapsed 36m 18s (remain 2m 51s) Loss: 0.0000(0.0058) Grad: 42.2752  LR: 0.00000001  \
Epoch: 
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\f0  Elapsed 36m 26s (remain 2m 43s) Loss: 0.0001(0.0058) Grad: 11690.4375  LR: 0.00000001  \
Epoch: 
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\f0  Elapsed 36m 34s (remain 2m 35s) Loss: 0.0004(0.0058) Grad: 7651.2129  LR: 0.00000001  \
Epoch: 
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\f0  Elapsed 36m 43s (remain 2m 27s) Loss: 0.0000(0.0058) Grad: 35.6003  LR: 0.00000001  \
Epoch: 
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\f0  Elapsed 36m 51s (remain 2m 18s) Loss: 0.0009(0.0058) Grad: 16049.8584  LR: 0.00000001  \
Epoch: 
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\f0  Elapsed 36m 59s (remain 2m 10s) Loss: 0.0000(0.0058) Grad: 108.1381  LR: 0.00000001  \
Epoch: 
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\f0  Elapsed 37m 7s (remain 2m 2s) Loss: 0.0001(0.0058) Grad: 3291.0107  LR: 0.00000001  \
Epoch: 
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\f0  Elapsed 37m 15s (remain 1m 54s) Loss: 0.0295(0.0058) Grad: 86244.5781  LR: 0.00000000  \
Epoch: 
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\f0  Elapsed 37m 24s (remain 1m 46s) Loss: 0.0000(0.0058) Grad: 69.7527  LR: 0.00000000  \
Epoch: 
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\f0  Elapsed 37m 32s (remain 1m 37s) Loss: 0.0174(0.0058) Grad: 79586.4922  LR: 0.00000000  \
Epoch: 
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\f0  Elapsed 37m 40s (remain 1m 29s) Loss: 0.0052(0.0058) Grad: 72871.6562  LR: 0.00000000  \
Epoch: 
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\f0  Elapsed 37m 48s (remain 1m 21s) Loss: 0.0247(0.0058) Grad: 190637.2344  LR: 0.00000000  \
Epoch: 
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\f0  Elapsed 37m 56s (remain 1m 13s) Loss: 0.0183(0.0058) Grad: 1061761.8750  LR: 0.00000000  \
Epoch: 
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\f0  Elapsed 38m 5s (remain 1m 4s) Loss: 0.0000(0.0058) Grad: 456.1417  LR: 0.00000000  \
Epoch: 
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\f0  Elapsed 38m 13s (remain 0m 56s) Loss: 0.0092(0.0058) Grad: 17764.2578  LR: 0.00000000  \
Epoch: 
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\f0  Elapsed 38m 21s (remain 0m 48s) Loss: 0.0116(0.0058) Grad: 82119.2656  LR: 0.00000000  \
Epoch: 
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Epoch: 
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\f0  Elapsed 38m 38s (remain 0m 32s) Loss: 0.0016(0.0058) Grad: 34287.3398  LR: 0.00000000  \
Epoch: 
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\f0  Elapsed 38m 46s (remain 0m 23s) Loss: 0.0065(0.0058) Grad: 32500.3633  LR: 0.00000000  \
Epoch: 
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Epoch: 
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\f0  Elapsed 39m 2s (remain 0m 7s) Loss: 0.0070(0.0058) Grad: 64214.4609  LR: 0.00000000  \
Epoch: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
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EVAL: 
\f1 [
\f0 360/715
\f1 ]
\f0  Elapsed 1m 27s (remain 1m 25s) Loss: 0.0250(0.0179) \
EVAL: 
\f1 [
\f0 370/715
\f1 ]
\f0  Elapsed 1m 29s (remain 1m 23s) Loss: 0.1282(0.0189) \
EVAL: 
\f1 [
\f0 380/715
\f1 ]
\f0  Elapsed 1m 32s (remain 1m 20s) Loss: 0.0228(0.0196) \
EVAL: 
\f1 [
\f0 390/715
\f1 ]
\f0  Elapsed 1m 34s (remain 1m 18s) Loss: 0.0702(0.0197) \
EVAL: 
\f1 [
\f0 400/715
\f1 ]
\f0  Elapsed 1m 37s (remain 1m 16s) Loss: 0.0226(0.0202) \
EVAL: 
\f1 [
\f0 410/715
\f1 ]
\f0  Elapsed 1m 39s (remain 1m 13s) Loss: 0.0351(0.0208) \
EVAL: 
\f1 [
\f0 420/715
\f1 ]
\f0  Elapsed 1m 42s (remain 1m 11s) Loss: 0.0425(0.0210) \
EVAL: 
\f1 [
\f0 430/715
\f1 ]
\f0  Elapsed 1m 44s (remain 1m 8s) Loss: 0.0000(0.0209) \
EVAL: 
\f1 [
\f0 440/715
\f1 ]
\f0  Elapsed 1m 46s (remain 1m 6s) Loss: 0.0115(0.0207) \
EVAL: 
\f1 [
\f0 450/715
\f1 ]
\f0  Elapsed 1m 49s (remain 1m 3s) Loss: 0.0023(0.0204) \
EVAL: 
\f1 [
\f0 460/715
\f1 ]
\f0  Elapsed 1m 51s (remain 1m 1s) Loss: 0.0000(0.0201) \
EVAL: 
\f1 [
\f0 470/715
\f1 ]
\f0  Elapsed 1m 54s (remain 0m 59s) Loss: 0.1040(0.0204) \
EVAL: 
\f1 [
\f0 480/715
\f1 ]
\f0  Elapsed 1m 56s (remain 0m 56s) Loss: 0.0001(0.0208) \
EVAL: 
\f1 [
\f0 490/715
\f1 ]
\f0  Elapsed 1m 58s (remain 0m 54s) Loss: 0.0122(0.0206) \
EVAL: 
\f1 [
\f0 500/715
\f1 ]
\f0  Elapsed 2m 1s (remain 0m 51s) Loss: 0.0000(0.0205) \
EVAL: 
\f1 [
\f0 510/715
\f1 ]
\f0  Elapsed 2m 3s (remain 0m 49s) Loss: 0.0000(0.0207) \
EVAL: 
\f1 [
\f0 520/715
\f1 ]
\f0  Elapsed 2m 6s (remain 0m 46s) Loss: 0.0027(0.0207) \
EVAL: 
\f1 [
\f0 530/715
\f1 ]
\f0  Elapsed 2m 8s (remain 0m 44s) Loss: 0.0056(0.0205) \
EVAL: 
\f1 [
\f0 540/715
\f1 ]
\f0  Elapsed 2m 10s (remain 0m 42s) Loss: 0.0362(0.0208) \
EVAL: 
\f1 [
\f0 550/715
\f1 ]
\f0  Elapsed 2m 13s (remain 0m 39s) Loss: 0.0000(0.0208) \
EVAL: 
\f1 [
\f0 560/715
\f1 ]
\f0  Elapsed 2m 15s (remain 0m 37s) Loss: 0.0000(0.0206) \
EVAL: 
\f1 [
\f0 570/715
\f1 ]
\f0  Elapsed 2m 18s (remain 0m 34s) Loss: 0.0004(0.0203) \
EVAL: 
\f1 [
\f0 580/715
\f1 ]
\f0  Elapsed 2m 20s (remain 0m 32s) Loss: 0.0080(0.0201) \
EVAL: 
\f1 [
\f0 590/715
\f1 ]
\f0  Elapsed 2m 23s (remain 0m 30s) Loss: 0.0591(0.0200) \
EVAL: 
\f1 [
\f0 600/715
\f1 ]
\f0  Elapsed 2m 25s (remain 0m 27s) Loss: 0.0000(0.0197) \
EVAL: 
\f1 [
\f0 610/715
\f1 ]
\f0  Elapsed 2m 27s (remain 0m 25s) Loss: 0.0000(0.0196) \
EVAL: 
\f1 [
\f0 620/715
\f1 ]
\f0  Elapsed 2m 30s (remain 0m 22s) Loss: 0.0802(0.0198) \
EVAL: 
\f1 [
\f0 630/715
\f1 ]
\f0  Elapsed 2m 32s (remain 0m 20s) Loss: 0.0022(0.0197) \
EVAL: 
\f1 [
\f0 640/715
\f1 ]
\f0  Elapsed 2m 35s (remain 0m 17s) Loss: 0.0000(0.0196) \
EVAL: 
\f1 [
\f0 650/715
\f1 ]
\f0  Elapsed 2m 37s (remain 0m 15s) Loss: 0.0000(0.0193) \
EVAL: 
\f1 [
\f0 660/715
\f1 ]
\f0  Elapsed 2m 39s (remain 0m 13s) Loss: 0.0205(0.0192) \
EVAL: 
\f1 [
\f0 670/715
\f1 ]
\f0  Elapsed 2m 42s (remain 0m 10s) Loss: 0.0000(0.0190) \
EVAL: 
\f1 [
\f0 680/715
\f1 ]
\f0  Elapsed 2m 44s (remain 0m 8s) Loss: 0.0127(0.0189) \
EVAL: 
\f1 [
\f0 690/715
\f1 ]
\f0  Elapsed 2m 47s (remain 0m 5s) Loss: 0.0000(0.0187) \
EVAL: 
\f1 [
\f0 700/715
\f1 ]
\f0  Elapsed 2m 49s (remain 0m 3s) Loss: 0.0000(0.0187) \
EVAL: 
\f1 [
\f0 710/715
\f1 ]
\f0  Elapsed 2m 51s (remain 0m 0s) Loss: 0.0000(0.0186) \
EVAL: 
\f1 [
\f0 714/715
\f1 ]
\f0  Elapsed 2m 52s (remain 0m 0s) Loss: 0.0088(0.0185) \
\pard\pardeftab720\qr\partightenfactor0
\cf0 \cb1 \
\pard\pardeftab720\partightenfactor0
\cf0 \cb2 Epoch 5 - avg_train_loss: 0.0058  avg_val_loss: 0.0185  time: 2526s\
Epoch 5 - Score: 0.8807\
Epoch 5 - Save Best Score: 0.8807 Model\
========== fold: 0 result ==========\
Score: 0.8807\
========== CV ==========\
Score: 0.8807\cb1 \
}