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diff --git a/main/.doctrees/environment.pickle b/main/.doctrees/environment.pickle
diff --git a/main/.doctrees/getting-started/tutorials/01-vector-add.doctree b/main/.doctrees/getting-started/tutorials/01-vector-add.doctree
diff --git a/main/.doctrees/getting-started/tutorials/02-fused-softmax.doctree b/main/.doctrees/getting-started/tutorials/02-fused-softmax.doctree
diff --git a/main/.doctrees/getting-started/tutorials/03-matrix-multiplication.doctree b/main/.doctrees/getting-started/tutorials/03-matrix-multiplication.doctree
diff --git a/main/.doctrees/getting-started/tutorials/04-low-memory-dropout.doctree b/main/.doctrees/getting-started/tutorials/04-low-memory-dropout.doctree
diff --git a/main/.doctrees/getting-started/tutorials/05-layer-norm.doctree b/main/.doctrees/getting-started/tutorials/05-layer-norm.doctree
diff --git a/main/.doctrees/getting-started/tutorials/06-fused-attention.doctree b/main/.doctrees/getting-started/tutorials/06-fused-attention.doctree
diff --git a/main/.doctrees/getting-started/tutorials/07-extern-functions.doctree b/main/.doctrees/getting-started/tutorials/07-extern-functions.doctree
diff --git a/main/.doctrees/getting-started/tutorials/08-grouped-gemm.doctree b/main/.doctrees/getting-started/tutorials/08-grouped-gemm.doctree
diff --git a/main/.doctrees/getting-started/tutorials/09-persistent-matmul.doctree b/main/.doctrees/getting-started/tutorials/09-persistent-matmul.doctree
diff --git a/main/.doctrees/getting-started/tutorials/sg_execution_times.doctree b/main/.doctrees/getting-started/tutorials/sg_execution_times.doctree
diff --git a/main/.doctrees/sg_execution_times.doctree b/main/.doctrees/sg_execution_times.doctree
diff --git a/main/_downloads/032b2a144fc26b286cf422d1aecab3b6/05-layer-norm.zip b/main/_downloads/032b2a144fc26b286cf422d1aecab3b6/05-layer-norm.zip
diff --git a/main/_downloads/3cf54e8aaddcfce69d180b77518fd544/07-extern-functions.zip b/main/_downloads/3cf54e8aaddcfce69d180b77518fd544/07-extern-functions.zip
diff --git a/main/_downloads/4e511f795844d864249b83f016d8ce09/01-vector-add.zip b/main/_downloads/4e511f795844d864249b83f016d8ce09/01-vector-add.zip
diff --git a/main/_downloads/509ee5615f08cb2e7336a73c0511fba2/06-fused-attention.zip b/main/_downloads/509ee5615f08cb2e7336a73c0511fba2/06-fused-attention.zip
diff --git a/main/_downloads/662999063954282841dc90b8945f85ce/tutorials_jupyter.zip b/main/_downloads/662999063954282841dc90b8945f85ce/tutorials_jupyter.zip
diff --git a/main/_downloads/763344228ae6bc253ed1a6cf586aa30d/tutorials_python.zip b/main/_downloads/763344228ae6bc253ed1a6cf586aa30d/tutorials_python.zip
diff --git a/main/_downloads/9241eab99db7582ceb6cd81f77524214/04-low-memory-dropout.zip b/main/_downloads/9241eab99db7582ceb6cd81f77524214/04-low-memory-dropout.zip
diff --git a/main/_downloads/a13fad8f9b954e9e27a17a2c27aee1b8/09-persistent-matmul.zip b/main/_downloads/a13fad8f9b954e9e27a17a2c27aee1b8/09-persistent-matmul.zip
diff --git a/main/_downloads/d74d81ab958b2efbd334253f48cdb202/03-matrix-multiplication.zip b/main/_downloads/d74d81ab958b2efbd334253f48cdb202/03-matrix-multiplication.zip
diff --git a/main/_downloads/f66de4fbee2c4ba20b6f7f3ae99f7de3/02-fused-softmax.zip b/main/_downloads/f66de4fbee2c4ba20b6f7f3ae99f7de3/02-fused-softmax.zip
diff --git a/main/_downloads/fecddac383ee03c4c47e2cf2ec91448a/08-grouped-gemm.zip b/main/_downloads/fecddac383ee03c4c47e2cf2ec91448a/08-grouped-gemm.zip
diff --git a/main/_images/sphx_glr_01-vector-add_001.png b/main/_images/sphx_glr_01-vector-add_001.png
diff --git a/main/_images/sphx_glr_01-vector-add_thumb.png b/main/_images/sphx_glr_01-vector-add_thumb.png
diff --git a/main/_images/sphx_glr_02-fused-softmax_001.png b/main/_images/sphx_glr_02-fused-softmax_001.png
diff --git a/main/_images/sphx_glr_02-fused-softmax_thumb.png b/main/_images/sphx_glr_02-fused-softmax_thumb.png
diff --git a/main/_images/sphx_glr_03-matrix-multiplication_001.png b/main/_images/sphx_glr_03-matrix-multiplication_001.png
diff --git a/main/_images/sphx_glr_03-matrix-multiplication_002.png b/main/_images/sphx_glr_03-matrix-multiplication_002.png
diff --git a/main/_images/sphx_glr_03-matrix-multiplication_thumb.png b/main/_images/sphx_glr_03-matrix-multiplication_thumb.png
diff --git a/main/_images/sphx_glr_05-layer-norm_001.png b/main/_images/sphx_glr_05-layer-norm_001.png
diff --git a/main/_images/sphx_glr_05-layer-norm_thumb.png b/main/_images/sphx_glr_05-layer-norm_thumb.png
diff --git a/main/_images/sphx_glr_06-fused-attention_001.png b/main/_images/sphx_glr_06-fused-attention_001.png
diff --git a/main/_images/sphx_glr_06-fused-attention_002.png b/main/_images/sphx_glr_06-fused-attention_002.png
diff --git a/main/_images/sphx_glr_06-fused-attention_003.png b/main/_images/sphx_glr_06-fused-attention_003.png
diff --git a/main/_images/sphx_glr_06-fused-attention_thumb.png b/main/_images/sphx_glr_06-fused-attention_thumb.png
diff --git a/main/_images/sphx_glr_08-grouped-gemm_001.png b/main/_images/sphx_glr_08-grouped-gemm_001.png
diff --git a/main/_images/sphx_glr_08-grouped-gemm_thumb.png b/main/_images/sphx_glr_08-grouped-gemm_thumb.png
diff --git a/main/_sources/getting-started/tutorials/01-vector-add.rst.txt b/main/_sources/getting-started/tutorials/01-vector-add.rst.txt
@@ -232,28 +232,28 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
                size       Triton        Torch
     0        4096.0     8.000000     8.000000
     1        8192.0    15.999999    15.999999
-    2       16384.0    38.400001    31.999999
+    2       16384.0    31.999999    31.999999
     3       32768.0    63.999998    63.999998
     4       65536.0   127.999995   127.999995
     5      131072.0   219.428568   219.428568
     6      262144.0   384.000001   384.000001
     7      524288.0   614.400016   614.400016
     8     1048576.0   819.200021   819.200021
-    9     2097152.0  1023.999964  1023.999964
-    10    4194304.0  1260.307736  1228.800031
+    9     2097152.0  1068.521715  1023.999964
+    10    4194304.0  1228.800031  1260.307736
     11    8388608.0  1424.695621  1424.695621
     12   16777216.0  1560.380965  1560.380965
     13   33554432.0  1631.601649  1624.859540
     14   67108864.0  1669.706983  1662.646960
-    15  134217728.0  1685.813499  1678.616907
+    15  134217728.0  1684.008546  1680.410210
 
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 6.655 seconds)
+   **Total running time of the script:** (0 minutes 8.085 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_01-vector-add.py:

diff --git a/main/_sources/getting-started/tutorials/02-fused-softmax.rst.txt b/main/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
@@ -330,104 +330,104 @@ We will then compare its performance against (1) :code:`torch.softmax` and (2) t
 
     softmax-performance:
               N       Triton        Torch
-    0     256.0   483.504849   705.858619
-    1     384.0   609.909256   819.825104
-    2     512.0   752.501069   924.816481
-    3     640.0   797.672563   963.880055
-    4     768.0   881.726191  1018.420477
-    5     896.0   929.768442  1064.831875
-    6    1024.0   999.494799  1122.001862
-    7    1152.0  1102.558978   614.441742
-    8    1280.0  1142.090409   669.986852
-    9    1408.0  1168.353519   725.768367
-    10   1536.0  1193.606858   780.036253
-    11   1664.0  1211.625586   816.613371
-    12   1792.0  1234.005969   857.585530
-    13   1920.0  1257.909453   907.932932
-    14   2048.0  1279.372923   953.199062
-    15   2176.0  1256.866836   976.941599
-    16   2304.0  1272.111609  1007.991351
-    17   2432.0  1293.568044  1053.980286
-    18   2560.0  1302.443672  1084.044097
-    19   2688.0  1310.543069  1100.064422
-    20   2816.0  1329.550121  1132.845900
-    21   2944.0  1325.106103  1165.101730
-    22   3072.0  1354.263898  1181.937432
-    23   3200.0  1356.768765  1196.734630
-    24   3328.0  1361.569081  1223.640447
-    25   3456.0  1372.260392  1251.372527
-    26   3584.0  1377.824967  1263.990813
-    27   3712.0  1388.452077  1269.160168
-    28   3840.0  1390.195771  1300.371636
-    29   3968.0  1392.128272  1316.642004
-    30   4096.0  1401.440985  1325.993289
-    31   4224.0  1335.750716  1161.324964
-    32   4352.0  1341.910848  1174.716639
-    33   4480.0  1357.279725  1184.106737
-    34   4608.0  1363.505422  1194.268459
-    35   4736.0  1355.972089  1202.458558
-    36   4864.0  1376.545694  1221.469200
-    37   4992.0  1371.193311  1233.980250
-    38   5120.0  1372.928619  1249.661093
-    39   5248.0  1376.524535  1256.566657
-    40   5376.0  1380.404894  1286.955387
-    41   5504.0  1376.185871  1296.784498
-    42   5632.0  1387.308569  1316.781373
-    43   5760.0  1394.788007  1325.776437
-    44   5888.0  1393.254701  1340.097197
-    45   6016.0  1397.522942  1351.778948
-    46   6144.0  1407.036902  1372.097123
-    47   6272.0  1415.862255  1374.950602
-    48   6400.0  1412.979892  1391.500644
-    49   6528.0  1413.225499  1392.287672
-    50   6656.0  1419.501659  1401.350961
-    51   6784.0  1414.210591  1417.375134
-    52   6912.0  1427.230434  1425.416165
-    53   7040.0  1415.621263  1433.818007
-    54   7168.0  1427.284870  1435.603462
-    55   7296.0  1433.278373  1442.232505
-    56   7424.0  1429.853412  1448.062699
-    57   7552.0  1430.825507  1455.662158
-    58   7680.0  1436.538042  1462.944463
-    59   7808.0  1432.563937  1465.515737
-    60   7936.0  1436.234983  1468.974307
-    61   8064.0  1438.197861  1472.449191
-    62   8192.0  1438.820876  1484.991319
-    63   8320.0  1388.828363  1400.923094
-    64   8448.0  1382.080815  1404.912243
-    65   8576.0  1397.828756  1398.077460
-    66   8704.0  1389.103978  1401.588898
-    67   8832.0  1388.464599  1406.114984
-    68   8960.0  1394.242119  1411.884544
-    69   9088.0  1406.154896  1416.931387
-    70   9216.0  1401.332416  1424.186015
-    71   9344.0  1399.101498  1425.765896
-    72   9472.0  1397.400184  1437.613232
-    73   9600.0  1397.414486  1429.620929
-    74   9728.0  1404.383086  1443.278039
-    75   9856.0  1414.338572  1442.781395
-    76   9984.0  1400.183684  1449.253765
-    77  10112.0  1413.006160  1455.536657
-    78  10240.0  1420.935224  1468.628917
-    79  10368.0  1412.594682  1463.525008
-    80  10496.0  1412.404248  1466.541052
-    81  10624.0  1411.253194  1469.755374
-    82  10752.0  1403.887393  1470.905480
-    83  10880.0  1401.058090  1481.231802
-    84  11008.0  1418.032552  1476.656156
-    85  11136.0  1423.022405  1483.522921
-    86  11264.0  1426.833981  1487.372540
-    87  11392.0  1415.976223  1489.733547
-    88  11520.0  1420.858834  1493.378907
-    89  11648.0  1428.996384  1496.158752
-    90  11776.0  1429.987493  1501.891181
-    91  11904.0  1441.947990  1504.710219
-    92  12032.0  1420.270029  1508.437638
-    93  12160.0  1420.123557  1509.548090
-    94  12288.0  1434.772004  1390.825795
-    95  12416.0  1447.592587  1389.969032
-    96  12544.0  1443.655266  1391.978887
-    97  12672.0  1449.629836  1395.389754
+    0     256.0   483.648575   704.279422
+    1     384.0   611.207871   811.310482
+    2     512.0   760.029946   930.244010
+    3     640.0   789.112633   962.289683
+    4     768.0   885.260387  1014.476488
+    5     896.0   930.769527  1075.646692
+    6    1024.0  1000.412757  1115.599438
+    7    1152.0  1109.040519   610.401148
+    8    1280.0  1149.123110   671.226388
+    9    1408.0  1154.278795   720.621389
+    10   1536.0  1193.883514   778.498289
+    11   1664.0  1210.021635   814.654418
+    12   1792.0  1242.793808   859.324356
+    13   1920.0  1254.580283   908.801326
+    14   2048.0  1275.278633   959.301903
+    15   2176.0  1263.968962   973.449375
+    16   2304.0  1266.587365  1008.539223
+    17   2432.0  1298.087764  1057.024314
+    18   2560.0  1298.588250  1088.941346
+    19   2688.0  1318.063968  1100.100149
+    20   2816.0  1327.522874  1131.238323
+    21   2944.0  1323.948838  1168.479819
+    22   3072.0  1354.041176  1183.863854
+    23   3200.0  1358.514156  1194.711058
+    24   3328.0  1354.976383  1225.274576
+    25   3456.0  1371.850435  1244.211621
+    26   3584.0  1372.984323  1256.138600
+    27   3712.0  1387.329527  1274.311099
+    28   3840.0  1388.664938  1303.713374
+    29   3968.0  1393.204422  1313.355077
+    30   4096.0  1403.886883  1325.316368
+    31   4224.0  1337.103991  1158.609778
+    32   4352.0  1335.716353  1173.812661
+    33   4480.0  1356.217955  1183.574263
+    34   4608.0  1362.450812  1193.809073
+    35   4736.0  1357.293947  1201.733861
+    36   4864.0  1379.159459  1221.861291
+    37   4992.0  1373.826137  1234.229426
+    38   5120.0  1377.862279  1249.951049
+    39   5248.0  1377.333230  1257.339477
+    40   5376.0  1379.883175  1285.170192
+    41   5504.0  1375.907088  1294.483712
+    42   5632.0  1384.322144  1315.326958
+    43   5760.0  1389.700975  1323.655303
+    44   5888.0  1388.358894  1340.965603
+    45   6016.0  1396.791808  1357.890048
+    46   6144.0  1407.352454  1376.836366
+    47   6272.0  1416.510509  1373.925271
+    48   6400.0  1417.547916  1390.114938
+    49   6528.0  1412.386919  1394.558616
+    50   6656.0  1429.171955  1404.118948
+    51   6784.0  1414.168228  1414.152945
+    52   6912.0  1428.677389  1423.545837
+    53   7040.0  1419.135908  1431.027028
+    54   7168.0  1428.190246  1432.573337
+    55   7296.0  1430.990750  1442.788896
+    56   7424.0  1432.261790  1448.247037
+    57   7552.0  1429.992641  1455.168665
+    58   7680.0  1434.263134  1461.397513
+    59   7808.0  1434.109985  1464.693503
+    60   7936.0  1438.390409  1469.118869
+    61   8064.0  1441.079679  1476.328321
+    62   8192.0  1439.713319  1484.101664
+    63   8320.0  1389.698454  1401.500977
+    64   8448.0  1379.724473  1404.643597
+    65   8576.0  1397.012595  1396.208756
+    66   8704.0  1390.381255  1402.374490
+    67   8832.0  1381.410375  1402.728397
+    68   8960.0  1399.763867  1412.439691
+    69   9088.0  1409.690151  1417.513298
+    70   9216.0  1401.348792  1425.147763
+    71   9344.0  1398.078238  1423.023168
+    72   9472.0  1397.977452  1433.206099
+    73   9600.0  1393.409483  1431.106833
+    74   9728.0  1400.878586  1441.134502
+    75   9856.0  1411.871327  1441.104112
+    76   9984.0  1399.378512  1453.973620
+    77  10112.0  1413.104126  1455.984016
+    78  10240.0  1424.171473  1469.898677
+    79  10368.0  1412.048415  1465.451919
+    80  10496.0  1414.760017  1469.418293
+    81  10624.0  1411.783049  1466.482982
+    82  10752.0  1408.101565  1473.308784
+    83  10880.0  1402.392760  1483.867742
+    84  11008.0  1420.196950  1476.739754
+    85  11136.0  1422.397196  1485.601988
+    86  11264.0  1428.979758  1487.306093
+    87  11392.0  1414.354964  1489.877609
+    88  11520.0  1423.180249  1496.093741
+    89  11648.0  1428.865810  1497.329329
+    90  11776.0  1431.690275  1499.983541
+    91  11904.0  1442.327917  1506.970568
+    92  12032.0  1423.804221  1507.745673
+    93  12160.0  1421.960002  1512.223550
+    94  12288.0  1436.623032  1393.599156
+    95  12416.0  1447.158770  1390.654769
+    96  12544.0  1442.963517  1393.886753
+    97  12672.0  1445.889735  1394.097025
 
 
 
@@ -442,7 +442,7 @@ In the above plot, we can see that:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 23.233 seconds)
+   **Total running time of the script:** (0 minutes 23.220 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_02-fused-softmax.py:

diff --git a/main/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt b/main/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
@@ -575,31 +575,31 @@ but feel free to arrange this script as you wish to benchmark any other matrix s
     3    640.0   640.0   640.0   42.666665   42.666665
     4    768.0   768.0   768.0   63.195428   68.056616
     5    896.0   896.0   896.0   78.051553   93.661869
-    6   1024.0  1024.0  1024.0  104.857603  104.857603
+    6   1024.0  1024.0  1024.0  110.376426  104.857603
     7   1152.0  1152.0  1152.0  135.726544  129.825388
     8   1280.0  1280.0  1280.0  157.538463  163.840004
     9   1408.0  1408.0  1408.0  155.765024  132.970149
-    10  1536.0  1536.0  1536.0  176.947204  153.867127
-    11  1664.0  1664.0  1664.0  183.651271  179.978245
+    10  1536.0  1536.0  1536.0  176.947204  157.286398
+    11  1664.0  1664.0  1664.0  179.978245  179.978245
     12  1792.0  1792.0  1792.0  172.914215  208.137481
-    13  1920.0  1920.0  1920.0  200.347822  166.554219
+    13  1920.0  1920.0  1920.0  200.347822  168.585369
     14  2048.0  2048.0  2048.0  226.719125  192.841562
-    15  2176.0  2176.0  2176.0  211.827867  209.621326
-    16  2304.0  2304.0  2304.0  229.691080  231.921091
-    17  2432.0  2432.0  2432.0  205.069087  202.118452
-    18  2560.0  2560.0  2560.0  224.438347  218.453323
-    19  2688.0  2688.0  2688.0  200.704002  198.602388
-    20  2816.0  2816.0  2816.0  212.752230  207.686706
-    21  2944.0  2944.0  2944.0  220.513412  222.482283
-    22  3072.0  3072.0  3072.0  210.494802  212.868821
-    23  3200.0  3200.0  3200.0  218.430042  219.178074
-    24  3328.0  3328.0  3328.0  209.887165  209.887165
-    25  3456.0  3456.0  3456.0  220.880999  218.486642
-    26  3584.0  3584.0  3584.0  218.772251  215.108588
-    27  3712.0  3712.0  3712.0  208.990259  214.833002
+    15  2176.0  2176.0  2176.0  211.827867  211.827867
+    16  2304.0  2304.0  2304.0  229.691080  227.503545
+    17  2432.0  2432.0  2432.0  206.576938  203.583068
+    18  2560.0  2560.0  2560.0  222.911566  219.919464
+    19  2688.0  2688.0  2688.0  198.602388  199.647657
+    20  2816.0  2816.0  2816.0  212.752230  212.752230
+    21  2944.0  2944.0  2944.0  221.493479  223.479969
+    22  3072.0  3072.0  3072.0  208.941345  211.280236
+    23  3200.0  3200.0  3200.0  216.949149  221.453296
+    24  3328.0  3328.0  3328.0  207.467716  211.118166
+    25  3456.0  3456.0  3456.0  219.677297  219.080343
+    26  3584.0  3584.0  3584.0  216.142772  215.624440
+    27  3712.0  3712.0  3712.0  211.646909  214.833002
     28  3840.0  3840.0  3840.0  210.250955  209.851994
-    29  3968.0  3968.0  3968.0  208.945088  217.899880
-    30  4096.0  4096.0  4096.0  220.029067  220.029067
+    29  3968.0  3968.0  3968.0  211.114084  219.467517
+    30  4096.0  4096.0  4096.0  217.180793  220.029067
     matmul-performance-fp8:
              M       N       K      Triton
     0    256.0   256.0   256.0    3.276800
@@ -610,7 +610,7 @@ but feel free to arrange this script as you wish to benchmark any other matrix s
     5    896.0   896.0   896.0   58.538665
     6   1024.0  1024.0  1024.0   61.680940
     7   1152.0  1152.0  1152.0   80.702267
-    8   1280.0  1280.0  1280.0  102.400003
+    8   1280.0  1280.0  1280.0   99.902441
     9   1408.0  1408.0  1408.0   81.369790
     10  1536.0  1536.0  1536.0   98.303997
     11  1664.0  1664.0  1664.0  115.370671
@@ -620,27 +620,27 @@ but feel free to arrange this script as you wish to benchmark any other matrix s
     15  2176.0  2176.0  2176.0  120.500882
     16  2304.0  2304.0  2304.0  134.959733
     17  2432.0  2432.0  2432.0  132.521057
-    18  2560.0  2560.0  2560.0  145.635558
-    19  2688.0  2688.0  2688.0  118.171514
+    18  2560.0  2560.0  2560.0  145.959916
+    19  2688.0  2688.0  2688.0  117.077336
     20  2816.0  2816.0  2816.0  128.655484
-    21  2944.0  2944.0  2944.0  138.819031
-    22  3072.0  3072.0  3072.0  144.079147
-    23  3200.0  3200.0  3200.0  139.433550
-    24  3328.0  3328.0  3328.0  130.893266
-    25  3456.0  3456.0  3456.0  138.287420
-    26  3584.0  3584.0  3584.0  149.113421
+    21  2944.0  2944.0  2944.0  139.988852
+    22  3072.0  3072.0  3072.0  143.713461
+    23  3200.0  3200.0  3200.0  139.737993
+    24  3328.0  3328.0  3328.0  132.336939
+    25  3456.0  3456.0  3456.0  139.725414
+    26  3584.0  3584.0  3584.0  148.620481
     27  3712.0  3712.0  3712.0  142.303911
-    28  3840.0  3840.0  3840.0  137.723536
-    29  3968.0  3968.0  3968.0  147.194128
-    30  4096.0  4096.0  4096.0  154.807064
+    28  3840.0  3840.0  3840.0  137.895263
+    29  3968.0  3968.0  3968.0  147.550102
+    30  4096.0  4096.0  4096.0  155.165002
 
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (2 minutes 17.240 seconds)
+   **Total running time of the script:** (2 minutes 17.681 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_03-matrix-multiplication.py:

diff --git a/main/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt b/main/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
@@ -244,7 +244,7 @@ References
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.709 seconds)
+   **Total running time of the script:** (0 minutes 0.695 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_04-low-memory-dropout.py: