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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
@@ -231,7 +231,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
     vector-add-performance:
                size       Triton        Torch
     0        4096.0     8.000000     8.000000
-    1        8192.0    15.999999    15.999999
+    1        8192.0    15.999999    19.200000
     2       16384.0    31.999999    31.999999
     3       32768.0    63.999998    63.999998
     4       65536.0   127.999995   127.999995
@@ -240,20 +240,20 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
     7      524288.0   614.400016   614.400016
     8     1048576.0   819.200021   819.200021
     9     2097152.0  1023.999964  1023.999964
-    10    4194304.0  1228.800031  1228.800031
+    10    4194304.0  1260.307736  1228.800031
     11    8388608.0  1424.695621  1424.695621
-    12   16777216.0  1560.380965  1548.094408
-    13   33554432.0  1624.859540  1624.859540
+    12   16777216.0  1560.380965  1560.380965
+    13   33554432.0  1631.601649  1624.859540
     14   67108864.0  1669.706983  1662.646960
-    15  134217728.0  1684.008546  1678.616907
+    15  134217728.0  1684.910539  1678.616907
 
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 6.648 seconds)
+   **Total running time of the script:** (0 minutes 15.433 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   464.655795   685.312292
-    1     384.0   605.702723   821.072100
-    2     512.0   747.707618   926.412113
-    3     640.0   798.172340   962.630300
-    4     768.0   876.508198  1026.576804
-    5     896.0   930.125937  1068.498561
-    6    1024.0   984.752608  1108.268532
-    7    1152.0  1104.639764   613.984033
-    8    1280.0  1140.776199   669.492207
-    9    1408.0  1154.330759   724.925621
-    10   1536.0  1195.447876   779.985367
-    11   1664.0  1220.658703   810.303068
-    12   1792.0  1233.745283   855.638253
-    13   1920.0  1255.201568   909.391103
-    14   2048.0  1280.518243   958.983648
-    15   2176.0  1255.478838   975.220036
-    16   2304.0  1268.310058  1010.034576
-    17   2432.0  1290.423310  1056.615932
-    18   2560.0  1304.765212  1087.097169
-    19   2688.0  1304.924053  1099.066257
-    20   2816.0  1326.798842  1126.802476
-    21   2944.0  1330.228157  1166.245931
-    22   3072.0  1353.142890  1185.286723
-    23   3200.0  1348.280297  1191.344360
-    24   3328.0  1355.415173  1220.085028
-    25   3456.0  1370.214785  1247.130303
-    26   3584.0  1373.509056  1261.282956
-    27   3712.0  1386.068031  1266.326327
-    28   3840.0  1391.549258  1302.871958
-    29   3968.0  1391.263602  1317.632825
-    30   4096.0  1399.991133  1322.843237
-    31   4224.0  1329.361886  1156.531376
-    32   4352.0  1334.436637  1175.462668
-    33   4480.0  1350.531680  1183.570708
-    34   4608.0  1361.433956  1191.887430
-    35   4736.0  1356.852747  1198.971173
-    36   4864.0  1376.699129  1223.181040
-    37   4992.0  1369.572146  1232.701133
-    38   5120.0  1378.573806  1252.593613
-    39   5248.0  1373.915844  1261.423562
-    40   5376.0  1380.538368  1286.877917
-    41   5504.0  1379.060369  1300.632713
-    42   5632.0  1385.747925  1310.938799
-    43   5760.0  1396.554380  1326.714476
-    44   5888.0  1389.139856  1342.376711
-    45   6016.0  1400.993359  1353.291731
-    46   6144.0  1411.347975  1376.272838
-    47   6272.0  1414.525309  1373.483341
-    48   6400.0  1416.756361  1386.317006
-    49   6528.0  1411.133757  1391.849890
-    50   6656.0  1418.385785  1400.297993
-    51   6784.0  1414.791997  1411.382678
-    52   6912.0  1424.776817  1422.190154
-    53   7040.0  1417.909435  1433.007877
-    54   7168.0  1426.588354  1435.670801
-    55   7296.0  1429.429985  1441.614363
-    56   7424.0  1431.539141  1448.093140
-    57   7552.0  1427.803116  1455.303708
-    58   7680.0  1436.570668  1461.593802
-    59   7808.0  1434.912741  1466.864913
-    60   7936.0  1435.689695  1468.794046
-    61   8064.0  1438.188879  1474.733206
-    62   8192.0  1440.995216  1483.853260
-    63   8320.0  1389.594804  1400.485786
-    64   8448.0  1386.133128  1403.946489
-    65   8576.0  1394.156614  1398.044087
-    66   8704.0  1389.456917  1398.258444
-    67   8832.0  1381.047318  1401.787946
-    68   8960.0  1396.741491  1412.905399
-    69   9088.0  1409.379478  1417.191329
-    70   9216.0  1402.603693  1424.897461
-    71   9344.0  1401.320220  1425.675380
-    72   9472.0  1403.538576  1435.772821
-    73   9600.0  1395.917472  1434.258920
-    74   9728.0  1399.851602  1439.266859
-    75   9856.0  1412.436358  1442.761130
-    76   9984.0  1397.380834  1453.632161
-    77  10112.0  1413.054738  1454.209543
-    78  10240.0  1425.068715  1465.606832
-    79  10368.0  1412.098877  1464.477670
-    80  10496.0  1414.101090  1465.726064
-    81  10624.0  1410.607725  1467.271652
-    82  10752.0  1407.419452  1473.544578
-    83  10880.0  1397.054268  1479.765719
-    84  11008.0  1419.845086  1481.436729
-    85  11136.0  1422.197781  1483.980516
-    86  11264.0  1431.691513  1487.313416
-    87  11392.0  1416.221814  1487.536557
-    88  11520.0  1422.466622  1493.559930
-    89  11648.0  1423.752892  1499.300630
-    90  11776.0  1431.223422  1501.024800
-    91  11904.0  1441.050847  1506.347763
-    92  12032.0  1426.524611  1509.849148
-    93  12160.0  1416.061152  1512.997219
-    94  12288.0  1438.516825  1392.627108
-    95  12416.0  1449.973613  1390.809057
-    96  12544.0  1440.489984  1393.973958
-    97  12672.0  1449.014134  1391.192365
+    0     256.0   481.122554   705.606305
+    1     384.0   610.434702   819.823114
+    2     512.0   761.656911   924.209827
+    3     640.0   799.226362   944.360090
+    4     768.0   867.047611  1027.173003
+    5     896.0   936.960598  1058.824580
+    6    1024.0   985.584033  1108.840124
+    7    1152.0  1107.393637   613.634046
+    8    1280.0  1146.930717   669.100706
+    9    1408.0  1162.115329   720.621389
+    10   1536.0  1185.177342   778.853902
+    11   1664.0  1217.205082   811.707348
+    12   1792.0  1241.317424   858.977076
+    13   1920.0  1248.378487   908.629411
+    14   2048.0  1278.451899   953.703798
+    15   2176.0  1255.573137   977.157558
+    16   2304.0  1268.279024  1008.176684
+    17   2432.0  1289.185340  1057.863892
+    18   2560.0  1308.571366  1084.184708
+    19   2688.0  1307.591343  1099.708516
+    20   2816.0  1319.874972  1130.874624
+    21   2944.0  1320.138954  1167.428064
+    22   3072.0  1351.664889  1185.122139
+    23   3200.0  1357.768931  1191.520567
+    24   3328.0  1353.422267  1220.980780
+    25   3456.0  1367.305367  1245.605859
+    26   3584.0  1379.735215  1258.157013
+    27   3712.0  1383.741181  1270.613298
+    28   3840.0  1386.899622  1302.070677
+    29   3968.0  1391.527406  1316.700118
+    30   4096.0  1399.801411  1325.898718
+    31   4224.0  1330.959459  1160.888959
+    32   4352.0  1335.577572  1172.599223
+    33   4480.0  1352.962036  1182.609123
+    34   4608.0  1362.112363  1193.610373
+    35   4736.0  1356.598590  1197.166243
+    36   4864.0  1375.028691  1222.774961
+    37   4992.0  1366.109616  1239.348747
+    38   5120.0  1372.128671  1250.058464
+    39   5248.0  1375.849884  1258.884814
+    40   5376.0  1374.978428  1286.796113
+    41   5504.0  1377.846198  1297.942346
+    42   5632.0  1384.413443  1312.716118
+    43   5760.0  1391.278564  1325.685551
+    44   5888.0  1394.194442  1340.336636
+    45   6016.0  1397.978091  1353.805381
+    46   6144.0  1406.785353  1372.097123
+    47   6272.0  1415.245090  1374.033813
+    48   6400.0  1410.782205  1388.175035
+    49   6528.0  1415.796932  1394.208904
+    50   6656.0  1421.096941  1403.630295
+    51   6784.0  1416.131251  1412.181764
+    52   6912.0  1427.941472  1425.406941
+    53   7040.0  1419.496350  1430.216877
+    54   7168.0  1429.089905  1433.832681
+    55   7296.0  1429.787556  1442.966669
+    56   7424.0  1429.375937  1442.943822
+    57   7552.0  1427.168501  1455.195697
+    58   7680.0  1437.135199  1460.596589
+    59   7808.0  1433.640230  1465.474209
+    60   7936.0  1432.577856  1468.218077
+    61   8064.0  1436.870645  1476.143488
+    62   8192.0  1441.160297  1482.565266
+    63   8320.0  1389.050740  1401.788111
+    64   8448.0  1378.888407  1404.382591
+    65   8576.0  1398.095805  1394.096530
+    66   8704.0  1388.941082  1402.802675
+    67   8832.0  1381.057924  1403.322637
+    68   8960.0  1395.218642  1414.527645
+    69   9088.0  1410.865783  1416.893112
+    70   9216.0  1404.596222  1423.388398
+    71   9344.0  1403.696909  1426.976061
+    72   9472.0  1398.858388  1434.562163
+    73   9600.0  1397.357600  1433.067199
+    74   9728.0  1399.107722  1441.921229
+    75   9856.0  1416.363642  1438.967318
+    76   9984.0  1402.643748  1451.618158
+    77  10112.0  1415.973788  1456.324055
+    78  10240.0  1420.144736  1466.642455
+    79  10368.0  1411.548536  1462.925131
+    80  10496.0  1412.824164  1468.937611
+    81  10624.0  1410.823497  1466.070334
+    82  10752.0  1405.901365  1474.315660
+    83  10880.0  1399.632282  1480.103880
+    84  11008.0  1418.699072  1478.589424
+    85  11136.0  1424.249125  1487.229175
+    86  11264.0  1427.982126  1486.433466
+    87  11392.0  1411.084768  1490.053428
+    88  11520.0  1424.872316  1494.723538
+    89  11648.0  1429.668921  1497.942460
+    90  11776.0  1430.401550  1500.797227
+    91  11904.0  1443.839914  1508.386152
+    92  12032.0  1425.162120  1509.201685
+    93  12160.0  1417.157747  1513.961434
+    94  12288.0  1435.210340  1393.452263
+    95  12416.0  1447.425904  1390.445989
+    96  12544.0  1441.090369  1394.385753
+    97  12672.0  1447.677043  1394.404387
 
 
 
@@ -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 25.076 seconds)
+   **Total running time of the script:** (0 minutes 23.218 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
@@ -570,77 +570,77 @@ but feel free to arrange this script as you wish to benchmark any other matrix s
     matmul-performance-fp16:
              M       N       K      cuBLAS      Triton
     0    256.0   256.0   256.0    4.096000    4.096000
-    1    384.0   384.0   384.0   11.059200   12.288000
+    1    384.0   384.0   384.0   12.288000   12.288000
     2    512.0   512.0   512.0   26.214401   26.214401
     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   87.808000
-    6   1024.0  1024.0  1024.0  104.857603   99.864382
+    5    896.0   896.0   896.0   78.051553   93.661869
+    6   1024.0  1024.0  1024.0  110.376426   99.864382
     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  157.286398
+    10  1536.0  1536.0  1536.0  176.947204  153.867127
     11  1664.0  1664.0  1664.0  179.978245  179.978245
-    12  1792.0  1792.0  1792.0  172.914215  208.137481
+    12  1792.0  1792.0  1792.0  172.914215  204.353162
     13  1920.0  1920.0  1920.0  200.347822  168.585369
-    14  2048.0  2048.0  2048.0  226.719125  190.650180
+    14  2048.0  2048.0  2048.0  226.719125  192.841562
     15  2176.0  2176.0  2176.0  211.827867  214.081356
-    16  2304.0  2304.0  2304.0  229.691080  228.592087
-    17  2432.0  2432.0  2432.0  206.576938  203.583068
-    18  2560.0  2560.0  2560.0  224.438347  222.911566
-    19  2688.0  2688.0  2688.0  200.704002  199.647657
-    20  2816.0  2816.0  2816.0  214.848312  214.848312
-    21  2944.0  2944.0  2944.0  221.493479  222.482283
+    16  2304.0  2304.0  2304.0  234.194828  231.921091
+    17  2432.0  2432.0  2432.0  205.069087  202.118452
+    18  2560.0  2560.0  2560.0  225.986210  219.919464
+    19  2688.0  2688.0  2688.0  199.647657  201.771569
+    20  2816.0  2816.0  2816.0  216.986107  212.752230
+    21  2944.0  2944.0  2944.0  221.493479  225.502413
     22  3072.0  3072.0  3072.0  208.941345  213.672083
     23  3200.0  3200.0  3200.0  216.216207  219.178074
-    24  3328.0  3328.0  3328.0  208.067338  207.467716
-    25  3456.0  3456.0  3456.0  221.487820  219.080343
-    26  3584.0  3584.0  3584.0  216.142772  213.069643
-    27  3712.0  3712.0  3712.0  213.000737  217.641271
-    28  3840.0  3840.0  3840.0  210.250955  211.456969
-    29  3968.0  3968.0  3968.0  211.114084  214.830867
-    30  4096.0  4096.0  4096.0  222.214781  220.390365
+    24  3328.0  3328.0  3328.0  209.277023  208.670419
+    25  3456.0  3456.0  3456.0  214.419058  216.143621
+    26  3584.0  3584.0  3584.0  218.772251  213.575751
+    27  3712.0  3712.0  3712.0  211.646909  217.641271
+    28  3840.0  3840.0  3840.0  210.250955  212.268710
+    29  3968.0  3968.0  3968.0  211.114084  214.453305
+    30  4096.0  4096.0  4096.0  220.029067  219.310012
     matmul-performance-fp8:
              M       N       K      Triton
     0    256.0   256.0   256.0    3.276800
     1    384.0   384.0   384.0    9.216000
     2    512.0   512.0   512.0   18.724571
     3    640.0   640.0   640.0   32.000000
     4    768.0   768.0   768.0   42.130286
-    5    896.0   896.0   896.0   58.538665
+    5    896.0   896.0   896.0   61.083825
     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   99.902441
+    8   1280.0  1280.0  1280.0  102.400003
     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
     12  1792.0  1792.0  1792.0  133.802668
-    13  1920.0  1920.0  1920.0   99.453240
+    13  1920.0  1920.0  1920.0  100.173911
     14  2048.0  2048.0  2048.0  114.130722
-    15  2176.0  2176.0  2176.0  120.500882
-    16  2304.0  2304.0  2304.0  134.201527
-    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  117.439807
-    20  2816.0  2816.0  2816.0  128.655484
-    21  2944.0  2944.0  2944.0  139.596724
-    22  3072.0  3072.0  3072.0  144.079147
-    23  3200.0  3200.0  3200.0  140.043768
-    24  3328.0  3328.0  3328.0  132.215416
+    15  2176.0  2176.0  2176.0  119.783620
+    16  2304.0  2304.0  2304.0  133.451803
+    17  2432.0  2432.0  2432.0  133.149115
+    18  2560.0  2560.0  2560.0  146.285712
+    19  2688.0  2688.0  2688.0  118.171514
+    20  2816.0  2816.0  2816.0  128.277083
+    21  2944.0  2944.0  2944.0  140.383190
+    22  3072.0  3072.0  3072.0  143.713461
+    23  3200.0  3200.0  3200.0  140.350874
+    24  3328.0  3328.0  3328.0  131.852184
     25  3456.0  3456.0  3456.0  139.002705
-    26  3584.0  3584.0  3584.0  148.866543
-    27  3712.0  3712.0  3712.0  141.698358
-    28  3840.0  3840.0  3840.0  138.240003
+    26  3584.0  3584.0  3584.0  148.620481
+    27  3712.0  3712.0  3712.0  141.899635
+    28  3840.0  3840.0  3840.0  137.895263
     29  3968.0  3968.0  3968.0  147.016795
-    30  4096.0  4096.0  4096.0  154.985826
+    30  4096.0  4096.0  4096.0  157.347868
 
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (2 minutes 17.837 seconds)
+   **Total running time of the script:** (2 minutes 18.230 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
@@ -242,7 +242,7 @@ References
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.716 seconds)
+   **Total running time of the script:** (0 minutes 0.713 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_04-low-memory-dropout.py: