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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    31.999999    31.999999
+    2       16384.0    38.400001    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  1228.800031  1228.800031
-    11    8388608.0  1424.695621  1404.342820
+    10    4194304.0  1260.307736  1228.800031
+    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  1684.008546  1678.616907
+    15  134217728.0  1685.813499  1678.616907
 
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 6.723 seconds)
+   **Total running time of the script:** (0 minutes 6.655 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   479.591087   686.780777
-    1     384.0   606.329385   811.084783
-    2     512.0   759.148903   917.236325
-    3     640.0   784.606674   963.285389
-    4     768.0   878.976622  1012.756900
-    5     896.0   936.982431  1067.047583
-    6    1024.0   993.348041  1109.168311
-    7    1152.0  1102.971819   613.547884
-    8    1280.0  1138.184560   671.634363
-    9    1408.0  1155.897226   724.090333
-    10   1536.0  1191.316485   778.447155
-    11   1664.0  1216.788990   809.628678
-    12   1792.0  1238.494639   858.334953
-    13   1920.0  1253.417042   908.037302
-    14   2048.0  1269.259338   953.436477
-    15   2176.0  1256.971745   975.439013
-    16   2304.0  1273.536301  1011.647880
-    17   2432.0  1293.589320  1052.346948
-    18   2560.0  1300.039855  1087.310601
-    19   2688.0  1313.709434  1098.697721
-    20   2816.0  1321.950869  1127.038728
-    21   2944.0  1321.396901  1167.914567
-    22   3072.0  1352.850905  1180.985293
-    23   3200.0  1350.322541  1194.869292
-    24   3328.0  1356.696780  1220.645876
-    25   3456.0  1370.160685  1247.851511
-    26   3584.0  1376.749220  1261.037051
-    27   3712.0  1387.322807  1265.337871
-    28   3840.0  1384.630822  1298.935824
-    29   3968.0  1392.280764  1312.133859
-    30   4096.0  1395.284741  1327.113740
-    31   4224.0  1333.870054  1157.573503
-    32   4352.0  1334.753963  1177.066793
-    33   4480.0  1354.228198  1183.200907
-    34   4608.0  1361.654589  1196.523793
-    35   4736.0  1356.343469  1199.647767
-    36   4864.0  1376.871385  1222.899944
-    37   4992.0  1368.337785  1238.186815
-    38   5120.0  1375.114021  1252.122355
-    39   5248.0  1371.741881  1254.659695
-    40   5376.0  1377.132400  1286.350160
-    41   5504.0  1374.163119  1296.429048
-    42   5632.0  1383.639491  1315.019705
-    43   5760.0  1394.006823  1323.923430
-    44   5888.0  1395.175890  1339.341988
-    45   6016.0  1398.239767  1356.552649
-    46   6144.0  1407.111343  1375.300442
-    47   6272.0  1414.286270  1376.879531
-    48   6400.0  1416.124408  1390.245667
-    49   6528.0  1413.135628  1396.274773
-    50   6656.0  1421.462948  1400.787411
-    51   6784.0  1405.418965  1413.893064
-    52   6912.0  1429.922242  1425.265663
-    53   7040.0  1420.268859  1431.970540
-    54   7168.0  1426.904234  1436.504632
-    55   7296.0  1428.848471  1439.903310
-    56   7424.0  1429.889980  1442.603892
-    57   7552.0  1427.233875  1454.240622
-    58   7680.0  1433.454680  1460.214321
-    59   7808.0  1429.409941  1466.211424
-    60   7936.0  1439.817454  1466.702774
-    61   8064.0  1435.910645  1471.880026
-    62   8192.0  1440.488795  1482.469613
-    63   8320.0  1385.196502  1403.558392
-    64   8448.0  1381.196296  1405.175146
-    65   8576.0  1394.654387  1392.750587
-    66   8704.0  1389.283047  1400.915735
-    67   8832.0  1381.447123  1404.645393
-    68   8960.0  1400.210307  1411.632670
-    69   9088.0  1409.877714  1415.073481
-    70   9216.0  1406.550586  1426.026518
-    71   9344.0  1398.570404  1423.363447
-    72   9472.0  1394.784036  1431.838719
-    73   9600.0  1396.219370  1432.961948
-    74   9728.0  1400.115561  1443.202285
-    75   9856.0  1413.348391  1442.315923
-    76   9984.0  1401.335040  1451.377582
-    77  10112.0  1412.219870  1452.109506
-    78  10240.0  1420.010313  1467.536831
-    79  10368.0  1413.298436  1463.078903
-    80  10496.0  1413.837933  1469.054667
-    81  10624.0  1410.845223  1465.886907
-    82  10752.0  1401.779613  1470.154689
-    83  10880.0  1399.075895  1483.569163
-    84  11008.0  1415.474194  1475.722004
-    85  11136.0  1422.763130  1482.443433
-    86  11264.0  1428.716004  1486.668993
-    87  11392.0  1416.737929  1486.493588
-    88  11520.0  1421.482944  1496.738310
-    89  11648.0  1423.347027  1500.292973
-    90  11776.0  1430.859961  1501.073525
-    91  11904.0  1443.636709  1505.693946
-    92  12032.0  1429.536656  1508.197570
-    93  12160.0  1420.532604  1508.366363
-    94  12288.0  1439.085584  1392.058470
-    95  12416.0  1446.501558  1390.692311
-    96  12544.0  1441.391276  1391.394575
-    97  12672.0  1446.591091  1393.094678
+    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
 
 
 
@@ -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 23.295 seconds)
+   **Total running time of the script:** (0 minutes 23.233 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
@@ -573,33 +573,33 @@ but feel free to arrange this script as you wish to benchmark any other matrix s
     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   63.195428
-    5    896.0   896.0   896.0   78.051553   87.808000
-    6   1024.0  1024.0  1024.0  110.376426   99.864382
+    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
     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  183.651271  179.978245
-    12  1792.0  1792.0  1792.0  172.914215  204.353162
+    12  1792.0  1792.0  1792.0  172.914215  208.137481
     13  1920.0  1920.0  1920.0  200.347822  166.554219
     14  2048.0  2048.0  2048.0  226.719125  192.841562
-    15  2176.0  2176.0  2176.0  211.827867  211.827867
-    16  2304.0  2304.0  2304.0  231.921091  229.691080
-    17  2432.0  2432.0  2432.0  205.069087  205.069087
-    18  2560.0  2560.0  2560.0  224.438347  222.911566
-    19  2688.0  2688.0  2688.0  199.647657  200.704002
-    20  2816.0  2816.0  2816.0  212.752230  210.696652
-    21  2944.0  2944.0  2944.0  221.493479  223.479969
-    22  3072.0  3072.0  3072.0  208.941345  212.868821
-    23  3200.0  3200.0  3200.0  213.333323  220.689658
-    24  3328.0  3328.0  3328.0  209.277023  209.887165
-    25  3456.0  3456.0  3456.0  214.419058  220.880999
-    26  3584.0  3584.0  3584.0  215.624440  213.069643
-    27  3712.0  3712.0  3712.0  210.310194  217.168134
-    28  3840.0  3840.0  3840.0  209.851994  209.454544
-    29  3968.0  3968.0  3968.0  210.749463  217.511464
-    30  4096.0  4096.0  4096.0  219.668951  220.029067
+    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
+    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
     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   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
@@ -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  146.285712
-    19  2688.0  2688.0  2688.0  117.439807
+    18  2560.0  2560.0  2560.0  145.635558
+    19  2688.0  2688.0  2688.0  118.171514
     20  2816.0  2816.0  2816.0  128.655484
-    21  2944.0  2944.0  2944.0  139.988852
+    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  139.737993
-    24  3328.0  3328.0  3328.0  131.852184
-    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  141.698358
-    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
+    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
+    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
 
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (2 minutes 17.342 seconds)
+   **Total running time of the script:** (2 minutes 17.240 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
@@ -114,7 +114,7 @@ Let's first take a look at the baseline implementation.
 
  .. code-block:: none
 
-    /home/runner/_work/triton/triton/python/triton/language/semantic.py:1502: UserWarning: tl.where with a non-boolean condition is deprecated and will error out in a future triton release. Got int32
+    /home/runner/_work/triton/triton/python/triton/language/semantic.py:1506: UserWarning: tl.where with a non-boolean condition is deprecated and will error out in a future triton release. Got int32
       warnings.warn(
     ---------  -------  ---------  --------  --------  --------  --------  --------  --------  ---------  ---------
     input      1.541    -0.293429  -2.17879  0.568431  -1.08452  -1.3986   0.403347  0.838026  -0.719258  -0.403344
@@ -244,7 +244,7 @@ References
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.703 seconds)
+   **Total running time of the script:** (0 minutes 0.709 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_04-low-memory-dropout.py: