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 # Sphinx build info version 1
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diff --git a/master/_images/sphx_glr_05-layer-norm_thumb.png b/master/_images/sphx_glr_05-layer-norm_thumb.png
index 93488c33c..d11b18494 100644
Binary files a/master/_images/sphx_glr_05-layer-norm_thumb.png and b/master/_images/sphx_glr_05-layer-norm_thumb.png differ
diff --git a/master/_sources/getting-started/tutorials/01-vector-add.rst.txt b/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
index ef43a0339..ba45476ba 100644
--- a/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
+++ b/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
@@ -237,22 +237,22 @@ 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    4.800000    9.600000
+    0        4096.0    4.363636    9.600000
     1        8192.0    9.600000   19.200000
-    2       16384.0   17.454545   38.400001
-    3       32768.0   34.909091   76.800002
-    4       65536.0   69.818181  127.999995
+    2       16384.0   19.200000   38.400001
+    3       32768.0   38.400001   76.800002
+    4       65536.0   76.800002  127.999995
     5      131072.0  139.636363  219.428568
-    6      262144.0  219.428568  341.333321
-    7      524288.0  361.411758  472.615390
+    6      262144.0  236.307695  341.333321
+    7      524288.0  341.333321  472.615390
     8     1048576.0  472.615390  614.400016
     9     2097152.0  599.414644  702.171410
     10    4194304.0  702.171410  780.190482
     11    8388608.0  768.000002  812.429770
-    12   16777216.0  812.429770  833.084721
+    12   16777216.0  809.086412  833.084721
     13   33554432.0  831.323480  842.004273
     14   67108864.0  841.103727  848.362445
-    15  134217728.0  845.625825  850.656574
+    15  134217728.0  846.080710  850.656574
 
 
 
@@ -260,7 +260,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 1 minutes  34.363 seconds)
+   **Total running time of the script:** ( 1 minutes  35.628 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_01-vector-add.py:
diff --git a/master/_sources/getting-started/tutorials/02-fused-softmax.rst.txt b/master/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
index f3cd48bdf..59a6be126 100644
--- a/master/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
+++ b/master/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
@@ -278,17 +278,17 @@ We will then compare its performance against (1) :code:`torch.softmax` and (2) t
 
     softmax-performance:
               N      Triton  Torch (native)  Torch (jit)
-    0     256.0  512.000001      546.133347   188.321838
-    1     384.0  585.142862      585.142862   149.853661
+    0     256.0  512.000001      546.133347   190.511628
+    1     384.0  585.142862      585.142862   151.703707
     2     512.0  655.360017      585.142849   154.566038
     3     640.0  682.666684      640.000002   158.759699
-    4     768.0  722.823517      646.736871   163.839992
+    4     768.0  722.823517      646.736871   162.754967
     ..      ...         ...             ...          ...
-    93  12160.0  814.058574      405.755985   198.733401
-    94  12288.0  814.111783      415.661740   198.895304
-    95  12416.0  814.163950      412.149375   198.655991
-    96  12544.0  814.214963      412.971190   198.815254
-    97  12672.0  814.265046      412.097543   198.873965
+    93  12160.0  814.058574      405.755985   198.429370
+    94  12288.0  814.111783      415.661740   198.794749
+    95  12416.0  814.163950      412.149375   198.358474
+    96  12544.0  814.214963      412.971190   198.520274
+    97  12672.0  814.265046      412.097543   198.679085
 
     [98 rows x 4 columns]
 
@@ -306,7 +306,7 @@ In the above plot, we can see that:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 3 minutes  26.378 seconds)
+   **Total running time of the script:** ( 3 minutes  26.881 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_02-fused-softmax.py:
diff --git a/master/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt b/master/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
index f1dcfd64b..3d6bc9e4d 100644
--- a/master/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
+++ b/master/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
@@ -458,37 +458,37 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
 
     matmul-performance:
              M     cuBLAS  ...     Triton  Triton (+ LeakyReLU)
-    0    256.0   2.730667  ...   2.978909              2.978909
-    1    384.0   7.372800  ...   7.899428              7.899428
-    2    512.0  14.563555  ...  15.420235             15.420235
+    0    256.0   2.730667  ...   3.276800              2.978909
+    1    384.0   7.372800  ...   8.507077              8.507077
+    2    512.0  14.563555  ...  16.384000             15.420235
     3    640.0  22.260869  ...  24.380953             24.380953
     4    768.0  32.768000  ...  35.389441             34.028308
     5    896.0  37.971025  ...  40.140799             40.140799
     6   1024.0  49.932191  ...  53.773130             52.428801
-    7   1152.0  44.566925  ...  47.396572             47.396572
+    7   1152.0  44.566925  ...  48.161033             47.396572
     8   1280.0  51.200001  ...  57.690139             57.690139
-    9   1408.0  64.138541  ...  68.147202             68.147202
+    9   1408.0  64.138541  ...  69.009825             69.009825
     10  1536.0  79.526831  ...  80.430545             80.430545
-    11  1664.0  62.929456  ...  63.372618             62.929456
-    12  1792.0  72.983276  ...  63.142831             63.142831
-    13  1920.0  69.120002  ...  71.626943             70.892307
-    14  2048.0  73.908442  ...  78.398206             78.033565
-    15  2176.0  83.155572  ...  87.115360             86.367588
-    16  2304.0  68.251065  ...  77.307030             77.307030
-    17  2432.0  71.125224  ...  75.522751             75.320281
-    18  2560.0  77.833728  ...  82.125311             81.715711
-    19  2688.0  82.106182  ...  90.966561             90.102270
-    20  2816.0  80.026067  ...  79.806423             83.392363
-    21  2944.0  81.166173  ...  83.337844             83.060049
-    22  3072.0  80.316458  ...  88.750943             87.246694
-    23  3200.0  79.651524  ...  96.168294             96.676741
-    24  3328.0  83.034941  ...  85.602017             82.843841
-    25  3456.0  79.430113  ...  92.033756             84.508982
-    26  3584.0  84.905939  ...  88.236146             94.548254
-    27  3712.0  85.455380  ...  85.565182             84.946722
-    28  3840.0  84.744825  ...  92.895423             85.533390
-    29  3968.0  91.472214  ...  84.856701             92.093539
-    30  4096.0  86.591209  ...  94.121827             86.035284
+    11  1664.0  62.929456  ...  62.929456             62.929456
+    12  1792.0  72.512412  ...  63.142831             62.790080
+    13  1920.0  69.120002  ...  71.626943             71.257735
+    14  2048.0  73.262953  ...  78.033565             77.672296
+    15  2176.0  83.155572  ...  87.115360             86.739860
+    16  2304.0  68.446623  ...  77.810656             77.057651
+    17  2432.0  71.125224  ...  75.320281             75.118889
+    18  2560.0  77.833728  ...  81.920002             82.125311
+    19  2688.0  83.552988  ...  90.102270             90.316801
+    20  2816.0  79.879498  ...  84.197315             83.552120
+    21  2944.0  78.854483  ...  82.509987             83.617504
+    22  3072.0  82.420822  ...  89.593522             89.877939
+    23  3200.0  84.432717  ...  96.385543             95.096582
+    24  3328.0  82.275764  ...  84.003845             84.695641
+    25  3456.0  82.099354  ...  91.407671             91.824110
+    26  3584.0  82.377818  ...  91.380335             93.370085
+    27  3712.0  84.730571  ...  89.594031             83.876864
+    28  3840.0  84.615146  ...  92.545605             85.663823
+    29  3968.0  90.859224  ...  85.932350             86.726322
+    30  4096.0  93.825748  ...  86.037005             88.475759
 
     [31 rows x 5 columns]
 
@@ -498,7 +498,7 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 6 minutes  11.287 seconds)
+   **Total running time of the script:** ( 6 minutes  4.629 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_03-matrix-multiplication.py:
diff --git a/master/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt b/master/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
index 1644ef41a..d1778b13a 100644
--- a/master/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
+++ b/master/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
@@ -240,7 +240,7 @@ References
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  0.014 seconds)
+   **Total running time of the script:** ( 0 minutes  0.012 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_04-low-memory-dropout.py:
diff --git a/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt b/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
index 25220739d..a0e620e61 100644
--- a/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
+++ b/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
@@ -38,36 +38,36 @@ Layer Normalization
 
     layer-norm-backward:
               N      Triton       Torch        Apex
-    0    1024.0  356.173905   99.902435  315.076934
-    1    1536.0  405.098894  134.050910  344.523365
-    2    2048.0  491.520012  159.067963  334.367350
-    3    2560.0  458.507457  182.314537  330.322572
-    4    3072.0  519.211251  191.501303  321.956335
-    5    3584.0  554.941930  207.768111  309.410081
-    6    4096.0  568.231237  220.907859  299.707322
-    7    4608.0  502.690905  232.336141  287.251954
-    8    5120.0  527.381977  243.809526  286.433562
-    9    5632.0  540.671974  244.426754  291.939522
-    10   6144.0  550.208948  251.202731  288.000001
-    11   6656.0  530.710976  255.590406  286.793541
-    12   7168.0  510.480705  253.734520  277.470965
-    13   7680.0  487.619051  266.358392  284.884090
-    14   8192.0  468.114289  258.354805  278.481578
-    15   8704.0  414.476194  267.472468  285.377055
-    16   9216.0  431.157889  272.394084  289.887291
+    0    1024.0  356.173905   99.497980  315.076934
+    1    1536.0  405.098894  134.050910  341.333333
+    2    2048.0  491.520012  159.067963  321.254900
+    3    2560.0  458.507457  182.314537  326.808501
+    4    3072.0  519.211251  191.501303  319.168834
+    5    3584.0  554.941930  207.768111  308.301075
+    6    4096.0  561.737163  220.907859  296.096389
+    7    4608.0  500.416301  232.336141  291.031570
+    8    5120.0  527.381977  243.809526  289.811322
+    9    5632.0  540.671974  244.426754  291.310338
+    10   6144.0  550.208948  251.202731  287.438593
+    11   6656.0  532.479975  255.590406  286.279570
+    12   7168.0  510.480705  253.360829  277.470965
+    13   7680.0  486.332448  266.743841  284.884090
+    14   8192.0  468.114289  258.354805  278.087683
+    15   8704.0  414.476194  267.472468  284.987724
+    16   9216.0  430.319054  272.394084  289.887291
     17   9728.0  438.033784  279.942444  288.950501
-    18  10240.0  442.810829  287.102804  290.153487
+    18  10240.0  443.610086  287.102804  290.153487
     19  10752.0  427.231788  246.699797  289.941565
     20  11264.0  427.071098  245.760001  286.069848
-    21  11776.0  419.946507  249.447482  288.686414
+    21  11776.0  419.323436  249.667843  288.686414
     22  12288.0  415.369018  254.673582  294.617366
-    23  12800.0  410.695192  253.884294  287.910035
-    24  13312.0  410.125805  252.559690  289.129403
-    25  13824.0  404.112047  257.190689  292.056329
-    26  14336.0  396.844280  256.000002  289.129416
-    27  14848.0  385.662341  257.479779  288.777966
-    28  15360.0  378.869469  258.332158  288.225185
-    29  15872.0  372.000001  261.806182  290.562936
+    23  12800.0  410.695192  254.094291  288.180121
+    24  13312.0  410.125805  252.360194  289.129403
+    25  13824.0  404.112047  257.190689  291.799461
+    26  14336.0  396.844280  256.000002  288.886653
+    27  14848.0  386.080180  257.665934  288.544136
+    28  15360.0  378.869469  258.332158  285.989131
+    29  15872.0  372.000001  261.626369  290.120338
 
 
 
@@ -339,7 +339,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  12.415 seconds)
+   **Total running time of the script:** ( 2 minutes  13.230 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_05-layer-norm.py:
diff --git a/master/_sources/getting-started/tutorials/sg_execution_times.rst.txt b/master/_sources/getting-started/tutorials/sg_execution_times.rst.txt
index 7a94f34ff..6167c20c6 100644
--- a/master/_sources/getting-started/tutorials/sg_execution_times.rst.txt
+++ b/master/_sources/getting-started/tutorials/sg_execution_times.rst.txt
@@ -5,16 +5,16 @@
 
 Computation times
 =================
-**13:24.457** total execution time for **getting-started_tutorials** files:
+**13:20.380** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:11.287 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:04.629 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:26.378 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:26.881 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.415 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:13.230 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:34.363 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:35.628 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.014 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.012 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/master/getting-started/tutorials/01-vector-add.html b/master/getting-started/tutorials/01-vector-add.html
index 12012d0fc..55684c0fc 100644
--- a/master/getting-started/tutorials/01-vector-add.html
+++ b/master/getting-started/tutorials/01-vector-add.html
@@ -327,25 +327,25 @@ for different problem sizes.</p>
 <p class="sphx-glr-script-out">Out:</p>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>vector-add-performance:
            size      Triton       Torch
-0        4096.0    4.800000    9.600000
+0        4096.0    4.363636    9.600000
 1        8192.0    9.600000   19.200000
-2       16384.0   17.454545   38.400001
-3       32768.0   34.909091   76.800002
-4       65536.0   69.818181  127.999995
+2       16384.0   19.200000   38.400001
+3       32768.0   38.400001   76.800002
+4       65536.0   76.800002  127.999995
 5      131072.0  139.636363  219.428568
-6      262144.0  219.428568  341.333321
-7      524288.0  361.411758  472.615390
+6      262144.0  236.307695  341.333321
+7      524288.0  341.333321  472.615390
 8     1048576.0  472.615390  614.400016
 9     2097152.0  599.414644  702.171410
 10    4194304.0  702.171410  780.190482
 11    8388608.0  768.000002  812.429770
-12   16777216.0  812.429770  833.084721
+12   16777216.0  809.086412  833.084721
 13   33554432.0  831.323480  842.004273
 14   67108864.0  841.103727  848.362445
-15  134217728.0  845.625825  850.656574
+15  134217728.0  846.080710  850.656574
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  34.363 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  35.628 seconds)</p>
 <div class="sphx-glr-footer class sphx-glr-footer-example docutils container" id="sphx-glr-download-getting-started-tutorials-01-vector-add-py">
 <div class="sphx-glr-download sphx-glr-download-python docutils container">
 <p><a class="reference download internal" download="" href="../../_downloads/62d97d49a32414049819dd8bb8378080/01-vector-add.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">01-vector-add.py</span></code></a></p>
diff --git a/master/getting-started/tutorials/02-fused-softmax.html b/master/getting-started/tutorials/02-fused-softmax.html
index acab82545..b6a354481 100644
--- a/master/getting-started/tutorials/02-fused-softmax.html
+++ b/master/getting-started/tutorials/02-fused-softmax.html
@@ -369,17 +369,17 @@ We will then compare its performance against (1) <code class="code docutils lite
 <p class="sphx-glr-script-out">Out:</p>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>softmax-performance:
           N      Triton  Torch (native)  Torch (jit)
-0     256.0  512.000001      546.133347   188.321838
-1     384.0  585.142862      585.142862   149.853661
+0     256.0  512.000001      546.133347   190.511628
+1     384.0  585.142862      585.142862   151.703707
 2     512.0  655.360017      585.142849   154.566038
 3     640.0  682.666684      640.000002   158.759699
-4     768.0  722.823517      646.736871   163.839992
+4     768.0  722.823517      646.736871   162.754967
 ..      ...         ...             ...          ...
-93  12160.0  814.058574      405.755985   198.733401
-94  12288.0  814.111783      415.661740   198.895304
-95  12416.0  814.163950      412.149375   198.655991
-96  12544.0  814.214963      412.971190   198.815254
-97  12672.0  814.265046      412.097543   198.873965
+93  12160.0  814.058574      405.755985   198.429370
+94  12288.0  814.111783      415.661740   198.794749
+95  12416.0  814.163950      412.149375   198.358474
+96  12544.0  814.214963      412.971190   198.520274
+97  12672.0  814.265046      412.097543   198.679085
 
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-7   1152.0  44.566925  ...  47.396572             47.396572
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-9   1408.0  64.138541  ...  68.147202             68.147202
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-11  1664.0  62.929456  ...  63.372618             62.929456
-12  1792.0  72.983276  ...  63.142831             63.142831
-13  1920.0  69.120002  ...  71.626943             70.892307
-14  2048.0  73.908442  ...  78.398206             78.033565
-15  2176.0  83.155572  ...  87.115360             86.367588
-16  2304.0  68.251065  ...  77.307030             77.307030
-17  2432.0  71.125224  ...  75.522751             75.320281
-18  2560.0  77.833728  ...  82.125311             81.715711
-19  2688.0  82.106182  ...  90.966561             90.102270
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+21  2944.0  78.854483  ...  82.509987             83.617504
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+23  3200.0  84.432717  ...  96.385543             95.096582
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+25  3456.0  82.099354  ...  91.407671             91.824110
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-26  14336.0  396.844280  256.000002  289.129416
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diff --git a/v1.1.2/_images/sphx_glr_01-vector-add_thumb.png b/v1.1.2/_images/sphx_glr_01-vector-add_thumb.png
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diff --git a/v1.1.2/_images/sphx_glr_02-fused-softmax_001.png b/v1.1.2/_images/sphx_glr_02-fused-softmax_001.png
index 7b5fb0573..2b33fc404 100644
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diff --git a/v1.1.2/_images/sphx_glr_02-fused-softmax_thumb.png b/v1.1.2/_images/sphx_glr_02-fused-softmax_thumb.png
index 4b3b4921c..5aaa71e9d 100644
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diff --git a/v1.1.2/_images/sphx_glr_03-matrix-multiplication_001.png b/v1.1.2/_images/sphx_glr_03-matrix-multiplication_001.png
index 58bf40ee1..620bc6246 100644
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index 4afacaaa5..df879f6b9 100644
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diff --git a/v1.1.2/_images/sphx_glr_05-layer-norm_001.png b/v1.1.2/_images/sphx_glr_05-layer-norm_001.png
index 872f30755..c95cb802f 100644
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diff --git a/v1.1.2/_images/sphx_glr_05-layer-norm_thumb.png b/v1.1.2/_images/sphx_glr_05-layer-norm_thumb.png
index 131272ad3..c1defd85e 100644
Binary files a/v1.1.2/_images/sphx_glr_05-layer-norm_thumb.png and b/v1.1.2/_images/sphx_glr_05-layer-norm_thumb.png differ
diff --git a/v1.1.2/_sources/getting-started/tutorials/01-vector-add.rst.txt b/v1.1.2/_sources/getting-started/tutorials/01-vector-add.rst.txt
index 9450c27dc..70c02fe1d 100644
--- a/v1.1.2/_sources/getting-started/tutorials/01-vector-add.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/01-vector-add.rst.txt
@@ -234,7 +234,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
     0        4096.0    9.600000    9.600000
     1        8192.0   19.200000   19.200000
     2       16384.0   38.400001   38.400001
-    3       32768.0   76.800002   76.800002
+    3       32768.0   63.999998   76.800002
     4       65536.0  127.999995  127.999995
     5      131072.0  219.428568  219.428568
     6      262144.0  341.333321  341.333321
@@ -254,7 +254,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 1 minutes  39.333 seconds)
+   **Total running time of the script:** ( 1 minutes  46.221 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_01-vector-add.py:
diff --git a/v1.1.2/_sources/getting-started/tutorials/02-fused-softmax.rst.txt b/v1.1.2/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
index ada19f6be..1f809e7b1 100644
--- a/v1.1.2/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
@@ -286,17 +286,17 @@ We will then compare its performance against (1) :code:`torch.softmax` and (2) t
 
     softmax-performance:
               N      Triton  Torch (native)  Torch (jit)
-    0     256.0  512.000001      546.133347   186.181817
+    0     256.0  512.000001      546.133347   190.511628
     1     384.0  585.142862      585.142862   151.703707
-    2     512.0  655.360017      606.814814   156.038096
+    2     512.0  655.360017      585.142849   156.038096
     3     640.0  682.666684      640.000002   158.759699
-    4     768.0  722.823517      646.736871   163.839992
+    4     768.0  722.823517      646.736871   162.754967
     ..      ...         ...             ...          ...
-    93  12160.0  812.359066      406.179533   199.038365
-    94  12288.0  814.111783      415.661740   199.298541
-    95  12416.0  812.498981      411.722274   198.954424
-    96  12544.0  812.566838      412.971190   199.111113
-    97  12672.0  812.633240      412.097543   199.167004
+    93  12160.0  812.359066      405.755985   198.530610
+    94  12288.0  814.111783      415.661740   198.794749
+    95  12416.0  812.498981      412.149375   198.457532
+    96  12544.0  812.566838      412.971190   198.618504
+    97  12672.0  812.633240      412.097543   198.776477
 
     [98 rows x 4 columns]
 
@@ -314,7 +314,7 @@ In the above plot, we can see that:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 3 minutes  21.436 seconds)
+   **Total running time of the script:** ( 3 minutes  22.095 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_02-fused-softmax.py:
diff --git a/v1.1.2/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt b/v1.1.2/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
index 0a8ca77d8..15cf8220c 100644
--- a/v1.1.2/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
@@ -463,36 +463,36 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
     matmul-performance:
              M     cuBLAS  ...     Triton  Triton (+ LeakyReLU)
     0    256.0   2.730667  ...   3.276800              2.978909
-    1    384.0   7.372800  ...   7.899428              7.899428
+    1    384.0   7.372800  ...   8.507077              7.899428
     2    512.0  14.563555  ...  16.384000             16.384000
     3    640.0  22.260869  ...  24.380953             24.380953
     4    768.0  32.768000  ...  34.028308             34.028308
-    5    896.0  37.971025  ...  40.140799             39.025776
+    5    896.0  37.971025  ...  39.025776             37.971025
     6   1024.0  49.932191  ...  52.428801             52.428801
-    7   1152.0  45.242181  ...  46.656000             46.656000
+    7   1152.0  44.566925  ...  46.656000             46.656000
     8   1280.0  51.200001  ...  56.888887             56.888887
-    9   1408.0  64.138541  ...  67.305878             66.485074
-    10  1536.0  80.430545  ...  79.526831             79.526831
-    11  1664.0  63.372618  ...  62.492442             62.061463
-    12  1792.0  72.983276  ...  59.154861             71.588687
-    13  1920.0  69.120002  ...  70.172588             70.172588
+    9   1408.0  64.138541  ...  67.305878             67.305878
+    10  1536.0  79.526831  ...  79.526831             78.643199
+    11  1664.0  62.929456  ...  62.061463             62.061463
+    12  1792.0  72.983276  ...  72.047592             71.588687
+    13  1920.0  68.776119  ...  70.172588             70.172588
     14  2048.0  73.908442  ...  76.959706             76.608294
     15  2176.0  83.155572  ...  85.998493             85.269692
     16  2304.0  68.251065  ...  76.563695             76.319081
-    17  2432.0  71.305746  ...  84.877538             84.621881
-    18  2560.0  77.833728  ...  81.310171             80.709358
-    19  2688.0  83.737433  ...  89.464755             89.888756
-    20  2816.0  83.552120  ...  83.712490             82.916747
-    21  2944.0  81.967162  ...  80.902653             82.102191
-    22  3072.0  82.062468  ...  88.197981             87.924073
-    23  3200.0  84.544253  ...  95.380032             94.955488
-    24  3328.0  82.939284  ...  84.695641             81.162679
-    25  3456.0  80.061141  ...  82.183044             87.632137
-    26  3584.0  87.254137  ...  90.460980             94.349836
-    27  3712.0  85.601834  ...  89.194055             91.313847
-    28  3840.0  84.100380  ...  84.972723             88.686451
-    29  3968.0  93.148045  ...  79.236324             80.971427
-    30  4096.0  91.647477  ...  83.390136             89.181212
+    17  2432.0  71.125224  ...  82.874527             83.614477
+    18  2560.0  77.833728  ...  81.108913             80.908642
+    19  2688.0  83.552988  ...  90.102270             89.676257
+    20  2816.0  84.035084  ...  83.233226             83.233226
+    21  2944.0  82.102191  ...  82.784108             82.784108
+    22  3072.0  81.707223  ...  88.612060             88.820552
+    23  3200.0  84.936964  ...  95.309011             94.955488
+    24  3328.0  82.939284  ...  84.795401             83.857070
+    25  3456.0  81.108217  ...  84.864807             88.400840
+    26  3584.0  86.540320  ...  97.734120             98.483450
+    27  3712.0  82.491612  ...  86.942857             88.483034
+    28  3840.0  81.798814  ...  84.614136             91.549669
+    29  3968.0  85.811488  ...  91.403695             83.805851
+    30  4096.0  93.466385  ...  82.441739             83.261615
 
     [31 rows x 5 columns]
 
@@ -502,7 +502,7 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 5 minutes  18.978 seconds)
+   **Total running time of the script:** ( 5 minutes  25.787 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_03-matrix-multiplication.py:
diff --git a/v1.1.2/_sources/getting-started/tutorials/05-layer-norm.rst.txt b/v1.1.2/_sources/getting-started/tutorials/05-layer-norm.rst.txt
index 92316c27d..fe8dcd6a8 100644
--- a/v1.1.2/_sources/getting-started/tutorials/05-layer-norm.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/05-layer-norm.rst.txt
@@ -38,36 +38,36 @@ Layer Normalization
 
     layer-norm-backward:
               N      Triton       Torch        Apex
-    0    1024.0  307.200008   98.303995  303.407414
-    1    1536.0  351.085717  133.565214  338.201833
-    2    2048.0  423.724127  158.554837  321.254900
-    3    2560.0  458.507457  180.705883  328.556154
-    4    3072.0  515.580429  190.020625  321.956335
-    5    3584.0  551.384634  206.769233  310.527060
-    6    4096.0  568.231237  221.905193  301.546004
-    7    4608.0  498.162157  232.825259  287.251954
-    8    5120.0  527.381977  241.414550  283.787523
-    9    5632.0  542.843364  242.671458  288.820505
-    10   6144.0  548.163546  250.775512  285.767458
-    11   6656.0  532.479975  255.182111  285.257135
-    12   7168.0  508.970395  253.360829  275.692317
-    13   7680.0  481.253256  264.447629  279.272719
-    14   8192.0  459.364487  258.354805  273.827300
-    15   8704.0  415.300208  266.789264  284.599455
-    16   9216.0  428.651187  270.396088  286.879380
-    17   9728.0  438.033784  282.311967  290.388056
-    18  10240.0  447.650282  284.774046  287.775181
-    19  10752.0  431.518385  247.409390  291.250566
-    20  11264.0  427.746848  242.671458  283.966395
-    21  11776.0  423.089806  251.221344  291.064881
-    22  12288.0  418.314886  254.015505  294.029924
-    23  12800.0  416.824953  254.304635  288.450715
-    24  13312.0  411.711355  252.360194  289.653667
-    25  13824.0  405.594132  257.790206  292.056329
-    26  14336.0  396.844280  254.297107  286.481278
-    27  14848.0  387.760604  258.600868  290.188916
-    28  15360.0  375.397138  260.155264  289.583654
-    29  15872.0  368.758973  263.253636  292.796308
+    0    1024.0  307.200008   99.497980  311.088617
+    1    1536.0  351.085717  134.050910  344.523365
+    2    2048.0  423.724127  159.067963  332.108094
+    3    2560.0  458.507457  182.314537  330.322572
+    4    3072.0  515.580429  191.501303  316.429186
+    5    3584.0  544.405080  207.768111  311.652167
+    6    4096.0  564.965515  220.907859  298.796351
+    7    4608.0  498.162157  232.336141  288.751954
+    8    5120.0  527.381977  243.809526  289.129408
+    9    5632.0  540.671974  244.426754  291.310338
+    10   6144.0  548.163546  250.775512  286.879370
+    11   6656.0  536.053693  255.590406  286.793541
+    12   7168.0  516.612607  253.360829  277.470965
+    13   7680.0  488.912481  266.743841  284.884090
+    14   8192.0  463.698115  258.354805  278.087683
+    15   8704.0  416.958106  267.472468  284.987724
+    16   9216.0  431.157889  272.394084  289.887291
+    17   9728.0  439.683593  279.942444  288.950501
+    18  10240.0  446.836366  287.102804  290.153487
+    19  10752.0  430.079980  246.699797  289.941565
+    20  11264.0  429.786952  245.313973  286.069848
+    21  11776.0  420.571432  249.447482  288.981596
+    22  12288.0  418.909088  254.453844  294.323369
+    23  12800.0  414.016170  253.884294  288.721817
+    24  13312.0  411.181478  252.360194  289.391298
+    25  13824.0  404.112047  256.991469  291.799461
+    26  14336.0  395.021816  255.809666  289.129416
+    27  14848.0  384.829370  257.479779  289.012175
+    28  15360.0  376.932517  258.332158  287.775181
+    29  15872.0  369.832994  261.626369  290.562936
 
 
 
@@ -329,7 +329,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  11.437 seconds)
+   **Total running time of the script:** ( 2 minutes  11.638 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_05-layer-norm.py:
diff --git a/v1.1.2/_sources/getting-started/tutorials/sg_execution_times.rst.txt b/v1.1.2/_sources/getting-started/tutorials/sg_execution_times.rst.txt
index d381102af..4a7536dfb 100644
--- a/v1.1.2/_sources/getting-started/tutorials/sg_execution_times.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/sg_execution_times.rst.txt
@@ -5,16 +5,16 @@
 
 Computation times
 =================
-**12:31.196** total execution time for **getting-started_tutorials** files:
+**12:45.752** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:18.978 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:25.787 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:21.436 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:22.095 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:11.437 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:11.638 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:39.333 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:46.221 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
 | :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.011 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/v1.1.2/getting-started/tutorials/01-vector-add.html b/v1.1.2/getting-started/tutorials/01-vector-add.html
index ee26e0ca6..029434784 100644
--- a/v1.1.2/getting-started/tutorials/01-vector-add.html
+++ b/v1.1.2/getting-started/tutorials/01-vector-add.html
@@ -324,7 +324,7 @@ for different problem sizes.</p>
 0        4096.0    9.600000    9.600000
 1        8192.0   19.200000   19.200000
 2       16384.0   38.400001   38.400001
-3       32768.0   76.800002   76.800002
+3       32768.0   63.999998   76.800002
 4       65536.0  127.999995  127.999995
 5      131072.0  219.428568  219.428568
 6      262144.0  341.333321  341.333321
@@ -339,7 +339,7 @@ for different problem sizes.</p>
 15  134217728.0  849.737435  850.656574
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  39.333 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  46.221 seconds)</p>
 <div class="sphx-glr-footer class sphx-glr-footer-example docutils container" id="sphx-glr-download-getting-started-tutorials-01-vector-add-py">
 <div class="sphx-glr-download sphx-glr-download-python docutils container">
 <p><a class="reference download internal" download="" href="../../_downloads/62d97d49a32414049819dd8bb8378080/01-vector-add.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">01-vector-add.py</span></code></a></p>
diff --git a/v1.1.2/getting-started/tutorials/02-fused-softmax.html b/v1.1.2/getting-started/tutorials/02-fused-softmax.html
index 76ed6132b..a31ba7742 100644
--- a/v1.1.2/getting-started/tutorials/02-fused-softmax.html
+++ b/v1.1.2/getting-started/tutorials/02-fused-softmax.html
@@ -374,17 +374,17 @@ We will then compare its performance against (1) <code class="code docutils lite
 <p class="sphx-glr-script-out">Out:</p>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>softmax-performance:
           N      Triton  Torch (native)  Torch (jit)
-0     256.0  512.000001      546.133347   186.181817
+0     256.0  512.000001      546.133347   190.511628
 1     384.0  585.142862      585.142862   151.703707
-2     512.0  655.360017      606.814814   156.038096
+2     512.0  655.360017      585.142849   156.038096
 3     640.0  682.666684      640.000002   158.759699
-4     768.0  722.823517      646.736871   163.839992
+4     768.0  722.823517      646.736871   162.754967
 ..      ...         ...             ...          ...
-93  12160.0  812.359066      406.179533   199.038365
-94  12288.0  814.111783      415.661740   199.298541
-95  12416.0  812.498981      411.722274   198.954424
-96  12544.0  812.566838      412.971190   199.111113
-97  12672.0  812.633240      412.097543   199.167004
+93  12160.0  812.359066      405.755985   198.530610
+94  12288.0  814.111783      415.661740   198.794749
+95  12416.0  812.498981      412.149375   198.457532
+96  12544.0  812.566838      412.971190   198.618504
+97  12672.0  812.633240      412.097543   198.776477
 
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