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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 230b75d08..6a9244488 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 832a9ac85..1720420d4 100644
--- a/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
+++ b/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
@@ -235,10 +235,10 @@ 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   63.999998   76.800002
+    3       32768.0   76.800002   76.800002
     4       65536.0  127.999995  127.999995
     5      131072.0  219.428568  219.428568
-    6      262144.0  341.333321  384.000001
+    6      262144.0  384.000001  384.000001
     7      524288.0  472.615390  472.615390
     8     1048576.0  614.400016  614.400016
     9     2097152.0  722.823517  722.823517
@@ -255,7 +255,7 @@ 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  33.654 seconds)
+   **Total running time of the script:** ( 1 minutes  45.396 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 0aa7034d4..29d809967 100644
--- a/master/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
+++ b/master/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
@@ -285,10 +285,10 @@ We will then compare its performance against (1) :code:`torch.softmax` and (2) t
     4     768.0  722.823517      664.216187   162.754967
     ..      ...         ...             ...          ...
     93  12160.0  814.058574      406.179533   199.038365
-    94  12288.0  814.111783      415.222812   199.298541
+    94  12288.0  814.111783      415.661740   199.298541
     95  12416.0  814.163950      412.149375   198.854847
     96  12544.0  814.214963      412.971190   199.111113
-    97  12672.0  814.265046      411.679167   199.167004
+    97  12672.0  814.265046      412.097543   199.167004
 
     [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  20.157 seconds)
+   **Total running time of the script:** ( 3 minutes  21.032 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 d5145c500..5e6ca32d4 100644
--- a/master/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
+++ b/master/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
@@ -459,36 +459,36 @@ 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  ...   2.978909              2.978909
-    1    384.0   7.372800  ...   8.507077              7.899428
-    2    512.0  14.563555  ...  16.384000             16.384000
+    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  ...  34.028308             34.028308
-    5    896.0  39.025776  ...  40.140799             39.025776
+    5    896.0  37.971025  ...  40.140799             39.025776
     6   1024.0  49.932191  ...  52.428801             52.428801
     7   1152.0  45.242181  ...  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  79.526831  ...  79.526831             78.643199
-    11  1664.0  62.929456  ...  62.061463             61.636381
+    9   1408.0  64.138541  ...  67.305878             65.684049
+    10  1536.0  80.430545  ...  79.526831             78.643199
+    11  1664.0  62.929456  ...  62.492442             62.061463
     12  1792.0  72.512412  ...  72.047592             72.047592
-    13  1920.0  68.776119  ...  70.530615             70.530615
-    14  2048.0  73.584279  ...  76.959706             76.608294
-    15  2176.0  83.500614  ...  85.998493             85.632545
-    16  2304.0  68.446623  ...  76.319081             76.319081
-    17  2432.0  71.305746  ...  74.719317             85.134737
-    18  2560.0  78.019048  ...  80.709358             80.313727
-    19  2688.0  83.737433  ...  88.628636             89.254248
-    20  2816.0  79.879498  ...  83.233226             83.233226
-    21  2944.0  82.169877  ...  82.237674             82.102191
-    22  3072.0  81.121923  ...  88.612060             88.335577
-    23  3200.0  83.879425  ...  95.096582             95.380032
-    24  3328.0  82.843841  ...  84.200347             84.397770
-    25  3456.0  77.745004  ...  91.200871             84.686523
-    26  3584.0  86.540320  ...  97.840469             98.053863
-    27  3712.0  82.491612  ...  87.094458             86.867254
-    28  3840.0  81.859361  ...  90.058629             88.121115
-    29  3968.0  88.938731  ...  91.062642             86.880696
-    30  4096.0  93.012976  ...  91.242506             87.267706
+    13  1920.0  68.776119  ...  70.172588             69.818184
+    14  2048.0  73.262953  ...  76.959706             76.608294
+    15  2176.0  83.500614  ...  86.367588             85.269692
+    16  2304.0  68.643310  ...  77.057651             76.809875
+    17  2432.0  71.487187  ...  84.367759             84.877538
+    18  2560.0  78.019048  ...  80.709358             80.511054
+    19  2688.0  83.004501  ...  89.888756             89.254248
+    20  2816.0  80.767055  ...  82.916747             81.521884
+    21  2944.0  81.698415  ...  82.237674             82.921853
+    22  3072.0  82.661468  ...  88.612060             87.516392
+    23  3200.0  82.051282  ...  94.814812             94.534716
+    24  3328.0  83.226931  ...  84.895397             84.496824
+    25  3456.0  81.108217  ...  91.200871             85.722029
+    26  3584.0  82.189576  ...  93.370085             95.047985
+    27  3712.0  82.491612  ...  88.092894             89.114488
+    28  3840.0  82.716526  ...  89.620748             86.670843
+    29  3968.0  85.934238  ...  91.062642             86.114283
+    30  4096.0  93.012976  ...  92.691803             88.243079
 
     [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:** ( 5 minutes  57.748 seconds)
+   **Total running time of the script:** ( 6 minutes  7.784 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 9044a646f..36fdd5db6 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  0.522 seconds)
+   **Total running time of the script:** ( 0 minutes  0.489 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 0fbb19f33..0dc679ac7 100644
--- a/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
+++ b/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
@@ -39,35 +39,35 @@ Layer Normalization
     layer-norm-backward:
               N      Triton       Torch        Apex
     0    1024.0  307.200008   98.303995  307.200008
-    1    1536.0  347.773587  134.050910  341.333333
-    2    2048.0  420.102553  161.154101  334.367350
-    3    2560.0  455.111129  181.238943  330.322572
-    4    3072.0  511.999982  191.999993  320.556515
-    5    3584.0  551.384634  207.768111  310.527060
-    6    4096.0  568.231237  220.412561  298.796351
-    7    4608.0  504.986315  232.825259  286.507772
-    8    5120.0  527.381977  242.845844  284.444444
-    9    5632.0  542.843364  243.545956  289.438969
-    10   6144.0  546.133354  248.661056  286.879370
-    11   6656.0  532.479975  256.000009  285.767438
+    1    1536.0  347.773587  134.540150  341.333333
+    2    2048.0  420.102553  161.684218  334.367350
+    3    2560.0  458.507457  181.775141  330.322572
+    4    3072.0  511.999982  192.501302  320.556515
+    5    3584.0  551.384634  208.271186  311.652167
+    6    4096.0  564.965515  220.412561  297.890900
+    7    4608.0  507.302750  232.825259  286.507772
+    8    5120.0  531.948056  242.845844  285.104413
+    9    5632.0  545.032265  243.545956  289.438969
+    10   6144.0  548.163546  248.661056  285.767458
+    11   6656.0  534.260858  256.000009  285.767438
     12   7168.0  507.469040  260.654538  286.242939
-    13   7680.0  479.999983  262.190612  278.850215
+    13   7680.0  479.999983  262.190612  275.104486
     14   8192.0  462.607053  267.130429  284.939124
-    15   8704.0  417.791980  267.815384  284.987724
-    16   9216.0  430.319054  272.394084  288.751954
-    17   9728.0  438.857162  280.278512  290.027323
-    18  10240.0  449.287041  286.433562  290.153487
-    19  10752.0  426.525614  247.172406  290.594591
-    20  11264.0  426.397479  245.536784  286.676558
-    21  11776.0  422.457417  249.667843  288.686414
-    22  12288.0  419.504980  254.673582  294.029924
-    23  12800.0  413.458944  253.465340  289.538159
-    24  13312.0  411.181478  252.559690  289.916513
-    25  13824.0  404.112047  256.991469  292.313649
-    26  14336.0  393.215988  254.485198  286.719986
-    27  14848.0  385.245405  257.665934  289.246765
-    28  15360.0  373.874218  257.970599  287.326580
-    29  15872.0  371.274849  261.806182  289.899545
+    15   8704.0  418.629245  267.472468  284.599455
+    16   9216.0  432.000001  272.394084  288.751954
+    17   9728.0  440.513191  280.615388  290.027323
+    18  10240.0  450.109870  286.433562  287.775181
+    19  10752.0  427.231788  247.172406  290.922209
+    20  11264.0  427.071098  245.536784  286.676558
+    21  11776.0  423.089806  249.667843  288.686414
+    22  12288.0  419.504980  254.453844  294.323369
+    23  12800.0  414.016170  253.465340  289.538159
+    24  13312.0  411.181478  252.759501  289.916513
+    25  13824.0  404.604870  257.190689  292.056329
+    26  14336.0  393.665895  254.485198  286.719986
+    27  14848.0  385.662341  257.665934  289.246765
+    28  15360.0  373.874218  257.970599  287.102804
+    29  15872.0  371.274849  261.986243  289.899545
 
 
 
@@ -339,7 +339,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  11.405 seconds)
+   **Total running time of the script:** ( 2 minutes  12.249 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 cf5175d68..87b1b88ca 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
 =================
-**13:03.486** total execution time for **getting-started_tutorials** files:
+**13:26.950** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:57.748 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:07.784 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:20.157 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:21.032 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:11.405 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.249 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:33.654 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:45.396 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.522 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.489 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/master/getting-started/tutorials/01-vector-add.html b/master/getting-started/tutorials/01-vector-add.html
index 19d247726..b853f3978 100644
--- a/master/getting-started/tutorials/01-vector-add.html
+++ b/master/getting-started/tutorials/01-vector-add.html
@@ -325,10 +325,10 @@ 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   63.999998   76.800002
+3       32768.0   76.800002   76.800002
 4       65536.0  127.999995  127.999995
 5      131072.0  219.428568  219.428568
-6      262144.0  341.333321  384.000001
+6      262144.0  384.000001  384.000001
 7      524288.0  472.615390  472.615390
 8     1048576.0  614.400016  614.400016
 9     2097152.0  722.823517  722.823517
@@ -340,7 +340,7 @@ 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  33.654 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  45.396 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 76180fbc6..98616456c 100644
--- a/master/getting-started/tutorials/02-fused-softmax.html
+++ b/master/getting-started/tutorials/02-fused-softmax.html
@@ -376,10 +376,10 @@ We will then compare its performance against (1) <code class="code docutils lite
 4     768.0  722.823517      664.216187   162.754967
 ..      ...         ...             ...          ...
 93  12160.0  814.058574      406.179533   199.038365
-94  12288.0  814.111783      415.222812   199.298541
+94  12288.0  814.111783      415.661740   199.298541
 95  12416.0  814.163950      412.149375   198.854847
 96  12544.0  814.214963      412.971190   199.111113
-97  12672.0  814.265046      411.679167   199.167004
+97  12672.0  814.265046      412.097543   199.167004
 
 [98 rows x 4 columns]
 </pre></div>
@@ -392,7 +392,7 @@ We will then compare its performance against (1) <code class="code docutils lite
 Note however that the PyTorch <cite>softmax</cite> operation is more general and will works on tensors of any shape.</p></li>
 </ul>
 </div></blockquote>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  20.157 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  21.032 seconds)</p>
 <div class="sphx-glr-footer class sphx-glr-footer-example docutils container" id="sphx-glr-download-getting-started-tutorials-02-fused-softmax-py">
 <div class="sphx-glr-download sphx-glr-download-python docutils container">
 <p><a class="reference download internal" download="" href="../../_downloads/d91442ac2982c4e0cc3ab0f43534afbc/02-fused-softmax.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">02-fused-softmax.py</span></code></a></p>
diff --git a/master/getting-started/tutorials/03-matrix-multiplication.html b/master/getting-started/tutorials/03-matrix-multiplication.html
index 8396ccd83..ece672e91 100644
--- a/master/getting-started/tutorials/03-matrix-multiplication.html
+++ b/master/getting-started/tutorials/03-matrix-multiplication.html
@@ -565,41 +565,41 @@ torch_output=tensor([[  1.1045, -36.9688,  31.4688,  ..., -11.3906,  24.4531, -3
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>matmul-performance:
          M     cuBLAS  ...     Triton  Triton (+ LeakyReLU)
 0    256.0   2.730667  ...   2.978909              2.978909
-1    384.0   7.372800  ...   8.507077              7.899428
-2    512.0  14.563555  ...  16.384000             16.384000
+1    384.0   7.372800  ...   8.507077              8.507077
+2    512.0  14.563555  ...  16.384000             15.420235
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 4    768.0  32.768000  ...  34.028308             34.028308
-5    896.0  39.025776  ...  40.140799             39.025776
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+10  1536.0  80.430545  ...  79.526831             78.643199
+11  1664.0  62.929456  ...  62.492442             62.061463
 12  1792.0  72.512412  ...  72.047592             72.047592
-13  1920.0  68.776119  ...  70.530615             70.530615
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index cf05e4fbf..c98c5dfa6 100644
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index 51d09f95a..bbe679f00 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 9d81fa98f..42fa2fdf7 100644
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diff --git a/v1.1.2/_images/sphx_glr_03-matrix-multiplication_thumb.png b/v1.1.2/_images/sphx_glr_03-matrix-multiplication_thumb.png
index 09001da4d..26e898aef 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 118ecab84..faa5533c0 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 25b0da0ae..2d351850b 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 035eaaf2a..9f760adcf 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
@@ -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  39.455 seconds)
+   **Total running time of the script:** ( 1 minutes  41.915 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 13aef2225..3d5c9f1c7 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  614.400016      585.142862   153.600004
     2     512.0  655.360017      606.814814   154.566038
     3     640.0  682.666684      640.000002   160.000000
     4     768.0  722.823517      664.216187   162.754967
     ..      ...         ...             ...          ...
-    93  12160.0  814.058574      406.179533   198.530610
-    94  12288.0  814.111783      415.661740   198.895304
-    95  12416.0  812.498981      412.149375   198.457532
-    96  12544.0  812.566838      412.971190   198.667643
-    97  12672.0  812.633240      412.097543   198.679085
+    93  12160.0  814.058574      406.179533   198.631953
+    94  12288.0  814.111783      415.661740   198.995960
+    95  12416.0  812.498981      412.149375   198.556711
+    96  12544.0  812.566838      412.971190   198.815254
+    97  12672.0  812.633240      412.097543   198.873965
 
     [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  23.411 seconds)
+   **Total running time of the script:** ( 3 minutes  23.388 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 2436985bf..82f25261d 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
@@ -462,7 +462,7 @@ 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   2.978909  ...   2.978909              2.978909
+    0    256.0   2.978909  ...   3.276800              3.276800
     1    384.0   7.372800  ...   8.507077              8.507077
     2    512.0  14.563555  ...  16.384000             16.384000
     3    640.0  22.260869  ...  24.380953             24.380953
@@ -475,24 +475,24 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
     10  1536.0  80.430545  ...  79.526831             79.526831
     11  1664.0  62.929456  ...  62.492442             62.061463
     12  1792.0  72.512412  ...  72.512412             71.588687
-    13  1920.0  68.776119  ...  70.172588             70.172588
-    14  2048.0  73.584279  ...  76.959706             76.959706
+    13  1920.0  69.120002  ...  70.172588             70.172588
+    14  2048.0  73.908442  ...  76.608294             76.959706
     15  2176.0  83.500614  ...  86.367588             85.632545
-    16  2304.0  68.643310  ...  77.057651             76.563695
-    17  2432.0  71.305746  ...  85.134737             84.621881
-    18  2560.0  77.833728  ...  81.108913             80.908642
-    19  2688.0  83.186525  ...  89.888756             89.464755
-    20  2816.0  83.312714  ...  82.916747             83.233226
-    21  2944.0  82.509987  ...  82.373605             81.298583
-    22  3072.0  81.121923  ...  88.197981             87.651868
-    23  3200.0  83.989503  ...  95.665176             94.534716
-    24  3328.0  83.034941  ...  84.101981             84.200347
-    25  3456.0  81.932484  ...  83.286746             86.876687
-    26  3584.0  87.296493  ...  97.628001             98.375705
-    27  3712.0  81.615477  ...  87.094458             87.437503
-    28  3840.0  82.716526  ...  90.132027             90.352941
-    29  3968.0  87.976885  ...  91.062642             85.811488
-    30  4096.0  93.142072  ...  91.366730             85.270056
+    16  2304.0  68.643310  ...  76.809875             76.563695
+    17  2432.0  71.305746  ...  85.134737             84.115159
+    18  2560.0  77.283019  ...  81.108913             80.908642
+    19  2688.0  83.369354  ...  89.888756             89.676257
+    20  2816.0  83.074685  ...  83.074685             82.446516
+    21  2944.0  81.967162  ...  81.698415             81.967162
+    22  3072.0  82.301023  ...  88.750943             87.787755
+    23  3200.0  82.368085  ...  91.954023             91.822093
+    24  3328.0  80.798314  ...  84.101981             85.602017
+    25  3456.0  81.766291  ...  91.511426             91.097818
+    26  3584.0  84.033077  ...  91.563533             94.548254
+    27  3712.0  85.528545  ...  86.264806             87.284705
+    28  3840.0  85.005380  ...  91.701494             85.169042
+    29  3968.0  92.267631  ...  83.865247             90.724116
+    30  4096.0  86.426548  ...  87.097813             89.478485
 
     [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  25.507 seconds)
+   **Total running time of the script:** ( 5 minutes  27.265 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 06901b2d9..23cae1aeb 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
@@ -41,32 +41,32 @@ Layer Normalization
     0    1024.0  311.088617   98.303995  307.200008
     1    1536.0  354.461542  134.540150  344.523365
     2    2048.0  423.724127  161.684218  334.367350
-    3    2560.0  465.454542  181.775141  330.322572
-    4    3072.0  515.580429  192.501302  320.556515
+    3    2560.0  465.454542  181.238943  330.322572
+    4    3072.0  511.999982  192.501302  320.556515
     5    3584.0  551.384634  208.271186  311.652167
     6    4096.0  568.231237  220.412561  298.796351
-    7    4608.0  500.416301  232.825259  287.251954
+    7    4608.0  500.416301  232.825259  286.507772
     8    5120.0  525.128191  242.845844  285.104413
-    9    5632.0  542.843364  243.545956  289.438969
-    10   6144.0  544.118087  248.242431  286.322318
-    11   6656.0  532.479975  256.000009  286.279570
+    9    5632.0  542.843364  243.545956  290.060087
+    10   6144.0  544.118087  248.661056  286.879370
+    11   6656.0  530.710976  256.000009  285.767438
     12   7168.0  505.976473  260.654538  286.242939
     13   7680.0  481.253256  262.564106  278.850215
-    14   8192.0  463.698115  267.130429  284.939124
-    15   8704.0  417.374651  267.815384  284.987724
+    14   8192.0  462.607053  267.130429  284.939124
+    15   8704.0  417.791980  267.472468  284.987724
     16   9216.0  430.319054  272.394084  288.751954
-    17   9728.0  438.857162  280.278512  289.667485
-    18  10240.0  447.650282  286.433562  290.840246
-    19  10752.0  428.651173  247.172406  290.922209
+    17   9728.0  438.857162  280.615388  290.027323
+    18  10240.0  447.650282  286.433562  290.153487
+    19  10752.0  428.651173  246.935876  290.922209
     20  11264.0  429.786952  245.760001  286.676558
-    21  11776.0  422.457417  249.888595  288.981596
-    22  12288.0  420.102570  254.673582  294.617366
-    23  12800.0  414.574901  253.674644  288.450715
-    24  13312.0  412.242569  252.659556  289.916513
-    25  13824.0  406.090579  257.390218  292.056329
-    26  14336.0  396.387109  254.297107  286.959121
-    27  14848.0  386.498925  257.665934  289.481735
-    28  15360.0  373.495460  257.970599  287.550706
+    21  11776.0  423.089806  249.667843  288.686414
+    22  12288.0  420.102570  254.453844  294.617366
+    23  12800.0  415.135142  253.465340  288.180121
+    24  13312.0  412.242569  252.759501  289.916513
+    25  13824.0  406.090579  257.190689  292.056329
+    26  14336.0  395.930964  254.485198  286.959121
+    27  14848.0  386.918555  257.479779  289.481735
+    28  15360.0  373.117425  257.790220  287.550706
     29  15872.0  370.192407  261.806182  289.899545
 
 
@@ -329,7 +329,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  13.083 seconds)
+   **Total running time of the script:** ( 2 minutes  12.428 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 86c0dfdad..eeaf18016 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
 =================
-**12:41.467** total execution time for **getting-started_tutorials** files:
+**12:45.006** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:25.507 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:27.265 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:23.411 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:23.388 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:13.083 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.428 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:39.455 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:41.915 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
 | :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.010 | 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 279faaefe..b25f01646 100644
--- a/v1.1.2/getting-started/tutorials/01-vector-add.html
+++ b/v1.1.2/getting-started/tutorials/01-vector-add.html
@@ -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  39.455 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  41.915 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 f2dfa1b67..5ba6b2390 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  614.400016      585.142862   153.600004
 2     512.0  655.360017      606.814814   154.566038
 3     640.0  682.666684      640.000002   160.000000
 4     768.0  722.823517      664.216187   162.754967
 ..      ...         ...             ...          ...
-93  12160.0  814.058574      406.179533   198.530610
-94  12288.0  814.111783      415.661740   198.895304
-95  12416.0  812.498981      412.149375   198.457532
-96  12544.0  812.566838      412.971190   198.667643
-97  12672.0  812.633240      412.097543   198.679085
+93  12160.0  814.058574      406.179533   198.631953
+94  12288.0  814.111783      415.661740   198.995960
+95  12416.0  812.498981      412.149375   198.556711
+96  12544.0  812.566838      412.971190   198.815254
+97  12672.0  812.633240      412.097543   198.873965
 
 [98 rows x 4 columns]
 </pre></div>
@@ -397,7 +397,7 @@ We will then compare its performance against (1) <code class="code docutils lite
 Note however that the PyTorch <cite>softmax</cite> operation is more general and will works on tensors of any shape.</p></li>
 </ul>
 </div></blockquote>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  23.411 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  23.388 seconds)</p>
 <div class="sphx-glr-footer class sphx-glr-footer-example docutils container" id="sphx-glr-download-getting-started-tutorials-02-fused-softmax-py">
 <div class="sphx-glr-download sphx-glr-download-python docutils container">
 <p><a class="reference download internal" download="" href="../../_downloads/d91442ac2982c4e0cc3ab0f43534afbc/02-fused-softmax.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">02-fused-softmax.py</span></code></a></p>
diff --git a/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html b/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html
index 1d46ce356..314ab073c 100644
--- a/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html
+++ b/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html
@@ -568,7 +568,7 @@ torch_output=tensor([[  1.1045, -36.9688,  31.4688,  ..., -11.3906,  24.4531, -3
 <p class="sphx-glr-script-out">Out:</p>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>matmul-performance:
          M     cuBLAS  ...     Triton  Triton (+ LeakyReLU)
-0    256.0   2.978909  ...   2.978909              2.978909
+0    256.0   2.978909  ...   3.276800              3.276800
 1    384.0   7.372800  ...   8.507077              8.507077
 2    512.0  14.563555  ...  16.384000             16.384000
 3    640.0  22.260869  ...  24.380953             24.380953
@@ -581,29 +581,29 @@ torch_output=tensor([[  1.1045, -36.9688,  31.4688,  ..., -11.3906,  24.4531, -3
 10  1536.0  80.430545  ...  79.526831             79.526831
 11  1664.0  62.929456  ...  62.492442             62.061463
 12  1792.0  72.512412  ...  72.512412             71.588687
-13  1920.0  68.776119  ...  70.172588             70.172588
-14  2048.0  73.584279  ...  76.959706             76.959706
+13  1920.0  69.120002  ...  70.172588             70.172588
+14  2048.0  73.908442  ...  76.608294             76.959706
 15  2176.0  83.500614  ...  86.367588             85.632545
-16  2304.0  68.643310  ...  77.057651             76.563695
-17  2432.0  71.305746  ...  85.134737             84.621881
-18  2560.0  77.833728  ...  81.108913             80.908642
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