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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 533b308a1..89d42aa3f 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 2a0116fb5..0dd6e27b9 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   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  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  38.111 seconds)
+   **Total running time of the script:** ( 1 minutes  44.030 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 7ec2a7a10..659489568 100644
--- a/master/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
+++ b/master/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
@@ -284,10 +284,10 @@ We will then compare its performance against (1) :code:`torch.softmax` and (2) t
     3     640.0  706.206879      640.000002   160.000000
     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
+    93  12160.0  814.058574      406.179533   198.936606
+    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
+    96  12544.0  814.214963      412.971190   199.012395
     97  12672.0  814.265046      412.097543   199.069228
 
     [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  19.799 seconds)
+   **Total running time of the script:** ( 3 minutes  20.262 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 0a51bd338..5528ff006 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  ...   3.276800              2.978909
-    1    384.0   7.372800  ...   8.507077              8.507077
+    0    256.0   2.978909  ...   2.978909              2.978909
+    1    384.0   7.372800  ...   8.507077              7.899428
     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  37.971025  ...  40.140799             39.025776
+    5    896.0  39.025776  ...  39.025776             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  80.430545  ...  79.526831             78.643199
-    11  1664.0  62.929456  ...  62.492442             62.492442
-    12  1792.0  72.512412  ...  72.047592             72.047592
-    13  1920.0  68.776119  ...  70.172588             70.172588
+    10  1536.0  79.526831  ...  79.526831             79.526831
+    11  1664.0  62.929456  ...  62.929456             62.492442
+    12  1792.0  72.983276  ...  72.047592             71.588687
+    13  1920.0  69.120002  ...  70.172588             69.818184
     14  2048.0  73.262953  ...  76.608294             76.260072
-    15  2176.0  83.155572  ...  85.815126             85.632545
-    16  2304.0  68.251065  ...  76.809875             76.809875
-    17  2432.0  71.305746  ...  84.877538             85.134737
-    18  2560.0  77.283019  ...  80.908642             81.108913
-    19  2688.0  83.369354  ...  89.888756             88.628636
-    20  2816.0  80.469019  ...  82.916747             81.369790
-    21  2944.0  81.967162  ...  81.698415             82.237674
-    22  3072.0  82.782312  ...  88.612060             88.335577
-    23  3200.0  84.656085  ...  95.380032             94.395283
-    24  3328.0  83.419811  ...  81.438120             85.602017
-    25  3456.0  81.849303  ...  90.382926             91.097818
-    26  3584.0  84.033077  ...  90.458141             96.579370
-    27  3712.0  85.970176  ...  85.530838             88.170647
-    28  3840.0  81.168440  ...  85.531326             91.777595
-    29  3968.0  88.040360  ...  90.321193             84.094627
-    30  4096.0  92.500158  ...  87.381330             88.069377
+    15  2176.0  83.155572  ...  85.998493             85.632545
+    16  2304.0  68.251065  ...  77.057651             76.809875
+    17  2432.0  71.487187  ...  84.877538             84.367759
+    18  2560.0  78.019048  ...  81.108913             80.511054
+    19  2688.0  83.186525  ...  90.102270             89.044736
+    20  2816.0  81.674548  ...  82.759409             82.759409
+    21  2944.0  82.921853  ...  81.832567             81.967162
+    22  3072.0  81.707223  ...  88.060814             88.750943
+    23  3200.0  80.503145  ...  87.791493             91.888011
+    24  3328.0  79.901550  ...  84.895397             84.695641
+    25  3456.0  81.849303  ...  91.407671             91.200871
+    26  3584.0  84.427601  ...  90.458141             96.579370
+    27  3712.0  85.748791  ...  86.980708             87.170458
+    28  3840.0  79.334289  ...  91.777595             84.292684
+    29  3968.0  90.859224  ...  84.915752             90.994735
+    30  4096.0  86.424811  ...  84.735086             91.678778
 
     [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  1.523 seconds)
+   **Total running time of the script:** ( 5 minutes  59.250 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 1ab30fb65..da96d2c09 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  0.477 seconds)
+   **Total running time of the script:** ( 0 minutes  0.482 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 2410fa56b..a6ade0052 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  307.200008   98.303995  303.407414
-    1    1536.0  347.773587  134.050910  341.333333
-    2    2048.0  420.102553  161.684218  325.509933
+    0    1024.0  311.088617   98.303995  307.200008
+    1    1536.0  347.773587  134.540150  344.523365
+    2    2048.0  423.724127  161.684218  325.509933
     3    2560.0  458.507457  181.775141  326.808501
-    4    3072.0  508.468972  192.501302  317.793096
-    5    3584.0  551.384634  208.271186  310.527060
-    6    4096.0  564.965515  220.412561  294.323343
-    7    4608.0  504.986315  232.825259  291.031570
-    8    5120.0  529.655159  242.845844  287.775181
-    9    5632.0  542.843364  243.545956  288.820505
-    10   6144.0  546.133354  248.242431  286.322318
+    4    3072.0  511.999982  192.501302  317.793096
+    5    3584.0  551.384634  208.271186  311.652167
+    6    4096.0  568.231237  220.412561  295.207204
+    7    4608.0  504.986315  232.825259  292.571431
+    8    5120.0  529.655159  242.845844  288.450695
+    9    5632.0  545.032265  243.545956  289.438969
+    10   6144.0  546.133354  248.661056  286.879370
     11   6656.0  534.260858  256.000009  285.767438
-    12   7168.0  507.469040  260.260201  286.242939
-    13   7680.0  479.999983  262.564106  279.272719
-    14   8192.0  462.607053  267.130429  284.526763
-    15   8704.0  417.791980  267.472468  284.987724
-    16   9216.0  431.157889  272.394084  288.751954
-    17   9728.0  438.857162  280.110377  289.667485
-    18  10240.0  449.287041  286.433562  289.811322
-    19  10752.0  426.525614  247.172406  290.594591
-    20  11264.0  426.397479  245.536784  286.676558
-    21  11776.0  423.089806  249.667843  288.981596
+    12   7168.0  507.469040  260.654538  286.242939
+    13   7680.0  479.999983  262.564106  278.850215
+    14   8192.0  463.698115  267.130429  285.352682
+    15   8704.0  417.791980  267.815384  284.987724
+    16   9216.0  431.157889  272.729961  288.751954
+    17   9728.0  438.857162  280.278512  290.027323
+    18  10240.0  450.109870  286.433562  290.153487
+    19  10752.0  427.231788  246.935876  290.922209
+    20  11264.0  426.397479  245.760001  286.676558
+    21  11776.0  422.457417  249.888595  288.981596
     22  12288.0  419.504980  254.673582  294.323369
-    23  12800.0  414.016170  253.465340  288.180121
-    24  13312.0  411.181478  252.759501  289.916513
-    25  13824.0  404.112047  257.190689  292.056329
-    26  14336.0  393.665895  254.297107  286.719986
-    27  14848.0  385.245405  257.665934  289.012175
+    23  12800.0  414.016170  253.674644  288.450715
+    24  13312.0  411.181478  252.959629  290.179836
+    25  13824.0  404.604870  257.190689  292.056329
+    26  14336.0  393.215988  254.485198  286.719986
+    27  14848.0  385.245405  257.665934  289.246765
     28  15360.0  373.874218  257.790220  286.211174
-    29  15872.0  370.913333  261.626369  289.899545
+    29  15872.0  371.274849  261.626369  290.120338
 
 
 
@@ -339,7 +339,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  12.404 seconds)
+   **Total running time of the script:** ( 2 minutes  12.441 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 6b472f09e..4fb0e7081 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
 =================
-**13:12.314** total execution time for **getting-started_tutorials** files:
+**13:16.466** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:01.523 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:59.250 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:19.799 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:20.262 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.404 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.441 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:38.111 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:44.030 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.477 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.482 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/master/getting-started/tutorials/01-vector-add.html b/master/getting-started/tutorials/01-vector-add.html
index ee660bd73..ed46ea9f6 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   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  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  38.111 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  44.030 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 d11367bf2..dfd9709b3 100644
--- a/master/getting-started/tutorials/02-fused-softmax.html
+++ b/master/getting-started/tutorials/02-fused-softmax.html
@@ -375,10 +375,10 @@ We will then compare its performance against (1) <code class="code docutils lite
 3     640.0  706.206879      640.000002   160.000000
 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
+93  12160.0  814.058574      406.179533   198.936606
+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
+96  12544.0  814.214963      412.971190   199.012395
 97  12672.0  814.265046      412.097543   199.069228
 
 [98 rows x 4 columns]
@@ -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  19.799 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  20.262 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 050826bee..38bbfc61a 100644
--- a/master/getting-started/tutorials/03-matrix-multiplication.html
+++ b/master/getting-started/tutorials/03-matrix-multiplication.html
@@ -564,42 +564,42 @@ 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   2.730667  ...   3.276800              2.978909
-1    384.0   7.372800  ...   8.507077              8.507077
+0    256.0   2.978909  ...   2.978909              2.978909
+1    384.0   7.372800  ...   8.507077              7.899428
 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  37.971025  ...  40.140799             39.025776
+5    896.0  39.025776  ...  39.025776             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  80.430545  ...  79.526831             78.643199
-11  1664.0  62.929456  ...  62.492442             62.492442
-12  1792.0  72.512412  ...  72.047592             72.047592
-13  1920.0  68.776119  ...  70.172588             70.172588
+10  1536.0  79.526831  ...  79.526831             79.526831
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index c12e60d22..159cc02f8 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 561b39fe3..e47e73c06 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 f887c9dd4..c9ff92c98 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 804262223..b9591ff88 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 8547c2ee2..7a4989f52 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 49027ade6..df799988b 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 8eb86ff89..6dce4b5a3 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
@@ -237,7 +237,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
     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
@@ -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  44.783 seconds)
+   **Total running time of the script:** ( 1 minutes  44.693 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 ad0a20e47..2b1459ab7 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   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   198.794749
-    95  12416.0  812.498981      412.149375   198.407990
+    93  12160.0  814.058574      405.755985   198.631953
+    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   198.618504
-    97  12672.0  812.633240      411.679167   198.679085
+    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  22.789 seconds)
+   **Total running time of the script:** ( 3 minutes  23.163 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 f3be899f1..8b8dd3b57 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
@@ -462,37 +462,37 @@ 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  ...   3.276800              2.978909
+    0    256.0   2.730667  ...   2.978909              2.978909
     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
     4    768.0  32.768000  ...  34.028308             34.028308
-    5    896.0  39.025776  ...  40.140799             39.025776
+    5    896.0  39.025776  ...  39.025776             39.025776
     6   1024.0  51.150050  ...  53.773130             52.428801
     7   1152.0  45.242181  ...  46.656000             46.656000
-    8   1280.0  51.200001  ...  56.888887             56.109587
+    8   1280.0  51.200001  ...  56.888887             56.888887
     9   1408.0  64.138541  ...  67.305878             67.305878
-    10  1536.0  80.430545  ...  79.526831             79.526831
-    11  1664.0  62.929456  ...  62.929456             62.061463
-    12  1792.0  72.983276  ...  72.512412             72.047592
-    13  1920.0  69.120002  ...  70.172588             70.172588
-    14  2048.0  73.584279  ...  76.608294             76.959706
-    15  2176.0  83.500614  ...  85.998493             85.632545
+    10  1536.0  79.526831  ...  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  69.467336  ...  70.172588             70.172588
+    14  2048.0  73.584279  ...  76.959706             76.608294
+    15  2176.0  83.500614  ...  85.632545             85.269692
     16  2304.0  68.446623  ...  76.809875             76.563695
-    17  2432.0  71.305746  ...  84.115159             84.115159
-    18  2560.0  78.019048  ...  81.310171             80.908642
-    19  2688.0  83.461070  ...  89.464755             89.044730
-    20  2816.0  80.617762  ...  83.552120             82.135981
-    21  2944.0  81.166173  ...  82.441740             82.373605
-    22  3072.0  82.661468  ...  88.612060             88.473602
-    23  3200.0  84.656085  ...  95.238096             94.955488
-    24  3328.0  83.226931  ...  84.695641             84.496824
-    25  3456.0  79.430113  ...  84.244062             87.823058
-    26  3584.0  87.211821  ...  98.375705             98.268190
-    27  3712.0  81.682211  ...  88.718781             84.982854
-    28  3840.0  84.356981  ...  89.693434             87.424508
-    29  3968.0  85.991011  ...  90.656713             86.849777
-    30  4096.0  93.271527  ...  91.867031             88.243079
+    17  2432.0  71.487187  ...  84.877538             84.367759
+    18  2560.0  77.833728  ...  81.108913             80.709358
+    19  2688.0  82.823267  ...  89.888756             89.888756
+    20  2816.0  84.035084  ...  82.916747             82.602666
+    21  2944.0  82.373605  ...  82.373605             81.298583
+    22  3072.0  82.420822  ...  88.612060             88.473602
+    23  3200.0  83.660130  ...  94.955488             94.534716
+    24  3328.0  82.464255  ...  84.200347             84.101981
+    25  3456.0  79.508447  ...  86.783176             90.382926
+    26  3584.0  87.381330  ...  98.268190             97.628001
+    27  3712.0  83.386762  ...  88.326564             85.822459
+    28  3840.0  84.356981  ...  91.398346             84.003561
+    29  3968.0  90.791620  ...  83.865247             90.656713
+    30  4096.0  86.480498  ...  84.894196             91.491294
 
     [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  27.998 seconds)
+   **Total running time of the script:** ( 5 minutes  21.640 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_03-matrix-multiplication.py:
diff --git a/v1.1.2/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt b/v1.1.2/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
index 3a385a5bb..4683e306e 100644
--- a/v1.1.2/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
@@ -238,7 +238,7 @@ References
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  0.011 seconds)
+   **Total running time of the script:** ( 0 minutes  0.010 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_04-low-memory-dropout.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 a2d65b68c..2d1a48d6b 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  134.540150  341.333333
-    2    2048.0  420.102553  161.684218  325.509933
-    3    2560.0  461.954908  181.238943  326.808501
-    4    3072.0  511.999982  191.999993  317.793096
+    0    1024.0  311.088617   98.303995  307.200008
+    1    1536.0  354.461542  134.540150  341.333333
+    2    2048.0  423.724127  161.684218  334.367350
+    3    2560.0  465.454542  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  568.231237  220.412561  295.207204
-    7    4608.0  500.416301  232.825259  292.571431
-    8    5120.0  525.128191  242.845844  288.450695
-    9    5632.0  540.671974  243.107920  289.438969
-    10   6144.0  542.117638  248.661056  286.879370
+    6    4096.0  568.231237  220.412561  298.796351
+    7    4608.0  500.416301  232.825259  287.251954
+    8    5120.0  527.381977  242.845844  285.104413
+    9    5632.0  540.671974  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  262.190612  278.429013
-    14   8192.0  463.698115  267.130429  284.939124
-    15   8704.0  416.958106  267.472468  284.599455
-    16   9216.0  429.483477  272.394084  288.751954
-    17   9728.0  438.033784  280.278512  289.667485
+    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  280.615388  289.667485
     18  10240.0  447.650282  286.433562  289.811322
     19  10752.0  428.651173  246.935876  290.922209
     20  11264.0  429.104745  245.760001  286.676558
-    21  11776.0  423.089806  249.667843  288.686414
-    22  12288.0  420.102570  254.453844  294.323369
-    23  12800.0  414.574901  253.465340  288.180121
-    24  13312.0  412.242569  252.959629  289.916513
-    25  13824.0  406.090579  257.390218  291.799461
-    26  14336.0  396.387109  254.297107  286.959121
-    27  14848.0  386.918555  257.479779  289.246765
-    28  15360.0  373.495460  257.970599  285.989131
-    29  15872.0  370.192407  261.626369  289.899545
+    21  11776.0  423.089806  249.667843  288.981596
+    22  12288.0  420.102570  254.673582  294.323369
+    23  12800.0  414.574901  253.465340  289.811310
+    24  13312.0  412.242569  252.759501  289.916513
+    25  13824.0  406.090579  257.390218  292.056329
+    26  14336.0  396.387109  254.485198  286.839504
+    27  14848.0  386.918555  257.665934  289.481735
+    28  15360.0  373.495460  257.970599  287.775181
+    29  15872.0  370.552519  261.806182  289.899545
 
 
 
@@ -329,7 +329,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  13.732 seconds)
+   **Total running time of the script:** ( 2 minutes  12.900 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 a6c6214b5..a02797528 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
 =================
-**12:49.314** total execution time for **getting-started_tutorials** files:
+**12:42.407** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:27.998 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:21.640 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:22.789 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:23.163 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:13.732 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.900 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:44.783 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:44.693 | 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 |
+| :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 7e07d3a89..b6baa1e73 100644
--- a/v1.1.2/getting-started/tutorials/01-vector-add.html
+++ b/v1.1.2/getting-started/tutorials/01-vector-add.html
@@ -327,7 +327,7 @@ for different problem sizes.</p>
 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
@@ -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  44.783 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  44.693 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 95b286e00..f94594036 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   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   198.794749
-95  12416.0  812.498981      412.149375   198.407990
+93  12160.0  814.058574      405.755985   198.631953
+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   198.618504
-97  12672.0  812.633240      411.679167   198.679085
+97  12672.0  812.633240      412.097543   198.776477
 
 [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  22.789 seconds)</p>
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index d16ca65b2..4cf8227b4 100644
--- a/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html
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-5    896.0  39.025776  ...  40.140799             39.025776
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-11  1664.0  62.929456  ...  62.929456             62.061463
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-26  3584.0  87.211821  ...  98.375705             98.268190
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-28  3840.0  84.356981  ...  89.693434             87.424508
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