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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 9a2ff72a0..6957afe39 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 6a2568e4c..053f94193 100644
--- a/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
+++ b/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
@@ -238,14 +238,14 @@ 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  341.333321  341.333321
     7      524288.0  472.615390  472.615390
     8     1048576.0  614.400016  614.400016
     9     2097152.0  722.823517  722.823517
     10    4194304.0  780.190482  780.190482
     11    8388608.0  812.429770  812.429770
     12   16777216.0  833.084721  833.084721
-    13   33554432.0  842.004273  843.811163
+    13   33554432.0  842.004273  842.004273
     14   67108864.0  847.448255  848.362445
     15  134217728.0  849.737435  850.656574
 
@@ -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  43.473 seconds)
+   **Total running time of the script:** ( 1 minutes  40.155 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 db91c289a..e19cdca94 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
+    0     256.0  512.000001      546.133347   186.181817
     1     384.0  614.400016      585.142862   153.600004
     2     512.0  655.360017      606.814814   154.566038
     3     640.0  706.206879      640.000002   160.000000
     4     768.0  722.823517      664.216187   162.754967
     ..      ...         ...             ...          ...
-    93  12160.0  815.765209      406.179533   198.936606
-    94  12288.0  814.111783      415.661740   199.197579
+    93  12160.0  814.058574      406.179533   198.936606
+    94  12288.0  814.111783      415.222812   199.197579
     95  12416.0  814.163950      412.149375   198.755369
-    96  12544.0  814.214963      412.971190   199.012395
-    97  12672.0  814.265046      412.097543   198.971549
+    96  12544.0  814.214963      412.546756   199.012395
+    97  12672.0  814.265046      411.679167   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  21.420 seconds)
+   **Total running time of the script:** ( 3 minutes  20.786 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 1c01c7477..7ff3f5e10 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  ...   8.507077              8.507077
-    2    512.0  14.563555  ...  16.384000             15.420235
+    0    256.0   2.730667  ...   3.276800              2.978909
+    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  39.025776  ...  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             79.526831
-    11  1664.0  62.929456  ...  62.061463             62.061463
-    12  1792.0  72.512412  ...  72.047592             72.047592
-    13  1920.0  69.467336  ...  70.172588             70.172588
+    10  1536.0  79.526831  ...  79.526831             79.526831
+    11  1664.0  62.929456  ...  62.492442             62.061463
+    12  1792.0  72.983276  ...  72.047592             72.047592
+    13  1920.0  68.776119  ...  70.172588             70.172588
     14  2048.0  73.262953  ...  76.608294             76.260072
-    15  2176.0  83.155572  ...  85.998493             85.269692
-    16  2304.0  68.251065  ...  76.319081             76.809875
-    17  2432.0  71.487187  ...  74.521127             84.877538
-    18  2560.0  78.019048  ...  81.310171             81.108913
-    19  2688.0  83.369354  ...  89.254248             89.676257
-    20  2816.0  83.392363  ...  82.135981             83.392363
-    21  2944.0  81.967162  ...  81.967162             81.698415
-    22  3072.0  80.659693  ...  88.750943             88.750943
-    23  3200.0  84.432717  ...  94.955488             95.096582
-    24  3328.0  82.939284  ...  84.695641             81.254285
-    25  3456.0  80.300370  ...  82.435141             88.497878
-    26  3584.0  83.177979  ...  88.586589             94.947616
-    27  3712.0  85.675250  ...  89.035062             87.170458
-    28  3840.0  78.433173  ...  84.355978             91.511791
-    29  3968.0  86.849777  ...  90.791620             84.040329
-    30  4096.0  93.077479  ...  86.480498             83.365047
+    15  2176.0  83.155572  ...  85.998493             85.632545
+    16  2304.0  68.643310  ...  76.319081             75.834511
+    17  2432.0  71.125224  ...  74.521127             84.621881
+    18  2560.0  77.833728  ...  81.108913             81.108913
+    19  2688.0  83.186525  ...  89.888756             89.464755
+    20  2816.0  83.074685  ...  82.916747             81.293956
+    21  2944.0  81.967162  ...  82.237674             81.298583
+    22  3072.0  81.238312  ...  88.612060             88.890270
+    23  3200.0  84.656085  ...  95.665176             94.674553
+    24  3328.0  83.468170  ...  82.843841             84.695641
+    25  3456.0  81.683457  ...  90.281712             90.994998
+    26  3584.0  84.986191  ...  87.296493             95.047985
+    27  3712.0  82.355598  ...  88.718781             83.040189
+    28  3840.0  84.228485  ...  91.701494             85.465227
+    29  3968.0  91.062642  ...  85.271796             89.394823
+    30  4096.0  87.352901  ...  88.011627             87.154371
 
     [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  1.040 seconds)
+   **Total running time of the script:** ( 5 minutes  55.972 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 da96d2c09..edf37f86f 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  0.482 seconds)
+   **Total running time of the script:** ( 0 minutes  0.480 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 4b6fa5cec..adf400c15 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  307.200008
+    0    1024.0  307.200008   98.303995  303.407414
     1    1536.0  347.773587  134.540150  341.333333
-    2    2048.0  420.102553  161.684218  325.509933
-    3    2560.0  458.507457  181.775141  325.079368
-    4    3072.0  511.999982  192.501302  320.556515
-    5    3584.0  551.384634  208.271186  311.652167
+    2    2048.0  420.102553  161.684218  323.368435
+    3    2560.0  455.111129  181.775141  325.079368
+    4    3072.0  511.999982  192.501302  319.168834
+    5    3584.0  547.872604  208.271186  311.652167
     6    4096.0  568.231237  220.412561  299.707322
-    7    4608.0  507.302750  232.825259  287.999990
-    8    5120.0  529.655159  242.845844  287.775181
-    9    5632.0  545.032265  243.545956  289.438969
-    10   6144.0  548.163546  248.661056  286.879370
+    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  286.322318
     11   6656.0  534.260858  256.000009  285.767438
-    12   7168.0  507.469040  260.654538  286.242939
-    13   7680.0  479.999983  262.564106  278.850215
-    14   8192.0  462.607053  267.493874  284.939124
-    15   8704.0  417.791980  267.815384  284.599455
-    16   9216.0  431.157889  272.729961  289.129410
-    17   9728.0  439.683593  280.278512  290.027323
-    18  10240.0  450.109870  286.433562  290.153487
-    19  10752.0  426.525614  247.172406  290.922209
-    20  11264.0  427.071098  245.760001  286.676558
-    21  11776.0  423.089806  249.888595  288.981596
-    22  12288.0  419.504980  254.673582  294.323369
-    23  12800.0  414.016170  253.674644  288.180121
-    24  13312.0  411.181478  252.759501  289.916513
-    25  13824.0  404.112047  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  257.970599  286.211174
-    29  15872.0  370.913333  261.806182  289.899545
+    12   7168.0  507.469040  260.260201  285.767449
+    13   7680.0  479.999983  262.564106  279.272719
+    14   8192.0  462.607053  267.493874  284.526763
+    15   8704.0  417.791980  267.815384  284.987724
+    16   9216.0  431.157889  272.059034  288.751954
+    17   9728.0  438.857162  280.278512  290.027323
+    18  10240.0  449.287041  286.767793  290.496460
+    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
+    22  12288.0  419.504980  254.673582  294.029924
+    23  12800.0  414.016170  253.674644  289.538159
+    24  13312.0  411.181478  252.559690  289.916513
+    25  13824.0  404.604870  257.390218  292.056329
+    26  14336.0  393.665895  254.297107  286.959121
+    27  14848.0  385.245405  257.665934  289.481735
+    28  15360.0  373.495460  257.970599  287.102804
+    29  15872.0  371.637071  261.626369  289.899545
 
 
 
@@ -339,7 +339,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  12.002 seconds)
+   **Total running time of the script:** ( 2 minutes  11.400 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 22379536a..da43d7b5a 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
 =================
-**13:18.417** total execution time for **getting-started_tutorials** files:
+**13:08.793** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:01.040 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:55.972 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:21.420 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:20.786 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.002 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:11.400 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:43.473 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:40.155 | 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 |
+| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.480 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/master/getting-started/tutorials/01-vector-add.html b/master/getting-started/tutorials/01-vector-add.html
index eb93a0346..1687e0d43 100644
--- a/master/getting-started/tutorials/01-vector-add.html
+++ b/master/getting-started/tutorials/01-vector-add.html
@@ -328,19 +328,19 @@ 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  341.333321  341.333321
 7      524288.0  472.615390  472.615390
 8     1048576.0  614.400016  614.400016
 9     2097152.0  722.823517  722.823517
 10    4194304.0  780.190482  780.190482
 11    8388608.0  812.429770  812.429770
 12   16777216.0  833.084721  833.084721
-13   33554432.0  842.004273  843.811163
+13   33554432.0  842.004273  842.004273
 14   67108864.0  847.448255  848.362445
 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  43.473 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  40.155 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 ac7906112..2e848cbd1 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
+0     256.0  512.000001      546.133347   186.181817
 1     384.0  614.400016      585.142862   153.600004
 2     512.0  655.360017      606.814814   154.566038
 3     640.0  706.206879      640.000002   160.000000
 4     768.0  722.823517      664.216187   162.754967
 ..      ...         ...             ...          ...
-93  12160.0  815.765209      406.179533   198.936606
-94  12288.0  814.111783      415.661740   199.197579
+93  12160.0  814.058574      406.179533   198.936606
+94  12288.0  814.111783      415.222812   199.197579
 95  12416.0  814.163950      412.149375   198.755369
-96  12544.0  814.214963      412.971190   199.012395
-97  12672.0  814.265046      412.097543   198.971549
+96  12544.0  814.214963      412.546756   199.012395
+97  12672.0  814.265046      411.679167   199.069228
 
 [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  21.420 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  20.786 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 c09af684d..14327c12c 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)
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-5    896.0  39.025776  ...  40.140799             39.025776
+5    896.0  39.025776  ...  39.025776             39.025776
 6   1024.0  49.932191  ...  52.428801             52.428801
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-10  1536.0  80.430545  ...  79.526831             79.526831
-11  1664.0  62.929456  ...  62.061463             62.061463
-12  1792.0  72.512412  ...  72.047592             72.047592
-13  1920.0  69.467336  ...  70.172588             70.172588
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+11  1664.0  62.929456  ...  62.492442             62.061463
+12  1792.0  72.983276  ...  72.047592             72.047592
+13  1920.0  68.776119  ...  70.172588             70.172588
 14  2048.0  73.262953  ...  76.608294             76.260072
-15  2176.0  83.155572  ...  85.998493             85.269692
-16  2304.0  68.251065  ...  76.319081             76.809875
-17  2432.0  71.487187  ...  74.521127             84.877538
-18  2560.0  78.019048  ...  81.310171             81.108913
-19  2688.0  83.369354  ...  89.254248             89.676257
-20  2816.0  83.392363  ...  82.135981             83.392363
-21  2944.0  81.967162  ...  81.967162             81.698415
-22  3072.0  80.659693  ...  88.750943             88.750943
-23  3200.0  84.432717  ...  94.955488             95.096582
-24  3328.0  82.939284  ...  84.695641             81.254285
-25  3456.0  80.300370  ...  82.435141             88.497878
-26  3584.0  83.177979  ...  88.586589             94.947616
-27  3712.0  85.675250  ...  89.035062             87.170458
-28  3840.0  78.433173  ...  84.355978             91.511791
-29  3968.0  86.849777  ...  90.791620             84.040329
-30  4096.0  93.077479  ...  86.480498             83.365047
+15  2176.0  83.155572  ...  85.998493             85.632545
+16  2304.0  68.643310  ...  76.319081             75.834511
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+18  2560.0  77.833728  ...  81.108913             81.108913
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+20  2816.0  83.074685  ...  82.916747             81.293956
+21  2944.0  81.967162  ...  82.237674             81.298583
+22  3072.0  81.238312  ...  88.612060             88.890270
+23  3200.0  84.656085  ...  95.665176             94.674553
+24  3328.0  83.468170  ...  82.843841             84.695641
+25  3456.0  81.683457  ...  90.281712             90.994998
+26  3584.0  84.986191  ...  87.296493             95.047985
+27  3712.0  82.355598  ...  88.718781             83.040189
+28  3840.0  84.228485  ...  91.701494             85.465227
+29  3968.0  91.062642  ...  85.271796             89.394823
+30  4096.0  87.352901  ...  88.011627             87.154371
 
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-10   6144.0  548.163546  248.661056  286.879370
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-20  11264.0  427.071098  245.760001  286.676558
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-22  12288.0  419.504980  254.673582  294.323369
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-26  14336.0  393.215988  254.485198  286.719986
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index 6cff34ae3..ea9a4d570 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 241f16216..d99684d7c 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 cb50c10e6..9c08d7774 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 5c81f7e94..75c78894e 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 46b137147..15632d9a4 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 6add8538a..a55079b26 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 a15bb06dd..793de9db2 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
@@ -244,7 +244,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
     10    4194304.0  780.190482  780.190482
     11    8388608.0  812.429770  812.429770
     12   16777216.0  833.084721  833.084721
-    13   33554432.0  842.004273  842.906750
+    13   33554432.0  842.004273  842.004273
     14   67108864.0  847.448255  848.362445
     15  134217728.0  849.737435  850.656574
 
@@ -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  45.886 seconds)
+   **Total running time of the script:** ( 1 minutes  46.901 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 ab913a707..0ac67c0bf 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   190.511628
-    1     384.0  614.400016      585.142862   153.600004
+    0     256.0  512.000001      546.133347   186.181817
+    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   198.694297
-    95  12416.0  812.498981      412.149375   198.358474
-    96  12544.0  812.566838      412.971190   198.618504
-    97  12672.0  812.633240      412.097543   198.581788
+    93  12160.0  814.058574      406.179533   198.733401
+    94  12288.0  814.111783      415.661740   198.995960
+    95  12416.0  812.498981      412.149375   198.556711
+    96  12544.0  812.566838      413.396498   198.716830
+    97  12672.0  812.633240      411.679167   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  24.871 seconds)
+   **Total running time of the script:** ( 3 minutes  24.753 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 e5e080302..7badc45b8 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   2.978909  ...   3.276800              3.276800
+    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             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
-    6   1024.0  51.150050  ...  53.773130             52.428801
+    6   1024.0  51.150050  ...  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             79.526831
-    11  1664.0  62.929456  ...  62.492442             62.061463
+    10  1536.0  80.430545  ...  79.526831             78.643199
+    11  1664.0  62.929456  ...  62.061463             62.061463
     12  1792.0  72.512412  ...  72.047592             71.588687
-    13  1920.0  69.467336  ...  70.172588             69.818184
-    14  2048.0  73.584279  ...  76.959706             76.959706
-    15  2176.0  83.500614  ...  85.632545             85.269692
-    16  2304.0  68.446623  ...  76.809875             76.563695
-    17  2432.0  71.305746  ...  84.877538             84.877538
-    18  2560.0  78.019048  ...  81.008654             80.908642
+    13  1920.0  69.120002  ...  70.172588             69.818184
+    14  2048.0  73.584279  ...  76.608294             76.608294
+    15  2176.0  82.813365  ...  85.998493             85.269692
+    16  2304.0  68.446623  ...  76.809875             76.319081
+    17  2432.0  71.305746  ...  74.521127             84.367759
+    18  2560.0  77.833728  ...  81.310171             80.908642
     19  2688.0  83.186525  ...  89.676257             89.464755
-    20  2816.0  83.873477  ...  82.759409             81.981598
-    21  2944.0  82.373605  ...  82.373605             81.298583
-    22  3072.0  81.238312  ...  88.612060             89.030036
-    23  3200.0  83.989503  ...  95.096582             93.979441
-    24  3328.0  83.130825  ...  84.397770             83.710812
-    25  3456.0  81.766291  ...  83.893412             90.382926
-    26  3584.0  87.211821  ...  98.483450             92.505546
-    27  3712.0  84.230479  ...  88.718781             84.017953
-    28  3840.0  84.421376  ...  91.398346             87.286505
-    29  3968.0  92.093539  ...  84.447457             87.787005
-    30  4096.0  91.678778  ...  92.691803             86.258181
+    20  2816.0  83.552120  ...  82.135981             82.602666
+    21  2944.0  81.832567  ...  82.509987             82.373605
+    22  3072.0  81.825298  ...  86.845249             83.146995
+    23  3200.0  84.600132  ...  94.955488             94.534716
+    24  3328.0  83.710812  ...  82.275764             83.808259
+    25  3456.0  81.849303  ...  87.347312             88.986281
+    26  3584.0  87.722333  ...  90.368655             95.654673
+    27  3712.0  85.528545  ...  84.230479             85.822459
+    28  3840.0  84.940091  ...  92.313853             84.230487
+    29  3968.0  92.232760  ...  81.186915             84.680037
+    30  4096.0  93.336389  ...  92.309303             85.163532
 
     [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  33.411 seconds)
+   **Total running time of the script:** ( 5 minutes  49.922 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 4683e306e..fd1f257c9 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  0.010 seconds)
+   **Total running time of the script:** ( 0 minutes  0.110 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 a0fcf9c8f..a08745d6f 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  311.088617   98.303995  303.407414
+    0    1024.0  307.200008   98.303995  303.407414
     1    1536.0  351.085717  134.540150  341.333333
     2    2048.0  423.724127  161.684218  334.367350
     3    2560.0  461.954908  181.238943  330.322572
-    4    3072.0  511.999982  191.999993  320.556515
-    5    3584.0  551.384634  208.271186  310.527060
-    6    4096.0  568.231237  220.412561  298.796351
+    4    3072.0  515.580429  191.999993  320.556515
+    5    3584.0  549.623009  208.271186  311.652167
+    6    4096.0  568.231237  219.919464  299.707322
     7    4608.0  500.416301  232.825259  286.507772
-    8    5120.0  525.128191  242.845844  285.104413
-    9    5632.0  540.671974  243.545956  289.438969
+    8    5120.0  525.128191  242.366855  285.104413
+    9    5632.0  540.671974  243.107920  289.438969
     10   6144.0  542.117638  248.242431  285.767458
     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  279.272719
+    13   7680.0  481.253256  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  429.483477  272.394084  288.751954
-    17   9728.0  438.857162  280.278512  289.667485
-    18  10240.0  447.650282  286.433562  290.496460
-    19  10752.0  428.651173  247.172406  290.594591
-    20  11264.0  429.786952  245.536784  286.676558
-    21  11776.0  423.089806  249.888595  288.981596
+    15   8704.0  417.791980  267.472468  284.599455
+    16   9216.0  430.319054  272.394084  288.751954
+    17   9728.0  438.033784  280.278512  289.667485
+    18  10240.0  447.650282  286.100109  287.438599
+    19  10752.0  428.651173  246.935876  290.594591
+    20  11264.0  429.104745  245.536784  286.676558
+    21  11776.0  423.089806  249.667843  288.981596
     22  12288.0  420.102570  254.673582  294.323369
-    23  12800.0  414.574901  253.674644  288.450715
-    24  13312.0  412.242569  252.559690  289.916513
+    23  12800.0  414.574901  253.465340  289.811310
+    24  13312.0  412.242569  252.959629  289.916513
     25  13824.0  406.090579  257.190689  292.056329
-    26  14336.0  395.930964  254.297107  286.719986
-    27  14848.0  386.918555  257.665934  289.481735
-    28  15360.0  373.117425  257.970599  287.326580
-    29  15872.0  370.192407  261.806182  289.899545
+    26  14336.0  396.387109  254.297107  286.959121
+    27  14848.0  386.498925  257.665934  289.246765
+    28  15360.0  373.117425  257.790220  287.102804
+    29  15872.0  369.832994  261.626369  289.899545
 
 
 
@@ -329,7 +329,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  13.521 seconds)
+   **Total running time of the script:** ( 2 minutes  12.432 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 8799bceb5..78443d827 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
 =================
-**12:57.700** total execution time for **getting-started_tutorials** files:
+**13:14.119** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:33.411 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:49.922 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:24.871 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:24.753 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:13.521 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.432 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:45.886 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:46.901 | 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 |
+| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.110 | 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 a533ba064..8193d81f4 100644
--- a/v1.1.2/getting-started/tutorials/01-vector-add.html
+++ b/v1.1.2/getting-started/tutorials/01-vector-add.html
@@ -334,12 +334,12 @@ for different problem sizes.</p>
 10    4194304.0  780.190482  780.190482
 11    8388608.0  812.429770  812.429770
 12   16777216.0  833.084721  833.084721
-13   33554432.0  842.004273  842.906750
+13   33554432.0  842.004273  842.004273
 14   67108864.0  847.448255  848.362445
 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  45.886 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  46.901 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 9b42293ac..5d546f802 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   190.511628
-1     384.0  614.400016      585.142862   153.600004
+0     256.0  512.000001      546.133347   186.181817
+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   198.694297
-95  12416.0  812.498981      412.149375   198.358474
-96  12544.0  812.566838      412.971190   198.618504
-97  12672.0  812.633240      412.097543   198.581788
+93  12160.0  814.058574      406.179533   198.733401
+94  12288.0  814.111783      415.661740   198.995960
+95  12416.0  812.498981      412.149375   198.556711
+96  12544.0  812.566838      413.396498   198.716830
+97  12672.0  812.633240      411.679167   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  24.871 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  24.753 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">
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-13  1920.0  69.467336  ...  70.172588             69.818184
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-26  3584.0  87.211821  ...  98.483450             92.505546
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