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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 c4faf46fe..230b75d08 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 82606a6e7..832a9ac85 100644
--- a/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
+++ b/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
@@ -235,7 +235,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
     0        4096.0    9.600000    9.600000
     1        8192.0   19.200000   19.200000
     2       16384.0   38.400001   38.400001
-    3       32768.0   63.999998   63.999998
+    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
@@ -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  43.089 seconds)
+   **Total running time of the script:** ( 1 minutes  33.654 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 ba7ef3354..0aa7034d4 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   190.511628
+    0     256.0  512.000001      546.133347   188.321838
     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  814.058574      406.179533   198.631953
-    94  12288.0  814.111783      415.661740   198.895304
-    95  12416.0  814.163950      412.577363   198.457532
-    96  12544.0  814.214963      412.971190   198.716830
-    97  12672.0  814.265046      412.097543   198.776477
+    93  12160.0  814.058574      406.179533   199.038365
+    94  12288.0  814.111783      415.222812   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
 
     [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  21.816 seconds)
+   **Total running time of the script:** ( 3 minutes  20.157 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 d0ea50f97..d5145c500 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   2.978909  ...   2.978909              2.978909
+    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
     3    640.0  22.260869  ...  24.380953             24.380953
     4    768.0  32.768000  ...  34.028308             34.028308
-    5    896.0  39.025776  ...  39.025776             39.025776
-    6   1024.0  51.150050  ...  52.428801             52.428801
+    5    896.0  39.025776  ...  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  80.430545  ...  79.526831             78.643199
-    11  1664.0  62.929456  ...  62.492442             62.061463
-    12  1792.0  72.983276  ...  71.588687             72.047592
-    13  1920.0  69.120002  ...  70.172588             70.172588
-    14  2048.0  73.262953  ...  76.608294             76.608294
-    15  2176.0  83.155572  ...  85.998493             85.632545
+    10  1536.0  79.526831  ...  79.526831             78.643199
+    11  1664.0  62.929456  ...  62.061463             61.636381
+    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  ...  84.621881             84.115159
-    18  2560.0  78.019048  ...  81.108913             80.709358
-    19  2688.0  83.004501  ...  89.464755             89.464755
-    20  2816.0  82.916747  ...  82.759409             82.290955
-    21  2944.0  81.298583  ...  82.509987             82.646820
-    22  3072.0  81.825298  ...  84.135370             89.030036
-    23  3200.0  84.488448  ...  94.955488             94.604578
-    24  3328.0  82.939284  ...  81.346098             83.905938
-    25  3456.0  81.766291  ...  87.775250             90.790053
-    26  3584.0  87.296493  ...  97.947050             90.276496
-    27  3712.0  84.159518  ...  87.018592             85.748791
-    28  3840.0  84.874902  ...  92.313853             84.552479
-    29  3968.0  92.302520  ...  85.152783             91.028675
-    30  4096.0  86.703957  ...  85.434583             91.211502
+    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
 
     [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  1.969 seconds)
+   **Total running time of the script:** ( 5 minutes  57.748 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 55d573437..9044a646f 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  0.479 seconds)
+   **Total running time of the script:** ( 0 minutes  0.522 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 2ec3e4087..0fbb19f33 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  311.088617   98.303995  307.200008
+    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  458.507457  181.238943  330.322572
+    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  564.965515  220.412561  297.890900
+    6    4096.0  568.231237  220.412561  298.796351
     7    4608.0  504.986315  232.825259  286.507772
-    8    5120.0  529.655159  242.845844  285.104413
+    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
     12   7168.0  507.469040  260.654538  286.242939
     13   7680.0  479.999983  262.190612  278.850215
-    14   8192.0  463.698115  267.130429  284.939124
+    14   8192.0  462.607053  267.130429  284.939124
     15   8704.0  417.791980  267.815384  284.987724
-    16   9216.0  431.157889  272.394084  288.751954
+    16   9216.0  430.319054  272.394084  288.751954
     17   9728.0  438.857162  280.278512  290.027323
-    18  10240.0  449.287041  286.767793  290.153487
+    18  10240.0  449.287041  286.433562  290.153487
     19  10752.0  426.525614  247.172406  290.594591
-    20  11264.0  427.071098  245.536784  286.676558
-    21  11776.0  423.089806  249.778170  288.981596
-    22  12288.0  419.504980  254.673582  294.176573
-    23  12800.0  414.016170  253.465340  289.538159
-    24  13312.0  411.181478  252.759501  289.916513
-    25  13824.0  404.112047  257.190689  292.056329
+    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  384.829370  257.665934  289.012175
-    28  15360.0  373.495460  257.970599  287.326580
-    29  15872.0  371.274849  261.806182  289.679087
+    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
 
 
 
@@ -339,7 +339,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  12.779 seconds)
+   **Total running time of the script:** ( 2 minutes  11.405 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 b7065888f..cf5175d68 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
 =================
-**13:20.131** total execution time for **getting-started_tutorials** files:
+**13:03.486** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:01.969 | 0.0 MB |
+| :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_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:21.816 | 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_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.779 | 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_01-vector-add.py` (``01-vector-add.py``)                       | 01:43.089 | 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_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.479 | 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 |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/master/getting-started/tutorials/01-vector-add.html b/master/getting-started/tutorials/01-vector-add.html
index b3cfd327a..19d247726 100644
--- a/master/getting-started/tutorials/01-vector-add.html
+++ b/master/getting-started/tutorials/01-vector-add.html
@@ -325,7 +325,7 @@ for different problem sizes.</p>
 0        4096.0    9.600000    9.600000
 1        8192.0   19.200000   19.200000
 2       16384.0   38.400001   38.400001
-3       32768.0   63.999998   63.999998
+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
@@ -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  43.089 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  33.654 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 334bb536d..76180fbc6 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   190.511628
+0     256.0  512.000001      546.133347   188.321838
 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  814.058574      406.179533   198.631953
-94  12288.0  814.111783      415.661740   198.895304
-95  12416.0  814.163950      412.577363   198.457532
-96  12544.0  814.214963      412.971190   198.716830
-97  12672.0  814.265046      412.097543   198.776477
+93  12160.0  814.058574      406.179533   199.038365
+94  12288.0  814.111783      415.222812   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
 
 [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  21.816 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  20.157 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 8c687b31e..8396ccd83 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   2.978909  ...   2.978909              2.978909
+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
 3    640.0  22.260869  ...  24.380953             24.380953
 4    768.0  32.768000  ...  34.028308             34.028308
-5    896.0  39.025776  ...  39.025776             39.025776
-6   1024.0  51.150050  ...  52.428801             52.428801
+5    896.0  39.025776  ...  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  80.430545  ...  79.526831             78.643199
-11  1664.0  62.929456  ...  62.492442             62.061463
-12  1792.0  72.983276  ...  71.588687             72.047592
-13  1920.0  69.120002  ...  70.172588             70.172588
-14  2048.0  73.262953  ...  76.608294             76.608294
-15  2176.0  83.155572  ...  85.998493             85.632545
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diff --git a/v1.1.2/_images/sphx_glr_02-fused-softmax_001.png b/v1.1.2/_images/sphx_glr_02-fused-softmax_001.png
index 0990c5362..cf05e4fbf 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 9e32299ba..51d09f95a 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
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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 1067a5b73..118ecab84 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 25255568b..25b0da0ae 100644
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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 697d32dff..035eaaf2a 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
@@ -237,14 +237,14 @@ 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  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
     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  842.004273
+    13   33554432.0  842.004273  843.811163
     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  42.138 seconds)
+   **Total running time of the script:** ( 1 minutes  39.455 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 759c40af0..13aef2225 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  546.133347      546.133347   190.511628
-    1     384.0  585.142862      585.142862   151.703707
-    2     512.0  655.360017      606.814814   156.038096
+    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  682.666684      640.000002   160.000000
-    4     768.0  722.823517      664.216187   163.839992
+    4     768.0  722.823517      664.216187   162.754967
     ..      ...         ...             ...          ...
-    93  12160.0  812.359066      405.755985   198.936606
-    94  12288.0  814.111783      415.661740   199.096718
-    95  12416.0  812.498981      411.296057   198.755369
-    96  12544.0  812.566838      412.971190   198.913776
-    97  12672.0  812.633240      412.516771   199.069228
+    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
 
     [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  22.411 seconds)
+   **Total running time of the script:** ( 3 minutes  23.411 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 62ab5d7af..2436985bf 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
@@ -462,8 +462,8 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
 
     matmul-performance:
              M     cuBLAS  ...     Triton  Triton (+ LeakyReLU)
-    0    256.0   2.730667  ...   2.978909              2.978909
-    1    384.0   7.372800  ...   7.899428              7.899428
+    0    256.0   2.978909  ...   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
@@ -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  69.467336  ...  70.172588             70.172588
-    14  2048.0  73.908442  ...  76.959706             76.608294
+    13  1920.0  68.776119  ...  70.172588             70.172588
+    14  2048.0  73.584279  ...  76.959706             76.959706
     15  2176.0  83.500614  ...  86.367588             85.632545
-    16  2304.0  68.446623  ...  77.057651             76.563695
-    17  2432.0  71.487187  ...  85.393507             84.877538
-    18  2560.0  78.019048  ...  80.709358             80.511054
+    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  83.392363  ...  83.074685             82.602666
-    21  2944.0  82.509987  ...  82.509987             81.967162
-    22  3072.0  81.825298  ...  88.612060             87.651868
-    23  3200.0  82.262212  ...  94.674553             94.256261
-    24  3328.0  82.275764  ...  83.905938             83.613586
-    25  3456.0  81.518262  ...  84.954233             88.497878
-    26  3584.0  86.540320  ...  97.840469             98.160909
-    27  3712.0  85.970176  ...  87.860458             84.017953
-    28  3840.0  84.356981  ...  89.548180             86.467555
-    29  3968.0  85.934238  ...  90.960819             86.726322
-    30  4096.0  93.077479  ...  92.309303             85.270056
+    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
 
     [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  22.384 seconds)
+   **Total running time of the script:** ( 5 minutes  25.507 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 b20127c3b..06901b2d9 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
-    1    1536.0  351.085717  133.565214  341.333333
-    2    2048.0  420.102553  162.217818  327.679984
-    3    2560.0  465.454542  182.314537  332.108113
-    4    3072.0  511.999982  191.999993  317.793096
-    5    3584.0  551.384634  207.768111  309.410081
-    6    4096.0  568.231237  220.412561  300.623865
-    7    4608.0  500.416301  233.316456  290.267724
-    8    5120.0  525.128191  242.845844  287.102804
-    9    5632.0  538.517949  243.107920  289.438969
-    10   6144.0  544.118087  250.775512  287.438593
-    11   6656.0  536.053693  255.590406  285.257135
-    12   7168.0  512.000004  256.381525  280.639473
-    13   7680.0  486.332448  264.447629  279.272719
-    14   8192.0  464.794337  268.223740  283.296835
-    15   8704.0  416.958106  264.091015  280.021457
-    16   9216.0  430.319054  272.729961  289.887291
-    17   9728.0  438.857162  281.630872  289.667485
-    18  10240.0  446.836366  286.100109  288.112552
-    19  10752.0  426.525614  247.884724  292.240100
-    20  11264.0  431.157894  243.765566  283.668421
-    21  11776.0  423.724129  249.888595  288.391833
-    22  12288.0  420.701865  253.796902  294.617366
-    23  12800.0  414.574901  254.515329  290.359162
-    24  13312.0  411.181478  253.360814  289.653667
-    25  13824.0  407.587209  256.991469  291.543045
-    26  14336.0  395.930964  254.109315  286.959121
-    27  14848.0  384.414233  258.976744  289.717061
-    28  15360.0  377.704925  260.155264  290.039336
-    29  15872.0  369.116300  262.708969  291.452168
+    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
+    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
+    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
+    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
+    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
+    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
+    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  12.467 seconds)
+   **Total running time of the script:** ( 2 minutes  13.083 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 a6c00cb04..86c0dfdad 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
 =================
-**12:39.411** total execution time for **getting-started_tutorials** files:
+**12:41.467** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:22.384 | 0.0 MB |
+| :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_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:22.411 | 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_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.467 | 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_01-vector-add.py` (``01-vector-add.py``)                       | 01:42.138 | 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_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 90a81d8aa..279faaefe 100644
--- a/v1.1.2/getting-started/tutorials/01-vector-add.html
+++ b/v1.1.2/getting-started/tutorials/01-vector-add.html
@@ -327,19 +327,19 @@ 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  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
 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  842.004273
+13   33554432.0  842.004273  843.811163
 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  42.138 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  39.455 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 1d0f73397..f2dfa1b67 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  546.133347      546.133347   190.511628
-1     384.0  585.142862      585.142862   151.703707
-2     512.0  655.360017      606.814814   156.038096
+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  682.666684      640.000002   160.000000
-4     768.0  722.823517      664.216187   163.839992
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