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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 23a032109..7386415c8 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 2c25184ee..a009fdbc3 100644
--- a/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
+++ b/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
@@ -245,7 +245,7 @@ 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  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  38.076 seconds)
+   **Total running time of the script:** ( 1 minutes  40.793 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 6b349ffa5..8fe2ff15b 100644
--- a/master/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
+++ b/master/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
@@ -279,16 +279,16 @@ We will then compare its performance against (1) :code:`torch.softmax` and (2) t
     softmax-performance:
               N      Triton  Torch (native)  Torch (jit)
     0     256.0  512.000001      546.133347   188.321838
-    1     384.0  614.400016      585.142862   153.600004
-    2     512.0  655.360017      606.814814   154.566038
+    1     384.0  585.142862      585.142862   151.703707
+    2     512.0  655.360017      585.142849   154.566038
     3     640.0  706.206879      640.000002   160.000000
     4     768.0  722.823517      664.216187   162.754967
     ..      ...         ...             ...          ...
-    93  12160.0  812.359066      406.179533   198.834951
-    94  12288.0  812.429770      415.222812   199.096718
-    95  12416.0  812.498981      412.149375   198.755369
-    96  12544.0  810.925276      412.971190   198.913776
-    97  12672.0  811.007961      411.888249   198.971549
+    93  12160.0  812.359066      405.333344   198.530610
+    94  12288.0  812.429770      415.661740   198.794749
+    95  12416.0  812.498981      411.296057   198.457532
+    96  12544.0  810.925276      412.971190   198.618504
+    97  12672.0  811.007961      412.097543   198.776477
 
     [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  21.149 seconds)
+   **Total running time of the script:** ( 3 minutes  23.140 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 496844458..630f0851b 100644
--- a/master/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
+++ b/master/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
@@ -459,37 +459,37 @@ 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
-    2    512.0  14.563555  ...  16.384000             16.384000
+    0    256.0   2.730667  ...   2.978909              2.978909
+    1    384.0   7.372800  ...   8.507077              7.899428
+    2    512.0  14.563555  ...  15.420235             15.420235
     3    640.0  22.260869  ...  24.380953             24.380953
-    4    768.0  32.768000  ...  35.389441             34.028308
-    5    896.0  39.025776  ...  40.140799             39.025776
+    4    768.0  31.597714  ...  34.028308             34.028308
+    5    896.0  37.971025  ...  40.140799             39.025776
     6   1024.0  49.932191  ...  53.773130             52.428801
     7   1152.0  45.242181  ...  48.161033             47.396572
     8   1280.0  51.200001  ...  57.690139             57.690139
     9   1408.0  64.138541  ...  68.147202             66.485074
-    10  1536.0  80.430545  ...  81.355034             78.643199
-    11  1664.0  63.372618  ...  63.372618             62.492442
+    10  1536.0  79.526831  ...  81.355034             78.643199
+    11  1664.0  62.929456  ...  63.372618             62.492442
     12  1792.0  72.983276  ...  73.460287             59.467852
-    13  1920.0  68.776119  ...  71.626943             70.892307
-    14  2048.0  73.262953  ...  78.398206             76.959706
-    15  2176.0  83.155572  ...  87.876193             85.998493
-    16  2304.0  68.251065  ...  78.064941             77.057651
-    17  2432.0  71.305746  ...  86.711310             84.115159
-    18  2560.0  77.833728  ...  82.539044             81.512437
-    19  2688.0  83.737433  ...  90.966561             89.044730
-    20  2816.0  83.712490  ...  84.523664             83.712490
-    21  2944.0  82.784108  ...  83.060049             82.646820
-    22  3072.0  82.661468  ...  90.020831             87.787755
-    23  3200.0  85.219705  ...  96.822991             95.952022
-    24  3328.0  83.613586  ...  86.528001             84.200347
-    25  3456.0  81.849303  ...  91.928814             88.595129
-    26  3584.0  86.540320  ...  99.463928             91.563533
-    27  3712.0  82.355598  ...  89.154253             81.283434
-    28  3840.0  84.874902  ...  93.722032             85.399230
-    29  3968.0  93.469117  ...  89.198780             86.175099
-    30  4096.0  92.436452  ...  86.313653             82.241256
+    13  1920.0  69.467336  ...  71.257735             70.892307
+    14  2048.0  73.262953  ...  78.033565             77.314362
+    15  2176.0  83.500614  ...  87.876193             85.998493
+    16  2304.0  68.446623  ...  77.810656             77.057651
+    17  2432.0  71.305746  ...  86.711310             85.393507
+    18  2560.0  77.833728  ...  82.539044             81.715711
+    19  2688.0  83.552988  ...  90.966561             88.422041
+    20  2816.0  84.035084  ...  84.687779             83.712490
+    21  2944.0  79.104810  ...  84.040530             82.646820
+    22  3072.0  78.972252  ...  89.593522             87.924073
+    23  3200.0  83.116885  ...  96.240602             94.674553
+    24  3328.0  82.369902  ...  85.398926             84.795401
+    25  3456.0  81.108217  ...  92.562076             85.767626
+    26  3584.0  87.296493  ...  97.628001             97.416461
+    27  3712.0  84.230479  ...  88.718781             87.552452
+    28  3840.0  80.313725  ...  90.835321             86.875096
+    29  3968.0  89.525997  ...  85.479929             89.855624
+    30  4096.0  91.616198  ...  92.214171             89.359338
 
     [31 rows x 5 columns]
 
@@ -499,7 +499,7 @@ 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  2.032 seconds)
+   **Total running time of the script:** ( 6 minutes  6.178 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 e1a328a7d..0f9d8dc7a 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  0.474 seconds)
+   **Total running time of the script:** ( 0 minutes  0.476 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 40a10a93b..b5e161731 100644
--- a/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
+++ b/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
@@ -39,35 +39,35 @@ Layer Normalization
     layer-norm:
               N      Triton       Torch        Apex
     0    1024.0  585.142849  277.694907  468.114273
-    1    1536.0  630.153868  323.368435  511.999982
-    2    2048.0  682.666643  334.367358  520.126988
+    1    1536.0  614.400016  323.368435  511.999982
+    2    2048.0  682.666643  337.814445  520.126988
     3    2560.0  694.237267  362.477870  512.000013
-    4    3072.0  712.347810  378.092307  501.551037
-    5    3584.0  725.873439  384.859062  451.527536
-    6    4096.0  728.177767  381.023256  451.972420
-    7    4608.0  676.403666  396.387087  431.157877
-    8    5120.0  688.403381  397.669909  422.268057
-    9    5632.0  704.000002  395.228063  415.262685
-    10   6144.0  702.171410  402.885254  411.313806
-    11   6656.0  700.631610  398.861429  400.360920
-    12   7168.0  686.754468  395.475867  386.154893
-    13   7680.0  682.666656  392.587863  386.415087
-    14   8192.0  642.509816  387.786968  368.179771
-    15   8704.0  630.153861  387.922008  378.434774
-    16   9216.0  609.322328  407.337026  383.002605
-    17   9728.0  589.575753  408.524944  383.369452
+    4    3072.0  712.347810  375.206126  496.484863
+    5    3584.0  725.873439  384.859062  455.111115
+    6    4096.0  728.177767  381.023256  458.293714
+    7    4608.0  670.254540  396.387087  421.302872
+    8    5120.0  694.237267  397.669909  420.102563
+    9    5632.0  704.000002  396.969169  413.357796
+    10   6144.0  702.171410  402.885254  409.600010
+    11   6656.0  705.271522  400.360920  400.360920
+    12   7168.0  690.891575  394.116833  387.459443
+    13   7680.0  682.666656  392.587863  387.634072
+    14   8192.0  636.271854  391.259714  371.308771
+    15   8704.0  633.018177  390.095225  380.502740
+    16   9216.0  611.850618  403.989025  381.023249
+    17   9728.0  591.817503  408.524944  382.427505
     18  10240.0  566.920437  409.600010  382.803739
-    19  10752.0  549.623009  410.577576  381.445676
-    20  11264.0  534.789310  406.826188  374.686074
-    21  11776.0  523.377770  409.599991  376.831982
-    22  12288.0  516.031509  413.911572  383.251457
-    23  12800.0  505.679014  409.599981  376.470582
-    24  13312.0  494.180982  405.699062  376.976995
-    25  13824.0  481.882350  412.656711  379.389355
-    26  14336.0  471.967074  405.975225  372.969090
-    27  14848.0  461.297068  406.794504  375.304904
-    28  15360.0  454.269882  406.887417  377.511515
-    29  15872.0  447.887117  406.974373  376.225175
+    19  10752.0  551.384634  410.577576  380.601764
+    20  11264.0  536.380957  403.185684  370.831272
+    21  11776.0  523.377770  408.711507  377.587162
+    22  12288.0  517.389457  413.042029  382.505826
+    23  12800.0  505.679014  410.420828  377.163903
+    24  13312.0  494.754948  404.927765  376.976995
+    25  13824.0  482.934503  409.600016  378.092325
+    26  14336.0  471.967074  403.121247  373.576536
+    27  14848.0  461.297068  406.099164  375.304904
+    28  15360.0  454.269882  406.214870  378.092307
+    29  15872.0  447.098578  408.282944  376.783377
 
 
 
@@ -389,7 +389,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 5 minutes  22.534 seconds)
+   **Total running time of the script:** ( 5 minutes  24.882 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 9af8fe93f..adb9e2157 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
 =================
-**16:24.265** total execution time for **getting-started_tutorials** files:
+**16:35.469** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:02.032 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:06.178 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 05:22.534 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 05:24.882 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:21.149 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:23.140 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:38.076 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:40.793 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.474 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.476 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/master/getting-started/tutorials/01-vector-add.html b/master/getting-started/tutorials/01-vector-add.html
index 30e6c0529..286e42028 100644
--- a/master/getting-started/tutorials/01-vector-add.html
+++ b/master/getting-started/tutorials/01-vector-add.html
@@ -335,12 +335,12 @@ 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  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  38.076 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  40.793 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 410fd35e9..95ffb6213 100644
--- a/master/getting-started/tutorials/02-fused-softmax.html
+++ b/master/getting-started/tutorials/02-fused-softmax.html
@@ -370,16 +370,16 @@ We will then compare its performance against (1) <code class="code docutils lite
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>softmax-performance:
           N      Triton  Torch (native)  Torch (jit)
 0     256.0  512.000001      546.133347   188.321838
-1     384.0  614.400016      585.142862   153.600004
-2     512.0  655.360017      606.814814   154.566038
+1     384.0  585.142862      585.142862   151.703707
+2     512.0  655.360017      585.142849   154.566038
 3     640.0  706.206879      640.000002   160.000000
 4     768.0  722.823517      664.216187   162.754967
 ..      ...         ...             ...          ...
-93  12160.0  812.359066      406.179533   198.834951
-94  12288.0  812.429770      415.222812   199.096718
-95  12416.0  812.498981      412.149375   198.755369
-96  12544.0  810.925276      412.971190   198.913776
-97  12672.0  811.007961      411.888249   198.971549
+93  12160.0  812.359066      405.333344   198.530610
+94  12288.0  812.429770      415.661740   198.794749
+95  12416.0  812.498981      411.296057   198.457532
+96  12544.0  810.925276      412.971190   198.618504
+97  12672.0  811.007961      412.097543   198.776477
 
 [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  21.149 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  23.140 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 4ac86ef38..2d3056688 100644
--- a/master/getting-started/tutorials/03-matrix-multiplication.html
+++ b/master/getting-started/tutorials/03-matrix-multiplication.html
@@ -565,42 +565,42 @@ 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
-2    512.0  14.563555  ...  16.384000             16.384000
+0    256.0   2.730667  ...   2.978909              2.978909
+1    384.0   7.372800  ...   8.507077              7.899428
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index 21c71bd40..eb7644f58 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 6152b38f9..99d4b1fc3 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 437615cb7..971c28ff0 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 ec0d4ccbc..59c60770d 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 db684cc7c..9be86311e 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 18573b651..42ffb3d98 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 9716cba3b..7177a02fb 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
@@ -233,7 +233,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
                size      Triton       Torch
     0        4096.0    9.600000    9.600000
     1        8192.0   19.200000   19.200000
-    2       16384.0   31.999999   31.999999
+    2       16384.0   38.400001   38.400001
     3       32768.0   76.800002   76.800002
     4       65536.0  127.999995  127.999995
     5      131072.0  219.428568  219.428568
@@ -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  843.811163
+    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  39.369 seconds)
+   **Total running time of the script:** ( 1 minutes  43.258 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 50b1e940f..672208f2f 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      512.000001   188.321838
+    0     256.0  512.000001      512.000001   186.181817
     1     384.0  585.142862      585.142862   153.600004
-    2     512.0  655.360017      606.814814   154.566038
+    2     512.0  655.360017      585.142849   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   199.038365
-    94  12288.0  814.111783      415.661740   199.298541
-    95  12416.0  812.498981      411.722274   198.954424
-    96  12544.0  812.566838      412.758863   199.209928
-    97  12672.0  812.633240      412.097543   199.264875
+    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   198.457532
+    96  12544.0  812.566838      412.546756   198.716830
+    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  23.736 seconds)
+   **Total running time of the script:** ( 3 minutes  21.296 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 f1592da11..0616c7e21 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  ...   2.978909              2.978909
-    1    384.0   7.372800  ...   8.507077              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  ...  15.420235             15.420235
     3    640.0  22.260869  ...  24.380953             24.380953
     4    768.0  32.768000  ...  34.028308             34.028308
-    5    896.0  39.025776  ...  40.140799             39.025776
-    6   1024.0  51.150050  ...  53.773130             52.428801
+    5    896.0  37.971025  ...  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             56.109587
-    9   1408.0  64.138541  ...  67.305878             65.684049
-    10  1536.0  79.526831  ...  79.526831             78.643199
-    11  1664.0  62.929456  ...  62.492442             62.061463
-    12  1792.0  72.983276  ...  72.512412             71.588687
+    9   1408.0  64.138541  ...  67.305878             66.485074
+    10  1536.0  80.430545  ...  79.526831             78.643199
+    11  1664.0  63.372618  ...  62.492442             62.061463
+    12  1792.0  72.983276  ...  72.047592             71.588687
     13  1920.0  69.120002  ...  70.172588             70.172588
     14  2048.0  73.584279  ...  76.959706             76.608294
     15  2176.0  83.155572  ...  85.998493             85.269692
-    16  2304.0  68.056616  ...  77.057651             76.563695
-    17  2432.0  71.125224  ...  85.134737             84.877538
-    18  2560.0  77.833728  ...  81.310171             80.908642
-    19  2688.0  83.552988  ...  89.254248             89.464755
-    20  2816.0  83.074685  ...  83.392363             82.135981
-    21  2944.0  82.646820  ...  82.509987             82.373605
-    22  3072.0  81.005868  ...  88.890270             89.030036
-    23  3200.0  84.656085  ...  90.780140             89.260810
-    24  3328.0  83.905938  ...  84.895397             85.602017
-    25  3456.0  82.604067  ...  91.200871             87.536988
-    26  3584.0  88.152348  ...  98.808123             98.483450
-    27  3712.0  82.423549  ...  88.718781             86.341700
-    28  3840.0  85.005380  ...  92.236860             89.259080
-    29  3968.0  93.219206  ...  82.060480             84.562670
-    30  4096.0  90.504200  ...  83.468735             86.313653
+    16  2304.0  68.056616  ...  76.809875             76.563695
+    17  2432.0  71.305746  ...  74.918570             84.621881
+    18  2560.0  77.833728  ...  80.908642             80.908642
+    19  2688.0  83.922689  ...  89.254248             89.676257
+    20  2816.0  83.552120  ...  83.712490             83.392363
+    21  2944.0  81.631503  ...  82.784108             82.509987
+    22  3072.0  82.782312  ...  87.651868             89.310890
+    23  3200.0  81.946222  ...  93.841640             94.955488
+    24  3328.0  80.707733  ...  84.795401             85.500351
+    25  3456.0  82.604067  ...  85.767626             88.595129
+    26  3584.0  87.381330  ...  98.699661             92.410473
+    27  3712.0  84.230479  ...  88.092894             89.114488
+    28  3840.0  84.940091  ...  86.535214             86.265212
+    29  3968.0  93.433332  ...  88.167587             85.992909
+    30  4096.0  89.597949  ...  86.424811             87.352901
 
     [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  53.297 seconds)
+   **Total running time of the script:** ( 5 minutes  33.713 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 2b7ffa101..c24a29c63 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  0.111 seconds)
+   **Total running time of the script:** ( 0 minutes  0.109 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 3a936a541..19b57a31f 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   99.497980  311.088617
-    1    1536.0  351.085717  133.083026  341.333333
-    2    2048.0  423.724127  162.217818  327.679984
-    3    2560.0  461.954908  182.857144  325.079368
-    4    3072.0  511.999982  191.501303  319.168834
-    5    3584.0  551.384634  208.271186  309.410081
-    6    4096.0  564.965515  220.412561  300.623865
-    7    4608.0  498.162157  231.849059  287.999990
-    8    5120.0  522.893618  242.845844  287.102804
-    9    5632.0  536.380957  243.545956  290.683877
+    0    1024.0  307.200008   99.096776  307.200008
+    1    1536.0  351.085717  133.083026  338.201833
+    2    2048.0  423.724127  161.684218  336.657521
+    3    2560.0  461.954908  182.857144  330.322572
+    4    3072.0  511.999982  191.501303  320.556515
+    5    3584.0  554.941930  208.271186  308.301075
+    6    4096.0  564.965515  220.412561  298.796351
+    7    4608.0  495.928261  231.849059  286.507772
+    8    5120.0  522.893618  242.845844  283.787523
+    9    5632.0  536.380957  243.107920  291.310338
     10   6144.0  544.118087  248.661056  286.322318
     11   6656.0  526.339404  256.000009  286.279570
-    12   7168.0  507.469040  262.243907  288.644296
-    13   7680.0  481.253256  260.707203  277.172933
+    12   7168.0  507.469040  261.844750  288.644296
+    13   7680.0  482.513091  260.338991  277.172933
     14   8192.0  460.440290  268.957600  286.600589
     15   8704.0  416.958106  267.815384  284.987724
-    16   9216.0  428.651187  273.066667  289.507855
+    16   9216.0  428.651187  272.729961  289.507855
     17   9728.0  438.857162  280.278512  288.950501
     18  10240.0  447.650282  286.433562  290.153487
     19  10752.0  428.651173  246.464170  290.267711
-    20  11264.0  429.104745  245.091565  285.767446
-    21  11776.0  421.198220  249.227509  288.686414
+    20  11264.0  428.424741  245.091565  285.767446
+    21  11776.0  421.826879  249.447482  288.686414
     22  12288.0  420.102570  254.453844  294.911986
-    23  12800.0  415.135142  253.465340  288.180121
-    24  13312.0  412.242569  252.759501  289.916513
-    25  13824.0  404.604870  257.390218  292.571423
-    26  14336.0  397.761846  254.862216  286.481278
-    27  14848.0  384.414233  257.293872  289.246765
-    28  15360.0  374.253788  257.610071  286.656296
-    29  15872.0  366.982663  262.890274  291.229369
+    23  12800.0  415.696898  253.360817  289.811310
+    24  13312.0  412.242569  252.559690  290.179836
+    25  13824.0  404.604870  257.190689  292.571423
+    26  14336.0  398.222222  254.673567  286.242939
+    27  14848.0  384.414233  257.108233  289.012175
+    28  15360.0  374.253788  257.610071  287.326580
+    29  15872.0  366.982663  262.708969  291.006885
 
 
 
@@ -329,7 +329,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  12.765 seconds)
+   **Total running time of the script:** ( 2 minutes  11.414 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 2e4d9fce5..53f511593 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
 =================
-**13:09.278** total execution time for **getting-started_tutorials** files:
+**12:49.791** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:53.297 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:33.713 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:23.736 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:21.296 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.765 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:11.414 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:39.369 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:43.258 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.111 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.109 | 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 43cfc5e08..0b1aa3d62 100644
--- a/v1.1.2/getting-started/tutorials/01-vector-add.html
+++ b/v1.1.2/getting-started/tutorials/01-vector-add.html
@@ -323,7 +323,7 @@ for different problem sizes.</p>
            size      Triton       Torch
 0        4096.0    9.600000    9.600000
 1        8192.0   19.200000   19.200000
-2       16384.0   31.999999   31.999999
+2       16384.0   38.400001   38.400001
 3       32768.0   76.800002   76.800002
 4       65536.0  127.999995  127.999995
 5      131072.0  219.428568  219.428568
@@ -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  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  39.369 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  43.258 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 9b181090e..b10d81d8f 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      512.000001   188.321838
+0     256.0  512.000001      512.000001   186.181817
 1     384.0  585.142862      585.142862   153.600004
-2     512.0  655.360017      606.814814   154.566038
+2     512.0  655.360017      585.142849   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   199.038365
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diff --git a/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html b/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html
index aa1da26ac..14719197f 100644
--- a/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html
+++ b/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html
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 7   1152.0  45.242181  ...  46.656000             46.656000
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+11  1664.0  63.372618  ...  62.492442             62.061463
+12  1792.0  72.983276  ...  72.047592             71.588687
 13  1920.0  69.120002  ...  70.172588             70.172588
 14  2048.0  73.584279  ...  76.959706             76.608294
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-18  2560.0  77.833728  ...  81.310171             80.908642
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-25  3456.0  82.604067  ...  91.200871             87.536988
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-27  3712.0  82.423549  ...  88.718781             86.341700
-28  3840.0  85.005380  ...  92.236860             89.259080
-29  3968.0  93.219206  ...  82.060480             84.562670
-30  4096.0  90.504200  ...  83.468735             86.313653
+16  2304.0  68.056616  ...  76.809875             76.563695
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+22  3072.0  82.782312  ...  87.651868             89.310890
+23  3200.0  81.946222  ...  93.841640             94.955488
+24  3328.0  80.707733  ...  84.795401             85.500351
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+26  3584.0  87.381330  ...  98.699661             92.410473
+27  3712.0  84.230479  ...  88.092894             89.114488
+28  3840.0  84.940091  ...  86.535214             86.265212
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