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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 b562b6e0c..1e3061422 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 0fc67f6e2..2702de8bc 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   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
@@ -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  45.983 seconds)
+   **Total running time of the script:** ( 1 minutes  44.385 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 20028afe5..2a3112f2c 100644
--- a/master/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
+++ b/master/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
@@ -278,15 +278,15 @@ 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
+    4     768.0  722.823517      664.216187   163.839992
     ..      ...         ...             ...          ...
-    93  12160.0  814.058574      405.755985   198.834951
+    93  12160.0  814.058574      405.755985   198.936606
     94  12288.0  814.111783      415.661740   199.096718
-    95  12416.0  814.163950      411.722274   198.755369
+    95  12416.0  814.163950      411.296057   198.755369
     96  12544.0  814.214963      412.971190   198.913776
     97  12672.0  814.265046      412.097543   199.069228
 
@@ -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  22.256 seconds)
+   **Total running time of the script:** ( 3 minutes  23.498 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 6fae87b75..bbfc3c9c2 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  ...   3.276800              2.978909
-    1    384.0   7.372800  ...   8.507077              7.899428
-    2    512.0  14.563555  ...  16.384000             15.420235
+    0    256.0   2.730667  ...   3.276800              2.978909
+    1    384.0   7.372800  ...   7.899428              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  ...  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  49.932191  ...  52.428801             51.150050
     7   1152.0  45.242181  ...  46.656000             46.656000
     8   1280.0  51.200001  ...  56.888887             56.888887
     9   1408.0  64.138541  ...  67.305878             66.485074
-    10  1536.0  79.526831  ...  79.526831             78.643199
-    11  1664.0  62.929456  ...  62.492442             62.492442
+    10  1536.0  80.430545  ...  79.526831             78.643199
+    11  1664.0  62.929456  ...  62.929456             62.492442
     12  1792.0  72.983276  ...  72.047592             72.047592
-    13  1920.0  69.467336  ...  70.172588             69.818184
+    13  1920.0  68.776119  ...  70.172588             69.818184
     14  2048.0  73.262953  ...  76.608294             76.608294
-    15  2176.0  83.500614  ...  86.367588             85.632545
-    16  2304.0  68.446623  ...  76.809875             76.809875
-    17  2432.0  71.396351  ...  83.614477             85.393507
-    18  2560.0  78.019048  ...  81.108913             80.709358
-    19  2688.0  83.737433  ...  89.676257             89.676257
-    20  2816.0  82.135981  ...  82.916747             82.916747
-    21  2944.0  82.237674  ...  82.237674             82.102191
-    22  3072.0  80.089253  ...  88.473602             88.335577
-    23  3200.0  83.116885  ...  95.238096             95.380032
-    24  3328.0  82.369902  ...  84.003845             84.200347
-    25  3456.0  80.220468  ...  86.503829             87.536988
-    26  3584.0  86.457107  ...  98.268190             98.268190
-    27  3712.0  80.757757  ...  87.783251             84.946722
-    28  3840.0  83.027026  ...  90.574940             84.613126
-    29  3968.0  87.976885  ...  85.212248             87.035620
-    30  4096.0  91.992956  ...  92.755862             86.092193
+    15  2176.0  83.155572  ...  85.998493             85.632545
+    16  2304.0  68.251065  ...  76.809875             76.809875
+    17  2432.0  71.305746  ...  85.393507             85.393507
+    18  2560.0  77.283019  ...  80.908642             81.108913
+    19  2688.0  83.369354  ...  90.532356             89.464755
+    20  2816.0  83.873477  ...  83.233226             83.392363
+    21  2944.0  82.034625  ...  82.373605             82.373605
+    22  3072.0  82.062468  ...  88.890270             86.712254
+    23  3200.0  81.632656  ...  94.955488             95.380032
+    24  3328.0  83.034941  ...  84.200347             84.695641
+    25  3456.0  81.766291  ...  90.586029             91.097818
+    26  3584.0  85.879071  ...  92.600816             95.451583
+    27  3712.0  85.601834  ...  89.835744             91.606915
+    28  3840.0  84.679936  ...  85.996889             83.718392
+    29  3968.0  92.864488  ...  85.034103             90.859224
+    30  4096.0  85.818678  ...  84.947927             91.056800
 
     [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  2.552 seconds)
+   **Total running time of the script:** ( 6 minutes  8.116 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_03-matrix-multiplication.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 5a94641fa..5ea430e3a 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   99.902435  311.088617
-    1    1536.0  351.085717  133.083026  341.333333
+    0    1024.0  307.200008   99.497980  307.200008
+    1    1536.0  347.773587  133.083026  338.201833
     2    2048.0  423.724127  159.067963  321.254900
-    3    2560.0  451.764698  182.857144  323.368411
-    4    3072.0  515.580429  191.501303  319.168834
-    5    3584.0  551.384634  208.271186  310.527060
-    6    4096.0  568.231237  220.412561  299.707322
-    7    4608.0  504.986315  232.825259  286.507772
-    8    5120.0  531.948056  244.294240  286.433562
-    9    5632.0  542.843364  244.869560  291.939522
-    10   6144.0  552.269672  251.631408  288.000001
-    11   6656.0  537.858601  255.590406  286.793541
-    12   7168.0  516.612607  254.485198  278.368936
-    13   7680.0  487.619051  266.743841  284.884090
-    14   8192.0  467.002371  257.003920  276.912679
-    15   8704.0  418.629245  267.815384  286.158893
-    16   9216.0  432.000001  273.404206  289.887291
-    17   9728.0  442.181815  280.615388  289.667485
-    18  10240.0  448.467168  287.102804  290.840246
-    19  10752.0  428.651173  246.464170  289.616170
-    20  11264.0  427.746848  246.432094  286.980888
-    21  11776.0  421.826879  249.888595  288.981596
-    22  12288.0  417.131525  254.893699  294.617366
-    23  12800.0  415.696898  253.674644  290.359162
-    24  13312.0  410.125805  252.559690  289.653667
-    25  13824.0  402.640783  257.190689  292.056329
-    26  14336.0  396.387109  255.240352  289.129416
-    27  14848.0  383.174202  257.293872  287.844912
-    28  15360.0  374.253788  258.513318  286.879376
-    29  15872.0  368.402336  262.347108  290.120338
+    3    2560.0  451.764698  183.402991  330.322572
+    4    3072.0  508.468972  193.005236  315.076914
+    5    3584.0  547.872604  208.271186  308.301075
+    6    4096.0  564.965515  220.412561  301.546004
+    7    4608.0  504.986315  232.825259  291.799469
+    8    5120.0  529.655159  240.941184  285.767451
+    9    5632.0  547.238891  241.371422  288.820505
+    10   6144.0  552.269672  249.502530  286.879370
+    11   6656.0  536.053693  254.369423  284.242007
+    12   7168.0  515.065851  252.616738  276.134819
+    13   7680.0  486.332448  263.314295  280.547947
+    14   8192.0  463.698115  263.196793  280.467910
+    15   8704.0  416.958106  265.096445  283.440968
+    16   9216.0  431.157889  271.724806  287.625496
+    17   9728.0  441.345926  280.615388  288.593329
+    18  10240.0  446.836366  285.767451  289.469963
+    19  10752.0  429.364408  246.464170  289.941565
+    20  11264.0  423.724120  244.869560  284.864065
+    21  11776.0  421.826879  250.109737  289.573776
+    22  12288.0  419.504980  253.796902  294.323369
+    23  12800.0  415.696898  253.256381  287.640454
+    24  13312.0  409.599999  253.160074  290.707920
+    25  13824.0  405.098897  256.593977  291.799461
+    26  14336.0  397.761846  254.673567  287.438588
+    27  14848.0  381.942121  256.922861  287.612590
+    28  15360.0  376.932517  259.971797  288.676598
+    29  15872.0  367.691129  264.717162  292.796308
 
 
 
@@ -339,7 +339,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  11.369 seconds)
+   **Total running time of the script:** ( 2 minutes  11.911 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 0b0f5d66a..668b1049a 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
 =================
-**13:22.642** total execution time for **getting-started_tutorials** files:
+**13:28.393** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:02.552 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:08.116 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:22.256 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:23.498 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:11.369 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:11.911 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:45.983 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:44.385 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
 | :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.483 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/master/getting-started/tutorials/01-vector-add.html b/master/getting-started/tutorials/01-vector-add.html
index 004842ed2..1f3828215 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   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
@@ -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  45.983 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  44.385 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 27a51d20c..f0261259b 100644
--- a/master/getting-started/tutorials/02-fused-softmax.html
+++ b/master/getting-started/tutorials/02-fused-softmax.html
@@ -369,15 +369,15 @@ 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
+4     768.0  722.823517      664.216187   163.839992
 ..      ...         ...             ...          ...
-93  12160.0  814.058574      405.755985   198.834951
+93  12160.0  814.058574      405.755985   198.936606
 94  12288.0  814.111783      415.661740   199.096718
-95  12416.0  814.163950      411.722274   198.755369
+95  12416.0  814.163950      411.296057   198.755369
 96  12544.0  814.214963      412.971190   198.913776
 97  12672.0  814.265046      412.097543   199.069228
 
@@ -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  22.256 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  23.498 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 9dffe6522..c54a7c540 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  ...   3.276800              2.978909
-1    384.0   7.372800  ...   8.507077              7.899428
-2    512.0  14.563555  ...  16.384000             15.420235
+0    256.0   2.730667  ...   3.276800              2.978909
+1    384.0   7.372800  ...   7.899428              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  ...  34.028308             34.028308
 5    896.0  39.025776  ...  40.140799             39.025776
-6   1024.0  51.150050  ...  53.773130             52.428801
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index 9c1babf81..e6b584a42 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 cc7663e0d..36195842d 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 fda038b13..b27dd4cde 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 b96058e7b..d6fc5b361 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 56a0d3289..04441e1b1 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 4dfcef403..dc33170d3 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 eff912038..63f120a91 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
@@ -233,11 +233,11 @@ 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   38.400001
-    3       32768.0   76.800002   76.800002
+    2       16384.0   38.400001   38.400001
+    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  341.333321
+    6      262144.0  341.333321  384.000001
     7      524288.0  472.615390  472.615390
     8     1048576.0  614.400016  614.400016
     9     2097152.0  722.823517  722.823517
@@ -254,7 +254,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 1 minutes  40.495 seconds)
+   **Total running time of the script:** ( 1 minutes  49.450 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 5b1bd6d36..2fd5404b3 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
@@ -286,16 +286,16 @@ 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   190.511628
+    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   198.936606
+    93  12160.0  814.058574      406.179533   198.834951
     94  12288.0  814.111783      415.661740   199.197579
-    95  12416.0  812.498981      412.577363   198.755369
-    96  12544.0  812.566838      412.971190   199.012395
+    95  12416.0  812.498981      412.149375   198.705656
+    96  12544.0  812.566838      412.971190   198.913776
     97  12672.0  812.633240      412.097543   199.069228
 
     [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  23.196 seconds)
+   **Total running time of the script:** ( 3 minutes  24.360 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 de50b2141..ddb247553 100644
--- a/v1.1.2/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
@@ -462,7 +462,7 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
 
     matmul-performance:
              M     cuBLAS  ...     Triton  Triton (+ LeakyReLU)
-    0    256.0   2.978909  ...   3.276800              3.276800
+    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
@@ -470,29 +470,29 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
     5    896.0  39.025776  ...  40.140799             39.025776
     6   1024.0  51.150050  ...  53.773130             52.428801
     7   1152.0  45.242181  ...  46.656000             46.656000
-    8   1280.0  51.200001  ...  56.888887             56.109587
-    9   1408.0  64.138541  ...  67.305878             67.305878
-    10  1536.0  80.430545  ...  79.526831             78.643199
+    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
-    12  1792.0  72.512412  ...  72.047592             71.588687
-    13  1920.0  68.776119  ...  70.172588             70.172588
-    14  2048.0  73.584279  ...  76.959706             76.608294
-    15  2176.0  83.500614  ...  85.998493             85.269692
-    16  2304.0  68.544825  ...  77.057651             76.076024
-    17  2432.0  71.305746  ...  84.877538             84.877538
-    18  2560.0  78.019048  ...  80.709358             80.908642
-    19  2688.0  83.004501  ...  89.676257             89.044730
-    20  2816.0  83.074685  ...  82.995641             83.233226
-    21  2944.0  82.509987  ...  81.564701             82.237674
-    22  3072.0  82.003045  ...  88.335577             86.845249
-    23  3200.0  82.262212  ...  91.954023             92.086332
-    24  3328.0  80.527177  ...  84.895397             84.995628
-    25  3456.0  82.773682  ...  91.200871             90.892410
-    26  3584.0  84.825838  ...  91.656871             94.947616
-    27  3712.0  85.601834  ...  88.955788             86.791782
-    28  3840.0  80.255442  ...  86.265212             91.549669
-    29  3968.0  88.040360  ...  91.130650             84.797731
-    30  4096.0  93.531519  ...  88.243079             86.258181
+    12  1792.0  72.512412  ...  72.512412             71.588687
+    13  1920.0  69.120002  ...  70.530615             69.818184
+    14  2048.0  73.584279  ...  76.608294             76.260072
+    15  2176.0  83.155572  ...  86.367588             85.632545
+    16  2304.0  68.446623  ...  77.057651             76.563695
+    17  2432.0  71.305746  ...  85.653855             84.877538
+    18  2560.0  78.019048  ...  81.108913             80.908642
+    19  2688.0  83.186525  ...  88.836198             89.254248
+    20  2816.0  82.916747  ...  83.392363             82.290955
+    21  2944.0  81.166173  ...  82.784108             82.921853
+    22  3072.0  81.707223  ...  88.335577             88.060814
+    23  3200.0  84.432717  ...  95.096582             94.674553
+    24  3328.0  83.034941  ...  84.845369             84.695641
+    25  3456.0  82.773682  ...  87.632137             90.994998
+    26  3584.0  87.679562  ...  93.661869             97.416461
+    27  3712.0  85.601834  ...  87.246581             88.797643
+    28  3840.0  79.562590  ...  87.424508             91.549669
+    29  3968.0  87.976885  ...  91.130650             83.750126
+    30  4096.0  92.755862  ...  88.301134             90.079009
 
     [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  29.403 seconds)
+   **Total running time of the script:** ( 5 minutes  43.135 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..05e43b516 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  0.113 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 7e6982f4c..6015b8c62 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  307.200008
-    1    1536.0  351.085717  134.540150  341.333333
-    2    2048.0  423.724127  161.684218  325.509933
-    3    2560.0  465.454542  181.775141  326.808501
-    4    3072.0  515.580429  192.501302  320.556515
-    5    3584.0  554.941930  208.271186  310.527060
-    6    4096.0  571.534884  220.412561  299.707322
-    7    4608.0  498.162157  232.825259  287.251954
-    8    5120.0  527.381977  242.845844  287.775181
-    9    5632.0  540.671974  243.545956  289.438969
-    10   6144.0  544.118087  248.661056  286.879370
+    0    1024.0  307.200008   98.303995  303.407414
+    1    1536.0  351.085717  134.050910  341.333333
+    2    2048.0  423.724127  161.684218  334.367350
+    3    2560.0  465.454542  181.238943  330.322572
+    4    3072.0  515.580429  191.999993  320.556515
+    5    3584.0  551.384634  207.768111  310.527060
+    6    4096.0  568.231237  220.412561  298.796351
+    7    4608.0  498.162157  232.825259  286.507772
+    8    5120.0  525.128191  242.845844  284.444444
+    9    5632.0  540.671974  243.107920  289.438969
+    10   6144.0  544.118087  248.242431  286.322318
     11   6656.0  532.479975  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  463.698115  267.130429  284.939124
-    15   8704.0  416.958106  267.472468  284.599455
+    12   7168.0  505.976473  260.260201  286.242939
+    13   7680.0  479.999983  262.564106  279.272719
+    14   8192.0  462.607053  267.130429  284.526763
+    15   8704.0  416.127506  267.815384  284.987724
     16   9216.0  429.483477  272.729961  288.751954
     17   9728.0  437.213490  280.278512  290.027323
-    18  10240.0  449.287041  286.433562  290.153487
-    19  10752.0  428.651173  246.935876  290.922209
-    20  11264.0  429.104745  245.536784  286.676558
-    21  11776.0  423.724129  249.888595  288.981596
+    18  10240.0  449.287041  286.433562  290.840246
+    19  10752.0  428.651173  246.935876  290.594591
+    20  11264.0  429.786952  245.536784  286.676558
+    21  11776.0  423.724129  249.888595  288.686414
     22  12288.0  420.102570  254.673582  294.323369
-    23  12800.0  414.574901  253.674644  288.180121
-    24  13312.0  411.711355  252.959629  290.179836
-    25  13824.0  405.098897  257.390218  292.056329
-    26  14336.0  395.021816  254.297107  286.839504
-    27  14848.0  386.080180  257.665934  289.246765
-    28  15360.0  373.495460  257.970599  286.322325
-    29  15872.0  370.192407  261.626369  289.899545
+    23  12800.0  414.016170  253.674644  288.721817
+    24  13312.0  411.711355  252.759501  289.916513
+    25  13824.0  405.098897  257.190689  292.056329
+    26  14336.0  395.021816  254.297107  286.719986
+    27  14848.0  385.662341  257.479779  289.246765
+    28  15360.0  373.495460  257.970599  287.550706
+    29  15872.0  369.832994  261.806182  289.899545
 
 
 
@@ -329,7 +329,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  12.617 seconds)
+   **Total running time of the script:** ( 2 minutes  11.919 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 93b95e323..df8f3ecde 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
 =================
-**12:45.723** total execution time for **getting-started_tutorials** files:
+**13:08.977** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:29.403 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:43.135 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:23.196 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:24.360 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.617 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:11.919 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:40.495 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:49.450 | 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``)       | 00:00.113 | 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 4d750071f..45853a928 100644
--- a/v1.1.2/getting-started/tutorials/01-vector-add.html
+++ b/v1.1.2/getting-started/tutorials/01-vector-add.html
@@ -323,11 +323,11 @@ 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   38.400001
-3       32768.0   76.800002   76.800002
+2       16384.0   38.400001   38.400001
+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  341.333321
+6      262144.0  341.333321  384.000001
 7      524288.0  472.615390  472.615390
 8     1048576.0  614.400016  614.400016
 9     2097152.0  722.823517  722.823517
@@ -339,7 +339,7 @@ for different problem sizes.</p>
 15  134217728.0  849.737435  850.656574
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  40.495 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  49.450 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 f361c0b3a..00bc9cfc5 100644
--- a/v1.1.2/getting-started/tutorials/02-fused-softmax.html
+++ b/v1.1.2/getting-started/tutorials/02-fused-softmax.html
@@ -374,16 +374,16 @@ 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   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   198.936606
+93  12160.0  814.058574      406.179533   198.834951
 94  12288.0  814.111783      415.661740   199.197579
-95  12416.0  812.498981      412.577363   198.755369
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