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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 9fc3bb4a8..4165e706b 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 2890b60e1..c278613f8 100644
--- a/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
+++ b/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
@@ -241,7 +241,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
     6      262144.0  341.333321  341.333321
     7      524288.0  472.615390  472.615390
     8     1048576.0  614.400016  614.400016
-    9     2097152.0  722.823517  702.171410
+    9     2097152.0  702.171410  702.171410
     10    4194304.0  780.190482  780.190482
     11    8388608.0  812.429770  812.429770
     12   16777216.0  833.084721  833.084721
@@ -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  37.409 seconds)
+   **Total running time of the script:** ( 1 minutes  46.845 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 0fd832aae..2626f613d 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   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      620.606056   160.000000
-    4     768.0  722.823517      664.216187   162.754967
+    0     256.0  512.000001      546.133347   190.511628
+    1     384.0  585.142862      558.545450   153.600004
+    2     512.0  655.360017      585.142849   153.121496
+    3     640.0  682.666684      620.606056   158.759699
+    4     768.0  722.823517      646.736871   162.754967
     ..      ...         ...             ...          ...
     93  12160.0  814.058574      405.755985   198.936606
-    94  12288.0  815.800825      415.661740   199.298541
-    95  12416.0  814.163950      411.722274   198.854847
-    96  12544.0  814.214963      412.546756   199.061730
-    97  12672.0  814.265046      412.097543   199.167004
+    94  12288.0  814.111783      415.222812   199.197579
+    95  12416.0  814.163950      411.296057   198.854847
+    96  12544.0  812.566838      412.546756   199.012395
+    97  12672.0  814.265046      412.516771   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  27.320 seconds)
+   **Total running time of the script:** ( 3 minutes  29.190 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 2fd2fbd86..c176a8a82 100644
--- a/master/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
+++ b/master/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
@@ -459,36 +459,36 @@ 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
-    2    512.0  14.563555  ...  15.420235             16.384000
+    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  37.971025  ...  41.321411             40.140799
+    5    896.0  37.971025  ...  40.140799             40.140799
     6   1024.0  49.932191  ...  53.773130             52.428801
-    7   1152.0  44.566925  ...  48.161033             47.396572
+    7   1152.0  45.242181  ...  48.161033             47.396572
     8   1280.0  51.200001  ...  57.690139             57.690139
     9   1408.0  64.138541  ...  69.009825             68.147202
     10  1536.0  80.430545  ...  80.430545             79.526831
-    11  1664.0  62.929456  ...  63.372618             62.929456
-    12  1792.0  72.983276  ...  63.499573             62.790080
-    13  1920.0  69.120002  ...  71.626943             70.892307
-    14  2048.0  73.262953  ...  78.033565             78.033565
-    15  2176.0  83.155572  ...  87.115360             86.739860
-    16  2304.0  68.446623  ...  77.558029             77.307030
-    17  2432.0  71.125224  ...  75.726318             74.918570
-    18  2560.0  77.833728  ...  82.331658             81.715711
-    19  2688.0  83.369354  ...  91.404957             91.185232
-    20  2816.0  79.733474  ...  83.873477             83.392363
-    21  2944.0  82.102191  ...  83.758038             84.182483
-    22  3072.0  81.296638  ...  88.473602             87.516392
-    23  3200.0  79.750779  ...  96.168294             95.952022
-    24  3328.0  82.939284  ...  86.528001             85.602017
-    25  3456.0  82.688790  ...  92.455926             86.689860
-    26  3584.0  86.291162  ...  88.152348             94.250936
-    27  3712.0  85.675250  ...  87.706180             87.246590
-    28  3840.0  81.079177  ...  86.875096             91.398346
-    29  3968.0  87.035620  ...  89.525997             84.917596
-    30  4096.0  88.243079  ...  85.161847             91.616198
+    11  1664.0  62.929456  ...  62.929456             62.929456
+    12  1792.0  72.983276  ...  63.142831             63.142831
+    13  1920.0  68.776119  ...  71.257735             71.257735
+    14  2048.0  73.584279  ...  78.398206             78.033565
+    15  2176.0  82.813365  ...  86.739860             86.367588
+    16  2304.0  68.251065  ...  77.558029             77.307030
+    17  2432.0  71.125224  ...  75.726318             75.522751
+    18  2560.0  77.283019  ...  82.331658             82.125311
+    19  2688.0  83.552988  ...  91.185232             90.748936
+    20  2816.0  79.443003  ...  83.792906             83.552120
+    21  2944.0  82.237674  ...  84.040530             83.899046
+    22  3072.0  81.589488  ...  85.598037             89.451983
+    23  3200.0  84.432717  ...  88.520058             95.952022
+    24  3328.0  81.854799  ...  85.703924             82.275764
+    25  3456.0  80.220468  ...  92.244355             87.632137
+    26  3584.0  83.101104  ...  91.284657             94.250936
+    27  3712.0  85.675250  ...  82.902362             87.552452
+    28  3840.0  81.079177  ...  87.493673             91.625518
+    29  3968.0  87.035620  ...  90.388098             84.915752
+    30  4096.0  91.366730  ...  83.208386             90.626421
 
     [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  2.101 seconds)
+   **Total running time of the script:** ( 6 minutes  21.623 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 8c652cdd2..f0aa2598c 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  0.013 seconds)
+   **Total running time of the script:** ( 0 minutes  0.011 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 b529603a8..eac16cabd 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  356.173905   98.303995  296.096389
-    1    1536.0  409.599994  132.604320  341.333333
-    2    2048.0  491.520012  161.684218  336.657521
+    0    1024.0  356.173905   97.912354  303.407414
+    1    1536.0  405.098894  135.032961  341.333333
+    2    2048.0  486.653476  161.684218  336.657521
     3    2560.0  461.954908  182.857144  330.322572
-    4    3072.0  519.211251  191.501303  319.168834
-    5    3584.0  558.545477  207.768111  310.527060
-    6    4096.0  564.965515  220.907859  298.796351
-    7    4608.0  502.690905  232.825259  288.751954
-    8    5120.0  529.655159  243.326731  285.767451
-    9    5632.0  545.032265  242.236559  290.060087
-    10   6144.0  550.208948  251.202731  288.563606
-    11   6656.0  530.710976  255.182111  285.257135
-    12   7168.0  512.000004  251.877006  276.134819
-    13   7680.0  483.779539  263.690977  276.756754
-    14   8192.0  465.895721  267.130429  278.876591
-    15   8704.0  414.476194  266.448988  283.440968
-    16   9216.0  428.651187  270.396088  287.625496
-    17   9728.0  438.445087  281.630872  289.667485
-    18  10240.0  444.412281  286.433562  288.112552
-    19  10752.0  427.940303  246.699797  290.267711
-    20  11264.0  427.071098  243.985547  284.564206
-    21  11776.0  421.826879  249.447482  288.981596
-    22  12288.0  418.314886  254.015505  294.323369
-    23  12800.0  413.458944  253.256381  289.538159
-    24  13312.0  409.075539  252.559690  290.443638
-    25  13824.0  403.620451  257.590056  292.056329
-    26  14336.0  400.074432  255.051144  288.160801
-    27  14848.0  384.414233  257.665934  289.717061
-    28  15360.0  378.092318  259.971797  288.225185
-    29  15872.0  370.913333  262.166551  290.562936
+    4    3072.0  519.211251  190.511624  319.168834
+    5    3584.0  554.941930  207.267476  308.301075
+    6    4096.0  564.965515  219.919464  297.890900
+    7    4608.0  500.416301  232.825259  287.999990
+    8    5120.0  527.381977  241.889751  285.104413
+    9    5632.0  538.517949  242.236559  288.820505
+    10   6144.0  546.133354  250.775512  288.000001
+    11   6656.0  532.479975  254.775119  284.748652
+    12   7168.0  505.976473  255.240352  279.272738
+    13   7680.0  485.052616  264.447629  281.404588
+    14   8192.0  464.794337  266.406514  282.077471
+    15   8704.0  415.300208  262.762264  280.397305
+    16   9216.0  428.651187  270.727053  287.065546
+    17   9728.0  437.213490  279.942444  287.527089
+    18  10240.0  442.810829  285.104413  289.469963
+    19  10752.0  425.821771  248.123076  292.571421
+    20  11264.0  427.071098  243.545956  282.778242
+    21  11776.0  423.724129  248.569911  287.511689
+    22  12288.0  417.131525  253.578674  294.323369
+    23  12800.0  412.903215  254.726371  292.015215
+    24  13312.0  408.030638  253.561895  292.036577
+    25  13824.0  404.112047  256.991469  291.799461
+    26  14336.0  393.215988  252.988236  284.585606
+    27  14848.0  381.533186  256.552919  288.077610
+    28  15360.0  377.318326  260.338991  290.267715
+    29  15872.0  369.832994  262.708969  290.341468
 
 
 
@@ -339,7 +339,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  14.528 seconds)
+   **Total running time of the script:** ( 2 minutes  14.604 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 0b2b55de4..c70a4fa71 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
 =================
-**13:21.371** total execution time for **getting-started_tutorials** files:
+**13:52.274** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:02.101 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:21.623 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:27.320 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:29.190 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:14.528 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:14.604 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:37.409 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:46.845 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.013 | 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 |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/master/getting-started/tutorials/01-vector-add.html b/master/getting-started/tutorials/01-vector-add.html
index e835e2b4e..1109476c0 100644
--- a/master/getting-started/tutorials/01-vector-add.html
+++ b/master/getting-started/tutorials/01-vector-add.html
@@ -331,7 +331,7 @@ for different problem sizes.</p>
 6      262144.0  341.333321  341.333321
 7      524288.0  472.615390  472.615390
 8     1048576.0  614.400016  614.400016
-9     2097152.0  722.823517  702.171410
+9     2097152.0  702.171410  702.171410
 10    4194304.0  780.190482  780.190482
 11    8388608.0  812.429770  812.429770
 12   16777216.0  833.084721  833.084721
@@ -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  37.409 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  46.845 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 c9d9c6998..8ae8c429e 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   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      620.606056   160.000000
-4     768.0  722.823517      664.216187   162.754967
+0     256.0  512.000001      546.133347   190.511628
+1     384.0  585.142862      558.545450   153.600004
+2     512.0  655.360017      585.142849   153.121496
+3     640.0  682.666684      620.606056   158.759699
+4     768.0  722.823517      646.736871   162.754967
 ..      ...         ...             ...          ...
 93  12160.0  814.058574      405.755985   198.936606
-94  12288.0  815.800825      415.661740   199.298541
-95  12416.0  814.163950      411.722274   198.854847
-96  12544.0  814.214963      412.546756   199.061730
-97  12672.0  814.265046      412.097543   199.167004
+94  12288.0  814.111783      415.222812   199.197579
+95  12416.0  814.163950      411.296057   198.854847
+96  12544.0  812.566838      412.546756   199.012395
+97  12672.0  814.265046      412.516771   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  27.320 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  29.190 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 b6a38270f..2de55e7e1 100644
--- a/master/getting-started/tutorials/03-matrix-multiplication.html
+++ b/master/getting-started/tutorials/03-matrix-multiplication.html
@@ -565,41 +565,41 @@ torch_output=tensor([[  1.1045, -36.9688,  31.4688,  ..., -11.3906,  24.4531, -3
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>matmul-performance:
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-5    896.0  37.971025  ...  41.321411             40.140799
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-7   1152.0  44.566925  ...  48.161033             47.396572
+7   1152.0  45.242181  ...  48.161033             47.396572
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 10  1536.0  80.430545  ...  80.430545             79.526831
-11  1664.0  62.929456  ...  63.372618             62.929456
-12  1792.0  72.983276  ...  63.499573             62.790080
-13  1920.0  69.120002  ...  71.626943             70.892307
-14  2048.0  73.262953  ...  78.033565             78.033565
-15  2176.0  83.155572  ...  87.115360             86.739860
-16  2304.0  68.446623  ...  77.558029             77.307030
-17  2432.0  71.125224  ...  75.726318             74.918570
-18  2560.0  77.833728  ...  82.331658             81.715711
-19  2688.0  83.369354  ...  91.404957             91.185232
-20  2816.0  79.733474  ...  83.873477             83.392363
-21  2944.0  82.102191  ...  83.758038             84.182483
-22  3072.0  81.296638  ...  88.473602             87.516392
-23  3200.0  79.750779  ...  96.168294             95.952022
-24  3328.0  82.939284  ...  86.528001             85.602017
-25  3456.0  82.688790  ...  92.455926             86.689860
-26  3584.0  86.291162  ...  88.152348             94.250936
-27  3712.0  85.675250  ...  87.706180             87.246590
-28  3840.0  81.079177  ...  86.875096             91.398346
-29  3968.0  87.035620  ...  89.525997             84.917596
-30  4096.0  88.243079  ...  85.161847             91.616198
+11  1664.0  62.929456  ...  62.929456             62.929456
+12  1792.0  72.983276  ...  63.142831             63.142831
+13  1920.0  68.776119  ...  71.257735             71.257735
+14  2048.0  73.584279  ...  78.398206             78.033565
+15  2176.0  82.813365  ...  86.739860             86.367588
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+21  2944.0  82.237674  ...  84.040530             83.899046
+22  3072.0  81.589488  ...  85.598037             89.451983
+23  3200.0  84.432717  ...  88.520058             95.952022
+24  3328.0  81.854799  ...  85.703924             82.275764
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-12   7168.0  512.000004  251.877006  276.134819
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-26  14336.0  400.074432  255.051144  288.160801
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index 5349c5294..bf08be739 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 223dee4a0..f8ae4513d 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 a38125810..51435622f 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 218cf6fb5..010f12dae 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 a05e82462..0505db561 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 be4e9dc68..d14add2d1 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 c41c22193..114517394 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
@@ -234,18 +234,18 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
     0        4096.0    9.600000    9.600000
     1        8192.0   19.200000   19.200000
     2       16384.0   38.400001   38.400001
-    3       32768.0   76.800002   76.800002
+    3       32768.0   76.800002   63.999998
     4       65536.0  127.999995  127.999995
     5      131072.0  219.428568  219.428568
-    6      262144.0  341.333321  384.000001
+    6      262144.0  341.333321  341.333321
     7      524288.0  472.615390  472.615390
     8     1048576.0  614.400016  614.400016
-    9     2097152.0  722.823517  702.171410
-    10    4194304.0  780.190482  780.190482
+    9     2097152.0  702.171410  702.171410
+    10    4194304.0  780.190482  768.000002
     11    8388608.0  812.429770  812.429770
-    12   16777216.0  833.084721  833.084721
+    12   16777216.0  833.084721  829.569620
     13   33554432.0  842.004273  842.004273
-    14   67108864.0  847.448255  848.362445
+    14   67108864.0  847.448255  847.448255
     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  43.506 seconds)
+   **Total running time of the script:** ( 1 minutes  40.439 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 0a06e860c..6864fba60 100644
--- a/v1.1.2/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
@@ -286,17 +286,17 @@ We will then compare its performance against (1) :code:`torch.softmax` and (2) t
 
     softmax-performance:
               N      Triton  Torch (native)  Torch (jit)
-    0     256.0  512.000001      546.133347   190.511628
-    1     384.0  585.142862      585.142862   151.703707
-    2     512.0  655.360017      606.814814   156.038096
-    3     640.0  682.666684      640.000002   160.000000
-    4     768.0  722.823517      646.736871   163.839992
+    0     256.0  512.000001      546.133347   188.321838
+    1     384.0  585.142862      558.545450   151.703707
+    2     512.0  655.360017      585.142849   154.566038
+    3     640.0  682.666684      640.000002   158.759699
+    4     768.0  702.171410      646.736871   163.839992
     ..      ...         ...             ...          ...
-    93  12160.0  812.359066      405.755985   198.631953
-    94  12288.0  814.111783      415.661740   198.895304
-    95  12416.0  812.498981      412.149375   198.655991
-    96  12544.0  812.566838      412.971190   198.716830
-    97  12672.0  812.633240      412.097543   198.873965
+    93  12160.0  812.359066      405.755985   199.038365
+    94  12288.0  812.429770      415.661740   199.197579
+    95  12416.0  812.498981      411.296057   198.954424
+    96  12544.0  812.566838      412.971190   199.012395
+    97  12672.0  812.633240      412.516771   199.167004
 
     [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  23.965 seconds)
+   **Total running time of the script:** ( 3 minutes  22.252 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 e235d1b50..63c682c52 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
@@ -464,35 +464,35 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
              M     cuBLAS  ...     Triton  Triton (+ LeakyReLU)
     0    256.0   2.730667  ...   2.978909              2.978909
     1    384.0   7.372800  ...   8.507077              8.507077
-    2    512.0  14.563555  ...  16.384000             16.384000
+    2    512.0  14.563555  ...  16.384000             15.420235
     3    640.0  22.260869  ...  24.380953             24.380953
-    4    768.0  32.768000  ...  34.028308             34.028308
+    4    768.0  31.597714  ...  34.028308             34.028308
     5    896.0  37.971025  ...  39.025776             39.025776
     6   1024.0  49.932191  ...  52.428801             52.428801
     7   1152.0  44.566925  ...  46.656000             46.656000
     8   1280.0  51.200001  ...  56.888887             56.888887
-    9   1408.0  64.138541  ...  67.305878             65.684049
-    10  1536.0  80.430545  ...  79.526831             78.643199
-    11  1664.0  62.929456  ...  62.492442             62.061463
-    12  1792.0  72.983276  ...  72.047592             71.588687
+    9   1408.0  64.138541  ...  67.305878             67.305878
+    10  1536.0  80.430545  ...  79.526831             79.526831
+    11  1664.0  62.929456  ...  62.061463             61.636381
+    12  1792.0  72.512412  ...  71.588687             71.135597
     13  1920.0  68.776119  ...  70.172588             70.172588
-    14  2048.0  73.908442  ...  76.959706             76.608294
-    15  2176.0  83.155572  ...  85.998493             85.632545
-    16  2304.0  68.251065  ...  76.563695             76.319081
-    17  2432.0  71.125224  ...  82.147552             83.366361
-    18  2560.0  77.833728  ...  81.310171             80.313727
-    19  2688.0  83.737433  ...  89.254248             89.676257
-    20  2816.0  82.916747  ...  83.552120             82.446516
-    21  2944.0  82.102191  ...  82.237674             82.102191
-    22  3072.0  82.661468  ...  88.060814             88.335577
-    23  3200.0  84.544253  ...  95.380032             94.814812
-    24  3328.0  82.939284  ...  84.298943             84.496824
-    25  3456.0  80.061141  ...  81.353753             81.192449
-    26  3584.0  87.296493  ...  97.205829             96.943817
-    27  3712.0  80.692524  ...  86.867254             82.118659
-    28  3840.0  80.197243  ...  89.043476             91.322872
-    29  3968.0  85.993854  ...  91.609561             83.922926
-    30  4096.0  93.760204  ...  90.443212             87.267706
+    14  2048.0  73.584279  ...  76.959706             76.608294
+    15  2176.0  83.155572  ...  85.998493             85.269692
+    16  2304.0  68.446623  ...  76.563695             76.319081
+    17  2432.0  71.125224  ...  79.587714             84.621881
+    18  2560.0  77.649287  ...  81.310171             80.117359
+    19  2688.0  83.552988  ...  89.254248             88.836198
+    20  2816.0  80.617762  ...  82.135981             82.916747
+    21  2944.0  81.832567  ...  82.921853             82.646820
+    22  3072.0  82.420822  ...  83.886078             88.197981
+    23  3200.0  85.106381  ...  95.238096             94.674553
+    24  3328.0  83.516586  ...  83.082856             84.496824
+    25  3456.0  82.519518  ...  88.595129             90.281712
+    26  3584.0  87.127323  ...  92.600816             97.628001
+    27  3712.0  85.528545  ...  86.044224             87.322855
+    28  3840.0  82.716526  ...  85.267542             91.625518
+    29  3968.0  86.053553  ...  91.816356             83.863449
+    30  4096.0  94.254021  ...  86.258181             85.325956
 
     [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:** ( 6 minutes  1.444 seconds)
+   **Total running time of the script:** ( 5 minutes  17.603 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 63f0498f7..3a385a5bb 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  0.114 seconds)
+   **Total running time of the script:** ( 0 minutes  0.011 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 1a84df01a..661bc459e 100644
--- a/v1.1.2/_sources/getting-started/tutorials/05-layer-norm.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/05-layer-norm.rst.txt
@@ -38,36 +38,36 @@ Layer Normalization
 
     layer-norm-backward:
               N      Triton       Torch        Apex
-    0    1024.0  307.200008   99.497980  315.076934
-    1    1536.0  351.085717  134.050910  344.523365
-    2    2048.0  427.408686  159.067963  332.108094
-    3    2560.0  458.507457  182.857144  330.322572
-    4    3072.0  519.211251  191.501303  316.429186
-    5    3584.0  551.384634  207.768111  310.527060
-    6    4096.0  568.231237  220.907859  298.796351
-    7    4608.0  498.162157  232.336141  289.507855
-    8    5120.0  529.655159  243.326731  289.811322
-    9    5632.0  540.671974  244.426754  291.310338
-    10   6144.0  550.208948  251.202731  287.438593
-    11   6656.0  534.260858  256.000009  286.279570
-    12   7168.0  516.612607  253.734520  277.919225
-    13   7680.0  488.912481  266.743841  280.547947
-    14   8192.0  463.698115  258.354805  278.481578
-    15   8704.0  416.958106  267.472468  285.377055
-    16   9216.0  430.319054  272.394084  290.267724
-    17   9728.0  437.213490  280.278512  288.950501
-    18  10240.0  446.836366  287.102804  290.153487
-    19  10752.0  430.079980  246.464170  289.941565
-    20  11264.0  430.471331  245.536784  286.069848
-    21  11776.0  421.198220  249.007923  288.686414
-    22  12288.0  418.314886  254.453844  294.323369
-    23  12800.0  414.574901  253.465340  289.538159
-    24  13312.0  412.775186  252.559690  289.129403
-    25  13824.0  404.604870  256.792581  291.799461
-    26  14336.0  395.930964  256.190622  289.129416
-    27  14848.0  386.918555  257.479779  289.012175
-    28  15360.0  376.547496  258.332158  287.326580
-    29  15872.0  369.116300  261.626369  290.784741
+    0    1024.0  307.200008   96.000000  303.407414
+    1    1536.0  351.085717  134.050910  341.333333
+    2    2048.0  420.102553  162.217818  323.368435
+    3    2560.0  461.954908  183.402991  328.556154
+    4    3072.0  515.580429  191.999993  317.793096
+    5    3584.0  551.384634  207.768111  311.652167
+    6    4096.0  561.737163  219.919464  301.546004
+    7    4608.0  498.162157  231.849059  287.251954
+    8    5120.0  527.381977  242.845844  285.104413
+    9    5632.0  540.671974  243.107920  289.438969
+    10   6144.0  544.118087  249.081070  284.664100
+    11   6656.0  527.207907  255.590406  284.748652
+    12   7168.0  507.469040  261.050071  286.719986
+    13   7680.0  479.999983  262.564106  278.429013
+    14   8192.0  457.227922  268.590169  280.868581
+    15   8704.0  415.300208  268.159180  284.987724
+    16   9216.0  430.319054  273.742580  290.649156
+    17   9728.0  436.396262  280.953074  289.308559
+    18  10240.0  445.217381  286.767793  290.153487
+    19  10752.0  427.231788  246.699797  289.616170
+    20  11264.0  433.926144  246.432094  286.828642
+    21  11776.0  423.089806  249.227509  289.277383
+    22  12288.0  421.302872  253.143343  294.911986
+    23  12800.0  415.135142  253.674644  289.538159
+    24  13312.0  413.309181  252.559690  288.867982
+    25  13824.0  404.112047  256.593977  290.776523
+    26  14336.0  399.609766  252.431398  286.004996
+    27  14848.0  382.762626  256.184041  288.544136
+    28  15360.0  376.547496  260.707203  289.356349
+    29  15872.0  369.474279  261.986243  290.120338
 
 
 
@@ -329,7 +329,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  13.521 seconds)
+   **Total running time of the script:** ( 2 minutes  11.465 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 5a47e7fb0..b55b19690 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
 =================
-**13:22.551** total execution time for **getting-started_tutorials** files:
+**12:31.769** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:01.444 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:17.603 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:23.965 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:22.252 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:13.521 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:11.465 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:43.506 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:40.439 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.114 | 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 |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
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 89d030544..875211f09 100644
--- a/v1.1.2/getting-started/tutorials/01-vector-add.html
+++ b/v1.1.2/getting-started/tutorials/01-vector-add.html
@@ -324,22 +324,22 @@ for different problem sizes.</p>
 0        4096.0    9.600000    9.600000
 1        8192.0   19.200000   19.200000
 2       16384.0   38.400001   38.400001
-3       32768.0   76.800002   76.800002
+3       32768.0   76.800002   63.999998
 4       65536.0  127.999995  127.999995
 5      131072.0  219.428568  219.428568
-6      262144.0  341.333321  384.000001
+6      262144.0  341.333321  341.333321
 7      524288.0  472.615390  472.615390
 8     1048576.0  614.400016  614.400016
-9     2097152.0  722.823517  702.171410
-10    4194304.0  780.190482  780.190482
+9     2097152.0  702.171410  702.171410
+10    4194304.0  780.190482  768.000002
 11    8388608.0  812.429770  812.429770
-12   16777216.0  833.084721  833.084721
+12   16777216.0  833.084721  829.569620
 13   33554432.0  842.004273  842.004273
-14   67108864.0  847.448255  848.362445
+14   67108864.0  847.448255  847.448255
 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  43.506 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  40.439 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">
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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 870b9678d..fe348fa76 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
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 [98 rows x 4 columns]
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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
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--- 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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diff --git a/v1.1.2/getting-started/tutorials/04-low-memory-dropout.html b/v1.1.2/getting-started/tutorials/04-low-memory-dropout.html
index 1be593830..80bb98b3a 100644
--- a/v1.1.2/getting-started/tutorials/04-low-memory-dropout.html
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@@ -371,7 +371,7 @@ to explore the <cite>triton/language/random</cite> folder!</p>
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diff --git a/v1.1.2/getting-started/tutorials/05-layer-norm.html b/v1.1.2/getting-started/tutorials/05-layer-norm.html
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