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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 a37f51aa5..03b25bc68 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 7cfab9285..e719b3ba2 100644
--- a/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
+++ b/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
@@ -241,11 +241,11 @@ 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  722.823517
+    9     2097152.0  722.823517  702.171410
     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  47.538 seconds)
+   **Total running time of the script:** ( 1 minutes  39.442 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 9c61a70d2..eeb577549 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  546.133347      512.000001   186.181817
-    1     384.0  614.400016      585.142862   153.600004
-    2     512.0  655.360017      585.142849   154.566038
+    0     256.0  512.000001      546.133347   190.511628
+    1     384.0  614.400016      558.545450   153.600004
+    2     512.0  655.360017      606.814814   154.566038
     3     640.0  706.206879      640.000002   160.000000
     4     768.0  722.823517      664.216187   162.754967
     ..      ...         ...             ...          ...
-    93  12160.0  812.359066      406.179533   198.631953
-    94  12288.0  812.429770      415.661740   198.895304
-    95  12416.0  812.498981      412.149375   198.556711
-    96  12544.0  810.925276      412.971190   198.815254
-    97  12672.0  812.633240      412.097543   198.776477
+    93  12160.0  812.359066      405.755985   199.038365
+    94  12288.0  812.429770      415.661740   199.298541
+    95  12416.0  812.498981      411.722274   198.854847
+    96  12544.0  812.566838      412.971190   199.111113
+    97  12672.0  812.633240      412.097543   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  22.808 seconds)
+   **Total running time of the script:** ( 3 minutes  22.625 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 0a1e94416..90d5d27b8 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              3.276800
-    1    384.0   7.372800  ...   7.899428              7.899428
-    2    512.0  14.563555  ...  15.420235             16.384000
+    0    256.0   2.730667  ...   3.276800              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  37.971025  ...  40.140799             39.025776
+    4    768.0  32.768000  ...  35.389441             34.028308
+    5    896.0  39.025776  ...  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  79.526831  ...  81.355034             79.526831
-    11  1664.0  62.929456  ...  63.372618             62.492442
+    10  1536.0  80.430545  ...  81.355034             79.526831
+    11  1664.0  63.372618  ...  63.372618             62.492442
     12  1792.0  72.983276  ...  73.460287             59.467852
-    13  1920.0  69.120002  ...  71.257735             70.892307
+    13  1920.0  69.467336  ...  71.257735             70.892307
     14  2048.0  73.262953  ...  78.033565             76.959706
-    15  2176.0  83.155572  ...  87.876193             86.367588
+    15  2176.0  83.155572  ...  87.494120             85.632545
     16  2304.0  68.446623  ...  78.064941             77.057651
-    17  2432.0  71.305746  ...  86.711310             75.118889
-    18  2560.0  77.833728  ...  82.956960             81.310171
-    19  2688.0  83.922689  ...  90.316801             89.254248
-    20  2816.0  83.712490  ...  84.360174             83.392363
-    21  2944.0  81.698415  ...  83.477440             82.509987
-    22  3072.0  82.420822  ...  90.020831             89.030036
-    23  3200.0  84.768213  ...  97.859331             95.380032
-    24  3328.0  83.034941  ...  86.011103             83.613586
-    25  3456.0  80.945348  ...  87.158452             81.105671
-    26  3584.0  87.211821  ...  99.354022             91.844118
-    27  3712.0  84.159518  ...  88.955779             88.483034
-    28  3840.0  84.292684  ...  93.484358             84.483849
-    29  3968.0  92.688139  ...  85.093402             91.472214
-    30  4096.0  86.620022  ...  88.621807             91.366730
+    17  2432.0  71.305746  ...  86.711310             85.393507
+    18  2560.0  77.833728  ...  82.331658             81.512437
+    19  2688.0  83.922689  ...  90.748936             88.836198
+    20  2816.0  79.879498  ...  84.197315             82.446516
+    21  2944.0  82.509987  ...  83.198715             81.967162
+    22  3072.0  82.062468  ...  88.750943             87.516392
+    23  3200.0  84.880639  ...  93.158662             93.841640
+    24  3328.0  81.530349  ...  85.857242             84.298943
+    25  3456.0  82.435141  ...  91.771848             90.892410
+    26  3584.0  85.552231  ...  88.496679             87.381330
+    27  3712.0  85.675250  ...  93.187820             87.706180
+    28  3840.0  81.798814  ...  90.723546             86.535214
+    29  3968.0  89.921841  ...  85.451873             88.040360
+    30  4096.0  92.691803  ...  93.271527             87.381330
 
     [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  12.160 seconds)
+   **Total running time of the script:** ( 6 minutes  9.590 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 361cd539e..e688bfd2b 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  0.472 seconds)
+   **Total running time of the script:** ( 0 minutes  0.468 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 a75ad9e95..a43f9d496 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:
               N      Triton       Torch        Apex
-    0    1024.0  585.142849  277.694907  468.114273
+    0    1024.0  585.142849  277.694907  481.882344
     1    1536.0  630.153868  323.368435  511.999982
-    2    2048.0  682.666643  334.367358  520.126988
-    3    2560.0  694.237267  362.477870  518.481028
+    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  458.751978
-    6    4096.0  728.177767  381.023256  458.293714
-    7    4608.0  670.254540  396.387087  426.173427
-    8    5120.0  694.237267  397.669909  426.666652
-    9    5632.0  704.000002  395.228063  413.357796
+    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  428.651163
+    8    5120.0  688.403381  395.748783  420.102563
+    9    5632.0  709.543270  395.228063  415.262685
     10   6144.0  702.171410  402.885254  411.313806
-    11   6656.0  700.631610  400.360920  398.861429
-    12   7168.0  695.078767  396.844306  388.772874
-    13   7680.0  682.666656  392.587863  387.634072
-    14   8192.0  642.509816  393.609605  372.363633
-    15   8704.0  630.153861  389.005597  380.502740
-    16   9216.0  609.322328  407.337026  383.999986
-    17   9728.0  589.575753  409.599987  383.369452
-    18  10240.0  566.920437  408.578556  382.803739
+    11   6656.0  700.631610  400.360920  400.360920
+    12   7168.0  690.891575  388.772874  384.859062
+    13   7680.0  682.666656  392.587863  386.415087
+    14   8192.0  639.375598  390.095241  370.259899
+    15   8704.0  624.502255  389.005597  379.465939
+    16   9216.0  606.814809  406.214877  382.010363
+    17   9728.0  587.350922  408.524944  382.427505
+    18  10240.0  566.920437  409.600010  382.803739
     19  10752.0  549.623009  411.559798  381.445676
-    20  11264.0  536.380957  406.826188  373.134567
-    21  11776.0  523.377770  409.599991  377.587162
-    22  12288.0  516.031509  413.911572  383.251457
-    23  12800.0  505.679014  410.420828  376.470582
-    24  13312.0  494.180982  405.699062  376.310952
-    25  13824.0  482.934503  411.888257  379.389355
-    26  14336.0  471.967074  406.695045  374.185964
-    27  14848.0  461.297068  408.192434  375.304904
-    28  15360.0  454.269882  406.214870  378.092307
-    29  15872.0  447.098578  406.974373  376.225175
+    20  11264.0  534.789310  403.185684  371.595879
+    21  11776.0  523.377770  410.492372  376.831982
+    22  12288.0  518.754611  413.911572  383.251457
+    23  12800.0  505.679014  409.599981  377.163903
+    24  13312.0  495.330249  405.699062  376.976995
+    25  13824.0  482.934503  412.656711  379.389355
+    26  14336.0  471.967074  403.830973  371.158581
+    27  14848.0  461.297068  406.794504  374.712936
+    28  15360.0  454.269882  406.887417  378.092307
+    29  15872.0  447.098578  406.974373  375.668625
 
 
 
@@ -389,7 +389,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 5 minutes  26.669 seconds)
+   **Total running time of the script:** ( 5 minutes  24.904 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 7e9236422..4f837b677 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
 =================
-**16:49.647** total execution time for **getting-started_tutorials** files:
+**16:37.029** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:12.160 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:09.590 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 05:26.669 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 05:24.904 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:22.808 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:22.625 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:47.538 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:39.442 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.472 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.468 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/master/getting-started/tutorials/01-vector-add.html b/master/getting-started/tutorials/01-vector-add.html
index 86cea3e14..a49d0acad 100644
--- a/master/getting-started/tutorials/01-vector-add.html
+++ b/master/getting-started/tutorials/01-vector-add.html
@@ -331,16 +331,16 @@ 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  722.823517
+9     2097152.0  722.823517  702.171410
 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  47.538 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  39.442 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 77f55a952..123aaffd7 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  546.133347      512.000001   186.181817
-1     384.0  614.400016      585.142862   153.600004
-2     512.0  655.360017      585.142849   154.566038
+0     256.0  512.000001      546.133347   190.511628
+1     384.0  614.400016      558.545450   153.600004
+2     512.0  655.360017      606.814814   154.566038
 3     640.0  706.206879      640.000002   160.000000
 4     768.0  722.823517      664.216187   162.754967
 ..      ...         ...             ...          ...
-93  12160.0  812.359066      406.179533   198.631953
-94  12288.0  812.429770      415.661740   198.895304
-95  12416.0  812.498981      412.149375   198.556711
-96  12544.0  810.925276      412.971190   198.815254
-97  12672.0  812.633240      412.097543   198.776477
+93  12160.0  812.359066      405.755985   199.038365
+94  12288.0  812.429770      415.661740   199.298541
+95  12416.0  812.498981      411.722274   198.854847
+96  12544.0  812.566838      412.971190   199.111113
+97  12672.0  812.633240      412.097543   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  22.808 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  22.625 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 4612d0478..9050c237e 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:
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+2    512.0  14.563555  ...  15.420235             15.420235
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-4    768.0  32.768000  ...  34.028308             34.028308
-5    896.0  37.971025  ...  40.140799             39.025776
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+5    896.0  39.025776  ...  40.140799             39.025776
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 7   1152.0  45.242181  ...  48.161033             47.396572
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 9   1408.0  64.138541  ...  68.147202             66.485074
-10  1536.0  79.526831  ...  81.355034             79.526831
-11  1664.0  62.929456  ...  63.372618             62.492442
+10  1536.0  80.430545  ...  81.355034             79.526831
+11  1664.0  63.372618  ...  63.372618             62.492442
 12  1792.0  72.983276  ...  73.460287             59.467852
-13  1920.0  69.120002  ...  71.257735             70.892307
+13  1920.0  69.467336  ...  71.257735             70.892307
 14  2048.0  73.262953  ...  78.033565             76.959706
-15  2176.0  83.155572  ...  87.876193             86.367588
+15  2176.0  83.155572  ...  87.494120             85.632545
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-17  2432.0  71.305746  ...  86.711310             75.118889
-18  2560.0  77.833728  ...  82.956960             81.310171
-19  2688.0  83.922689  ...  90.316801             89.254248
-20  2816.0  83.712490  ...  84.360174             83.392363
-21  2944.0  81.698415  ...  83.477440             82.509987
-22  3072.0  82.420822  ...  90.020831             89.030036
-23  3200.0  84.768213  ...  97.859331             95.380032
-24  3328.0  83.034941  ...  86.011103             83.613586
-25  3456.0  80.945348  ...  87.158452             81.105671
-26  3584.0  87.211821  ...  99.354022             91.844118
-27  3712.0  84.159518  ...  88.955779             88.483034
-28  3840.0  84.292684  ...  93.484358             84.483849
-29  3968.0  92.688139  ...  85.093402             91.472214
-30  4096.0  86.620022  ...  88.621807             91.366730
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+18  2560.0  77.833728  ...  82.331658             81.512437
+19  2688.0  83.922689  ...  90.748936             88.836198
+20  2816.0  79.879498  ...  84.197315             82.446516
+21  2944.0  82.509987  ...  83.198715             81.967162
+22  3072.0  82.062468  ...  88.750943             87.516392
+23  3200.0  84.880639  ...  93.158662             93.841640
+24  3328.0  81.530349  ...  85.857242             84.298943
+25  3456.0  82.435141  ...  91.771848             90.892410
+26  3584.0  85.552231  ...  88.496679             87.381330
+27  3712.0  85.675250  ...  93.187820             87.706180
+28  3840.0  81.798814  ...  90.723546             86.535214
+29  3968.0  89.921841  ...  85.451873             88.040360
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+23  12800.0  505.679014  409.599981  377.163903
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+26  14336.0  471.967074  403.830973  371.158581
+27  14848.0  461.297068  406.794504  374.712936
+28  15360.0  454.269882  406.887417  378.092307
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index 088b01527..9fea3aecb 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 e09153c0c..1f10a2e06 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 f060651dc..e5640041c 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 e7de93932..7e244d971 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 761616946..924b9fe88 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 efe9120dc..bdd0d89e8 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 1414bfb05..820418d97 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
@@ -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  44.199 seconds)
+   **Total running time of the script:** ( 1 minutes  41.632 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 d09cec944..0f7f92b0f 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   190.511628
+    0     256.0  512.000001      512.000001   188.321838
     1     384.0  585.142862      585.142862   153.600004
     2     512.0  655.360017      606.814814   154.566038
     3     640.0  682.666684      640.000002   160.000000
     4     768.0  722.823517      664.216187   162.754967
     ..      ...         ...             ...          ...
-    93  12160.0  814.058574      406.179533   198.530610
-    94  12288.0  814.111783      416.101597   198.794749
+    93  12160.0  814.058574      406.179533   198.631953
+    94  12288.0  814.111783      415.661740   198.895304
     95  12416.0  812.498981      412.149375   198.556711
     96  12544.0  812.566838      412.971190   198.716830
-    97  12672.0  812.633240      412.097543   198.776477
+    97  12672.0  812.633240      412.097543   198.873965
 
     [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  23.400 seconds)
+   **Total running time of the script:** ( 3 minutes  23.422 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 a1fefae61..3364e691b 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
+    0    256.0   2.978909  ...   3.276800              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  ...  34.028308             34.028308
-    5    896.0  39.025776  ...  39.025776             39.025776
-    6   1024.0  49.932191  ...  52.428801             52.428801
+    5    896.0  39.025776  ...  40.140799             39.025776
+    6   1024.0  49.932191  ...  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             66.485074
-    10  1536.0  80.430545  ...  78.643199             78.643199
-    11  1664.0  62.929456  ...  62.492442             62.061463
-    12  1792.0  72.983276  ...  72.047592             71.588687
-    13  1920.0  69.293231  ...  70.172588             69.818184
+    10  1536.0  80.430545  ...  79.526831             78.643199
+    11  1664.0  63.372618  ...  62.929456             62.061463
+    12  1792.0  72.983276  ...  72.047592             71.135597
+    13  1920.0  69.120002  ...  70.172588             70.172588
     14  2048.0  73.908442  ...  76.959706             76.608294
     15  2176.0  83.155572  ...  85.998493             85.269692
-    16  2304.0  68.056616  ...  76.809875             76.563695
-    17  2432.0  71.305746  ...  85.393507             84.367759
-    18  2560.0  77.833728  ...  81.310171             80.908642
-    19  2688.0  83.369354  ...  89.254248             89.888756
-    20  2816.0  83.074685  ...  83.712490             83.392363
-    21  2944.0  82.509987  ...  82.373605             81.298583
-    22  3072.0  79.750851  ...  88.473602             89.310890
-    23  3200.0  84.768213  ...  95.522391             94.955488
-    24  3328.0  83.516586  ...  85.806075             84.795401
-    25  3456.0  82.688790  ...  91.355888             91.719645
-    26  3584.0  86.623693  ...  94.747514             95.350361
-    27  3712.0  83.386762  ...  87.783251             87.552452
-    28  3840.0  83.877131  ...  91.322872             88.971840
-    29  3968.0  93.219206  ...  86.726322             91.266964
-    30  4096.0  87.495257  ...  87.381330             89.958266
+    16  2304.0  68.251065  ...  77.057651             76.563695
+    17  2432.0  71.125224  ...  85.653855             84.877538
+    18  2560.0  77.833728  ...  81.108913             80.908642
+    19  2688.0  84.108772  ...  89.888756             90.102270
+    20  2816.0  83.074685  ...  83.233226             83.392363
+    21  2944.0  81.832567  ...  83.198715             81.298583
+    22  3072.0  81.943708  ...  88.750943             88.473602
+    23  3200.0  83.224970  ...  95.808380             94.955488
+    24  3328.0  83.130825  ...  84.397770             84.895397
+    25  3456.0  80.380430  ...  88.790274             90.281712
+    26  3584.0  88.152348  ...  98.808123             98.483450
+    27  3712.0  81.482335  ...  88.326564             86.867254
+    28  3840.0  84.679936  ...  92.236860             88.050954
+    29  3968.0  93.612530  ...  84.211604             91.266964
+    30  4096.0  86.480498  ...  87.552332             91.772808
 
     [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  26.398 seconds)
+   **Total running time of the script:** ( 5 minutes  44.014 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..1dbe44846 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  0.108 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 e1dfd9101..25a167396 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  307.200008
-    1    1536.0  351.085717  133.083026  338.201833
-    2    2048.0  420.102553  162.217818  327.679984
-    3    2560.0  461.954908  182.857144  326.808501
+    0    1024.0  307.200008   99.497980  311.088617
+    1    1536.0  351.085717  133.083026  341.333333
+    2    2048.0  423.724127  162.217818  325.509933
+    3    2560.0  458.507457  182.857144  326.808501
     4    3072.0  511.999982  191.501303  317.793096
     5    3584.0  554.941930  208.271186  308.301075
     6    4096.0  568.231237  220.412561  294.323343
-    7    4608.0  498.162157  231.849059  291.031570
+    7    4608.0  495.928261  231.849059  291.031570
     8    5120.0  525.128191  242.845844  287.102804
-    9    5632.0  536.380957  243.107920  291.310338
-    10   6144.0  542.117638  248.661056  286.322318
-    11   6656.0  527.207907  256.000009  286.793541
-    12   7168.0  505.976473  261.844750  288.644296
-    13   7680.0  481.253256  260.707203  277.172933
-    14   8192.0  460.440290  268.957600  286.600589
+    9    5632.0  538.517949  243.545956  290.683877
+    10   6144.0  542.117638  248.661056  285.767458
+    11   6656.0  527.207907  256.410903  286.793541
+    12   7168.0  507.469040  261.844750  288.644296
+    13   7680.0  482.513091  260.707203  277.590365
+    14   8192.0  460.440290  269.326017  286.600589
     15   8704.0  416.958106  267.815384  284.987724
     16   9216.0  428.651187  273.066667  289.507855
     17   9728.0  438.857162  280.278512  288.950501
-    18  10240.0  446.836366  286.433562  290.153487
-    19  10752.0  429.364408  246.699797  290.267711
-    20  11264.0  428.424741  245.313973  285.767446
+    18  10240.0  447.650282  286.433562  290.153487
+    19  10752.0  429.364408  246.464170  290.267711
+    20  11264.0  429.104745  245.313973  285.767446
     21  11776.0  421.198220  249.447482  288.686414
-    22  12288.0  420.102570  254.453844  295.207195
-    23  12800.0  415.696898  253.465340  288.180121
-    24  13312.0  412.242569  252.559690  289.916513
-    25  13824.0  404.604870  257.390218  292.571423
+    22  12288.0  420.102570  254.234486  294.911986
+    23  12800.0  415.135142  253.465340  288.180121
+    24  13312.0  412.242569  252.559690  290.179836
+    25  13824.0  404.604870  257.190689  292.571423
     26  14336.0  397.761846  254.673567  286.481278
-    27  14848.0  383.999990  257.293872  289.246765
-    28  15360.0  374.634130  257.790220  286.656296
-    29  15872.0  367.336555  262.890274  291.229369
+    27  14848.0  383.999990  257.293872  289.012175
+    28  15360.0  374.443863  257.610071  286.656296
+    29  15872.0  366.982663  262.708969  291.229369
 
 
 
@@ -329,7 +329,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  12.295 seconds)
+   **Total running time of the script:** ( 2 minutes  12.676 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 f88b50b64..164230d06 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
 =================
-**12:46.303** total execution time for **getting-started_tutorials** files:
+**13:01.852** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:26.398 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:44.014 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:23.400 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:23.422 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.295 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.676 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:44.199 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:41.632 | 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``)       | 00:00.108 | 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 a36a4ecd7..6382cf707 100644
--- a/v1.1.2/getting-started/tutorials/01-vector-add.html
+++ b/v1.1.2/getting-started/tutorials/01-vector-add.html
@@ -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  44.199 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  41.632 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 0970ade81..ef9654a6f 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   190.511628
+0     256.0  512.000001      512.000001   188.321838
 1     384.0  585.142862      585.142862   153.600004
 2     512.0  655.360017      606.814814   154.566038
 3     640.0  682.666684      640.000002   160.000000
 4     768.0  722.823517      664.216187   162.754967
 ..      ...         ...             ...          ...
-93  12160.0  814.058574      406.179533   198.530610
-94  12288.0  814.111783      416.101597   198.794749
+93  12160.0  814.058574      406.179533   198.631953
+94  12288.0  814.111783      415.661740   198.895304
 95  12416.0  812.498981      412.149375   198.556711
 96  12544.0  812.566838      412.971190   198.716830
-97  12672.0  812.633240      412.097543   198.776477
+97  12672.0  812.633240      412.097543   198.873965
 
 [98 rows x 4 columns]
 </pre></div>
@@ -397,7 +397,7 @@ We will then compare its performance against (1) <code class="code docutils lite
 Note however that the PyTorch <cite>softmax</cite> operation is more general and will works on tensors of any shape.</p></li>
 </ul>
 </div></blockquote>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  23.400 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  23.422 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/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html b/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html
index c965eb83b..ed9b450d6 100644
--- a/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html
+++ b/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html
@@ -568,42 +568,42 @@ 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:
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