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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 59ab70872..7cd6563c9 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 d717a71d5..d90eb5e91 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  702.171410
+    9     2097152.0  722.823517  722.823517
     10    4194304.0  780.190482  780.190482
     11    8388608.0  812.429770  812.429770
     12   16777216.0  833.084721  833.084721
-    13   33554432.0  842.004273  842.004273
+    13   33554432.0  842.004273  843.811163
     14   67108864.0  847.448255  848.362445
     15  134217728.0  849.737435  850.656574
 
@@ -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  35.982 seconds)
+   **Total running time of the script:** ( 1 minutes  47.631 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 3884d0ee7..f867aff04 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      512.000001   188.321838
+    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
     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   198.995960
-    95  12416.0  812.498981      411.722274   198.556711
-    96  12544.0  812.566838      412.971190   198.815254
-    97  12672.0  811.007961      412.097543   198.971549
+    93  12160.0  812.359066      406.179533   199.038365
+    94  12288.0  812.429770      415.661740   199.298541
+    95  12416.0  812.498981      412.149375   198.954424
+    96  12544.0  812.566838      412.971190   199.160520
+    97  12672.0  812.633240      412.097543   199.264875
 
     [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  22.112 seconds)
+   **Total running time of the script:** ( 3 minutes  25.662 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 5a2cb7b76..efac1e44e 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  ...   2.978909              2.978909
-    1    384.0   7.372800  ...   7.899428              7.899428
-    2    512.0  14.563555  ...  15.420235             15.420235
+    0    256.0   2.730667  ...   3.276800              3.276800
+    1    384.0   7.372800  ...   7.899428              8.507077
+    2    512.0  14.563555  ...  15.420235             16.384000
     3    640.0  22.260869  ...  24.380953             24.380953
     4    768.0  32.768000  ...  34.028308             34.028308
-    5    896.0  39.025776  ...  40.140799             39.025776
+    5    896.0  37.971025  ...  40.140799             39.025776
     6   1024.0  49.932191  ...  53.773130             52.428801
     7   1152.0  45.242181  ...  48.161033             47.396572
     8   1280.0  51.200001  ...  57.690139             57.690139
     9   1408.0  64.138541  ...  68.147202             66.485074
-    10  1536.0  79.526831  ...  80.430545             79.526831
-    11  1664.0  62.929456  ...  63.372618             62.492442
+    10  1536.0  80.430545  ...  81.355034             78.643199
+    11  1664.0  63.372618  ...  63.372618             62.492442
     12  1792.0  72.983276  ...  73.460287             59.467852
     13  1920.0  68.776119  ...  71.257735             70.892307
     14  2048.0  73.262953  ...  78.033565             76.959706
-    15  2176.0  83.155572  ...  87.494120             85.998493
-    16  2304.0  68.446623  ...  78.064941             77.057651
-    17  2432.0  71.125224  ...  86.711310             75.118889
-    18  2560.0  77.833728  ...  82.956960             81.715711
-    19  2688.0  83.737433  ...  90.748936             89.254248
-    20  2816.0  80.916902  ...  85.017948             83.074685
-    21  2944.0  80.510553  ...  83.060049             82.509987
-    22  3072.0  80.316458  ...  89.735509             89.310890
-    23  3200.0  83.769634  ...  95.952022             95.522391
-    24  3328.0  83.226931  ...  85.398926             84.795401
-    25  3456.0  82.519518  ...  92.455926             87.632137
-    26  3584.0  87.381330  ...  98.483450             97.840469
-    27  3712.0  84.159518  ...  88.797643             87.437503
-    28  3840.0  80.901241  ...  92.006659             89.187096
-    29  3968.0  88.040360  ...  86.144680             89.921841
-    30  4096.0  91.025923  ...  93.760204             87.438257
+    15  2176.0  83.155572  ...  87.494120             85.632545
+    16  2304.0  68.251065  ...  78.064941             77.307030
+    17  2432.0  71.487187  ...  86.711310             74.918570
+    18  2560.0  77.833728  ...  82.331658             81.512437
+    19  2688.0  84.015627  ...  89.888756             89.464755
+    20  2816.0  84.035084  ...  84.852542             83.233226
+    21  2944.0  82.237674  ...  83.899046             82.509987
+    22  3072.0  82.062468  ...  89.735509             88.473602
+    23  3200.0  83.224970  ...  95.952022             95.665176
+    24  3328.0  82.891535  ...  85.703924             84.995628
+    25  3456.0  82.604067  ...  92.191613             86.876687
+    26  3584.0  87.296493  ...  98.375705             97.840469
+    27  3712.0  85.091436  ...  89.194055             86.192706
+    28  3840.0  85.070769  ...  93.484358             88.191387
+    29  3968.0  91.816356  ...  88.167587             91.472214
+    30  4096.0  88.475759  ...  89.777746             88.359266
 
     [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  4.630 seconds)
+   **Total running time of the script:** ( 6 minutes  6.317 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 a4911c973..c2a35c070 100644
--- a/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
+++ b/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
@@ -38,23 +38,23 @@ 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  512.000013
-    4    3072.0  712.347810  375.206126  496.484863
+    3    2560.0  694.237267  365.714281  512.000013
+    4    3072.0  712.347810  378.092307  501.551037
     5    3584.0  725.873439  384.859062  455.111115
-    6    4096.0  728.177767  381.023256  448.876695
-    7    4608.0  670.254540  394.267384  426.173427
-    8    5120.0  688.403381  397.669909  426.666652
-    9    5632.0  704.000002  395.228063  413.357796
+    6    4096.0  728.177767  381.023256  455.111095
+    7    4608.0  676.403666  396.387087  428.651163
+    8    5120.0  688.403381  397.669909  422.268057
+    9    5632.0  704.000002  395.228063  417.185184
     10   6144.0  702.171410  402.885254  411.313806
-    11   6656.0  700.631610  398.861429  400.360920
+    11   6656.0  705.271522  400.360920  400.360920
     12   7168.0  690.891575  396.844306  387.459443
     13   7680.0  682.666656  392.587863  387.634072
-    14   8192.0  636.271854  392.431125  371.308771
+    14   8192.0  639.375598  393.609605  372.363633
     15   8704.0  630.153861  389.005597  380.502740
-    16   9216.0  606.814809  407.337026  383.002605
+    16   9216.0  609.322328  407.337026  383.002605
     17   9728.0  589.575753  409.599987  382.427505
     18  10240.0  566.920437  408.578556  381.911416
     19  10752.0  549.623009  411.559798  381.445676
@@ -62,12 +62,12 @@ Layer Normalization
     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  404.927765  376.310952
+    24  13312.0  494.180982  405.699062  376.310952
     25  13824.0  482.934503  411.888257  379.389355
-    26  14336.0  470.997935  406.695045  374.185964
-    27  14848.0  461.297068  408.192434  374.712936
+    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
+    29  15872.0  447.887117  406.974373  376.225175
 
 
 
@@ -389,7 +389,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 5 minutes  19.895 seconds)
+   **Total running time of the script:** ( 5 minutes  10.415 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 c8ee04e67..8e2af097a 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
 =================
-**16:23.119** total execution time for **getting-started_tutorials** files:
+**16:30.525** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:04.630 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:06.317 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 05:19.895 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 05:10.415 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:22.112 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:25.662 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:35.982 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:47.631 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
 | :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.500 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/master/getting-started/tutorials/01-vector-add.html b/master/getting-started/tutorials/01-vector-add.html
index f0a44ba94..76f1607ab 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  702.171410
+9     2097152.0  722.823517  722.823517
 10    4194304.0  780.190482  780.190482
 11    8388608.0  812.429770  812.429770
 12   16777216.0  833.084721  833.084721
-13   33554432.0  842.004273  842.004273
+13   33554432.0  842.004273  843.811163
 14   67108864.0  847.448255  848.362445
 15  134217728.0  849.737435  850.656574
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  35.982 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  47.631 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 7e8b5596a..5c30e6202 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      512.000001   188.321838
+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
 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   198.995960
-95  12416.0  812.498981      411.722274   198.556711
-96  12544.0  812.566838      412.971190   198.815254
-97  12672.0  811.007961      412.097543   198.971549
+93  12160.0  812.359066      406.179533   199.038365
+94  12288.0  812.429770      415.661740   199.298541
+95  12416.0  812.498981      412.149375   198.954424
+96  12544.0  812.566838      412.971190   199.160520
+97  12672.0  812.633240      412.097543   199.264875
 
 [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  22.112 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  25.662 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 87d818587..81be28afe 100644
--- a/master/getting-started/tutorials/03-matrix-multiplication.html
+++ b/master/getting-started/tutorials/03-matrix-multiplication.html
@@ -565,42 +565,42 @@ torch_output=tensor([[  1.1045, -36.9688,  31.4688,  ..., -11.3906,  24.4531, -3
 <p class="sphx-glr-script-out">Out:</p>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>matmul-performance:
          M     cuBLAS  ...     Triton  Triton (+ LeakyReLU)
-0    256.0   2.730667  ...   2.978909              2.978909
-1    384.0   7.372800  ...   7.899428              7.899428
-2    512.0  14.563555  ...  15.420235             15.420235
+0    256.0   2.730667  ...   3.276800              3.276800
+1    384.0   7.372800  ...   7.899428              8.507077
+2    512.0  14.563555  ...  15.420235             16.384000
 3    640.0  22.260869  ...  24.380953             24.380953
 4    768.0  32.768000  ...  34.028308             34.028308
-5    896.0  39.025776  ...  40.140799             39.025776
+5    896.0  37.971025  ...  40.140799             39.025776
 6   1024.0  49.932191  ...  53.773130             52.428801
 7   1152.0  45.242181  ...  48.161033             47.396572
 8   1280.0  51.200001  ...  57.690139             57.690139
 9   1408.0  64.138541  ...  68.147202             66.485074
-10  1536.0  79.526831  ...  80.430545             79.526831
-11  1664.0  62.929456  ...  63.372618             62.492442
+10  1536.0  80.430545  ...  81.355034             78.643199
+11  1664.0  63.372618  ...  63.372618             62.492442
 12  1792.0  72.983276  ...  73.460287             59.467852
 13  1920.0  68.776119  ...  71.257735             70.892307
 14  2048.0  73.262953  ...  78.033565             76.959706
-15  2176.0  83.155572  ...  87.494120             85.998493
-16  2304.0  68.446623  ...  78.064941             77.057651
-17  2432.0  71.125224  ...  86.711310             75.118889
-18  2560.0  77.833728  ...  82.956960             81.715711
-19  2688.0  83.737433  ...  90.748936             89.254248
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diff --git a/v1.1.2/_images/sphx_glr_02-fused-softmax_001.png b/v1.1.2/_images/sphx_glr_02-fused-softmax_001.png
index fe32307fb..cc4928fc9 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 fe36d720f..2184d0b37 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 21f6b7d4a..5ce15a0d1 100644
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index 11514f20e..f32bfbf60 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 89092f7c3..51a6168ca 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 d33eae628..b44e95c70 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 542944e54..a7e6161c3 100644
--- a/v1.1.2/_sources/getting-started/tutorials/01-vector-add.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/01-vector-add.rst.txt
@@ -233,7 +233,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
                size      Triton       Torch
     0        4096.0    9.600000    9.600000
     1        8192.0   19.200000   19.200000
-    2       16384.0   31.999999   38.400001
+    2       16384.0   38.400001   38.400001
     3       32768.0   76.800002   76.800002
     4       65536.0  127.999995  127.999995
     5      131072.0  219.428568  219.428568
@@ -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  45.289 seconds)
+   **Total running time of the script:** ( 1 minutes  43.459 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 c30768c37..d953781e1 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
@@ -287,16 +287,16 @@ 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      512.000001   188.321838
-    1     384.0  614.400016      585.142862   153.600004
-    2     512.0  655.360017      606.814814   154.566038
+    1     384.0  585.142862      585.142862   153.600004
+    2     512.0  655.360017      585.142849   154.566038
     3     640.0  682.666684      640.000002   160.000000
     4     768.0  722.823517      664.216187   162.754967
     ..      ...         ...             ...          ...
-    93  12160.0  814.058574      406.179533   198.733401
-    94  12288.0  814.111783      415.222812   198.995960
-    95  12416.0  812.498981      411.722274   198.655991
-    96  12544.0  812.566838      412.971190   198.913776
-    97  12672.0  812.633240      412.097543   198.873965
+    93  12160.0  814.058574      406.603966   198.429370
+    94  12288.0  814.111783      415.661740   198.694297
+    95  12416.0  812.498981      412.149375   198.358474
+    96  12544.0  812.566838      412.758863   198.618504
+    97  12672.0  812.633240      412.097543   198.679085
 
     [98 rows x 4 columns]
 
@@ -314,7 +314,7 @@ In the above plot, we can see that:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 3 minutes  23.318 seconds)
+   **Total running time of the script:** ( 3 minutes  23.196 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 fb27063a2..e5f597449 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   2.978909  ...   2.978909              2.978909
-    1    384.0   7.372800  ...   7.899428              7.899428
+    0    256.0   2.730667  ...   2.978909              2.978909
+    1    384.0   7.372800  ...   8.507077              7.899428
     2    512.0  14.563555  ...  15.420235             15.420235
     3    640.0  22.260869  ...  24.380953             24.380953
     4    768.0  32.768000  ...  34.028308             34.028308
-    5    896.0  37.971025  ...  39.025776             39.025776
-    6   1024.0  49.932191  ...  52.428801             52.428801
+    5    896.0  37.971025  ...  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             65.684049
     10  1536.0  79.526831  ...  79.526831             78.643199
-    11  1664.0  63.372618  ...  62.492442             62.061463
-    12  1792.0  72.983276  ...  72.047592             71.588687
-    13  1920.0  69.467336  ...  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  ...  85.653855             84.367759
-    18  2560.0  77.833728  ...  81.310171             80.511054
-    19  2688.0  83.737433  ...  90.102270             89.044730
-    20  2816.0  83.074685  ...  83.873477             82.759409
-    21  2944.0  82.237674  ...  83.337844             83.060049
-    22  3072.0  81.121923  ...  88.750943             87.787755
-    23  3200.0  84.321474  ...  96.096095             95.952022
-    24  3328.0  83.516586  ...  84.052885             84.795401
-    25  3456.0  82.604067  ...  91.407671             91.097818
-    26  3584.0  85.633710  ...  92.600816             95.350361
-    27  3712.0  84.159518  ...  86.867254             88.640059
-    28  3840.0  81.138664  ...  90.723546             91.930177
-    29  3968.0  91.885495  ...  80.120775             82.700061
-    30  4096.0  91.741443  ...  85.434583             87.211002
+    11  1664.0  63.150256  ...  62.492442             62.061463
+    12  1792.0  72.983276  ...  59.154861             71.135597
+    13  1920.0  69.120002  ...  70.172588             70.172588
+    14  2048.0  73.584279  ...  76.959706             76.608294
+    15  2176.0  83.155572  ...  86.367588             85.632545
+    16  2304.0  68.251065  ...  76.809875             76.563695
+    17  2432.0  71.215370  ...  74.918570             84.877538
+    18  2560.0  77.833728  ...  81.310171             80.908642
+    19  2688.0  83.186525  ...  90.102270             89.254248
+    20  2816.0  81.674548  ...  83.552120             82.602666
+    21  2944.0  81.967162  ...  82.237674             82.102191
+    22  3072.0  81.943708  ...  89.310890             88.681451
+    23  3200.0  84.880639  ...  89.761569             94.955488
+    24  3328.0  83.468170  ...  84.895397             84.795401
+    25  3456.0  82.519518  ...  91.407671             90.586029
+    26  3584.0  86.540320  ...  94.349836             93.564405
+    27  3712.0  86.341700  ...  87.094458             87.322855
+    28  3840.0  83.402717  ...  92.545605             85.201850
+    29  3968.0  92.793868  ...  87.913500             86.788006
+    30  4096.0  91.397840  ...  92.372834             87.324485
 
     [31 rows x 5 columns]
 
@@ -502,7 +502,7 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 5 minutes  53.278 seconds)
+   **Total running time of the script:** ( 5 minutes  56.098 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 c24a29c63..fd1f257c9 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  0.109 seconds)
+   **Total running time of the script:** ( 0 minutes  0.110 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 f61ac7594..9f3ce1b0f 100644
--- a/v1.1.2/_sources/getting-started/tutorials/05-layer-norm.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/05-layer-norm.rst.txt
@@ -38,36 +38,36 @@ Layer Normalization
 
     layer-norm-backward:
               N      Triton       Torch        Apex
-    0    1024.0  311.088617   99.497980  311.088617
-    1    1536.0  351.085717  133.083026  341.333333
-    2    2048.0  423.724127  162.217818  336.657521
-    3    2560.0  461.954908  182.857144  330.322572
-    4    3072.0  511.999982  191.501303  320.556515
-    5    3584.0  551.384634  208.271186  308.301075
-    6    4096.0  568.231237  220.412561  297.890900
-    7    4608.0  498.162157  231.849059  287.251954
-    8    5120.0  525.128191  242.845844  283.787523
-    9    5632.0  536.380957  243.107920  290.683877
-    10   6144.0  544.118087  248.661056  285.767458
-    11   6656.0  527.207907  256.410903  286.279570
-    12   7168.0  505.976473  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  285.377055
-    16   9216.0  428.651187  273.066667  289.507855
-    17   9728.0  438.857162  280.278512  288.950501
-    18  10240.0  446.836366  286.767793  290.840246
+    0    1024.0  311.088617   99.096776  307.200008
+    1    1536.0  351.085717  133.083026  338.201833
+    2    2048.0  420.102553  162.217818  325.509933
+    3    2560.0  461.954908  182.314537  325.079368
+    4    3072.0  511.999982  191.501303  317.793096
+    5    3584.0  554.941930  208.271186  309.410081
+    6    4096.0  568.231237  220.412561  298.796351
+    7    4608.0  495.928261  231.849059  286.507772
+    8    5120.0  522.893618  242.845844  283.787523
+    9    5632.0  536.380957  243.545956  290.683877
+    10   6144.0  542.117638  248.661056  285.214712
+    11   6656.0  525.473708  256.410903  286.793541
+    12   7168.0  505.976473  261.844750  288.160801
+    13   7680.0  481.253256  260.707203  277.590365
+    14   8192.0  460.440290  268.957600  286.600589
+    15   8704.0  416.958106  267.815384  284.987724
+    16   9216.0  428.651187  272.729961  289.507855
+    17   9728.0  438.857162  279.942444  288.950501
+    18  10240.0  446.836366  286.767793  290.496460
     19  10752.0  429.364408  246.464170  290.267711
-    20  11264.0  429.104745  245.313973  285.767446
-    21  11776.0  421.826879  249.227509  288.686414
+    20  11264.0  429.104745  245.091565  285.767446
+    21  11776.0  421.198220  249.227509  288.686414
     22  12288.0  420.102570  254.453844  294.911986
-    23  12800.0  415.135142  253.465340  288.721817
-    24  13312.0  412.242569  252.559690  289.916513
-    25  13824.0  405.098897  257.390218  292.571423
-    26  14336.0  397.761846  254.673567  286.242939
-    27  14848.0  383.999990  257.108233  289.246765
-    28  15360.0  374.634130  257.610071  287.550706
-    29  15872.0  366.982663  262.890274  291.229369
+    23  12800.0  415.135142  253.256381  289.811310
+    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  384.207000  257.293872  289.012175
+    28  15360.0  374.253788  257.610071  287.326580
+    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  13.046 seconds)
+   **Total running time of the script:** ( 2 minutes  12.651 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 e1f83c4af..bbb450313 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
 =================
-**13:15.039** total execution time for **getting-started_tutorials** files:
+**13:15.515** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:53.278 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:56.098 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:23.318 | 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_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:13.046 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.651 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:45.289 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:43.459 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.109 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.110 | 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 59202f23f..15b796c20 100644
--- a/v1.1.2/getting-started/tutorials/01-vector-add.html
+++ b/v1.1.2/getting-started/tutorials/01-vector-add.html
@@ -323,7 +323,7 @@ for different problem sizes.</p>
            size      Triton       Torch
 0        4096.0    9.600000    9.600000
 1        8192.0   19.200000   19.200000
-2       16384.0   31.999999   38.400001
+2       16384.0   38.400001   38.400001
 3       32768.0   76.800002   76.800002
 4       65536.0  127.999995  127.999995
 5      131072.0  219.428568  219.428568
@@ -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  45.289 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  43.459 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 2853916a3..7be58b9bc 100644
--- a/v1.1.2/getting-started/tutorials/02-fused-softmax.html
+++ b/v1.1.2/getting-started/tutorials/02-fused-softmax.html
@@ -375,16 +375,16 @@ We will then compare its performance against (1) <code class="code docutils lite
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>softmax-performance:
           N      Triton  Torch (native)  Torch (jit)
 0     256.0  512.000001      512.000001   188.321838
-1     384.0  614.400016      585.142862   153.600004
-2     512.0  655.360017      606.814814   154.566038
+1     384.0  585.142862      585.142862   153.600004
+2     512.0  655.360017      585.142849   154.566038
 3     640.0  682.666684      640.000002   160.000000
 4     768.0  722.823517      664.216187   162.754967
 ..      ...         ...             ...          ...
-93  12160.0  814.058574      406.179533   198.733401
-94  12288.0  814.111783      415.222812   198.995960
-95  12416.0  812.498981      411.722274   198.655991
-96  12544.0  812.566838      412.971190   198.913776
-97  12672.0  812.633240      412.097543   198.873965
+93  12160.0  814.058574      406.603966   198.429370
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