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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 7f2e335ee..5aa3c0c42 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 add5135d0..668a1376c 100644
--- a/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
+++ b/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
@@ -234,11 +234,11 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
                size      Triton       Torch
     0        4096.0    9.600000    9.600000
     1        8192.0   19.200000   19.200000
-    2       16384.0   38.400001   31.999999
-    3       32768.0   76.800002   76.800002
+    2       16384.0   38.400001   38.400001
+    3       32768.0   63.999998   63.999998
     4       65536.0  127.999995  127.999995
     5      131072.0  219.428568  219.428568
-    6      262144.0  341.333321  341.333321
+    6      262144.0  341.333321  384.000001
     7      524288.0  472.615390  472.615390
     8     1048576.0  614.400016  614.400016
     9     2097152.0  722.823517  702.171410
@@ -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  43.406 seconds)
+   **Total running time of the script:** ( 1 minutes  40.920 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 a2e5507b7..2fa962cc6 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      546.133347   186.181817
-    1     384.0  585.142862      585.142862   151.703707
-    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   163.839992
+    0     256.0  512.000001      512.000001   188.321838
+    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   158.759699
+    4     768.0  722.823517      664.216187   162.754967
     ..      ...         ...             ...          ...
-    93  12160.0  812.359066      405.333344   199.038365
-    94  12288.0  812.429770      415.222812   199.197579
-    95  12416.0  812.498981      411.296057   198.954424
-    96  12544.0  810.925276      412.546756   199.111113
-    97  12672.0  811.007961      412.097543   199.264875
+    93  12160.0  812.359066      406.179533   198.530610
+    94  12288.0  812.429770      415.661740   198.794749
+    95  12416.0  812.498981      412.149375   198.457532
+    96  12544.0  811.745227      412.546756   198.716830
+    97  12672.0  811.007961      412.097543   198.776477
 
     [98 rows x 4 columns]
 
@@ -306,7 +306,7 @@ In the above plot, we can see that:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 3 minutes  22.745 seconds)
+   **Total running time of the script:** ( 3 minutes  21.935 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 8c8d6b754..afad4f867 100644
--- a/master/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
+++ b/master/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
@@ -460,36 +460,36 @@ 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              3.276800
-    1    384.0   7.372800  ...   8.507077              8.507077
+    1    384.0   7.372800  ...   8.507077              7.899428
     2    512.0  14.563555  ...  15.420235             15.420235
     3    640.0  22.260869  ...  24.380953             24.380953
-    4    768.0  32.768000  ...  35.389441             34.028308
-    5    896.0  37.971025  ...  41.321411             39.025776
+    4    768.0  32.768000  ...  34.028308             34.028308
+    5    896.0  37.971025  ...  40.140799             39.025776
     6   1024.0  49.932191  ...  53.773130             52.428801
     7   1152.0  45.242181  ...  48.161033             47.396572
     8   1280.0  51.200001  ...  57.690139             57.690139
     9   1408.0  64.138541  ...  68.147202             67.305878
-    10  1536.0  80.430545  ...  80.430545             78.643199
-    11  1664.0  62.929456  ...  63.372618             62.492442
+    10  1536.0  79.526831  ...  80.430545             78.643199
+    11  1664.0  62.929456  ...  63.372618             62.061463
     12  1792.0  72.983276  ...  63.499573             63.142831
     13  1920.0  69.120002  ...  71.257735             70.892307
-    14  2048.0  73.262953  ...  78.033565             76.959706
-    15  2176.0  83.155572  ...  87.115360             85.632545
+    14  2048.0  73.584279  ...  78.398206             77.672296
+    15  2176.0  83.155572  ...  87.115360             85.269692
     16  2304.0  68.251065  ...  78.064941             76.809875
-    17  2432.0  71.305746  ...  75.522751             74.521127
-    18  2560.0  77.833728  ...  82.125311             81.512437
-    19  2688.0  84.108772  ...  90.316801             90.102270
-    20  2816.0  79.154642  ...  84.197315             82.602666
-    21  2944.0  82.237674  ...  83.477440             83.060049
-    22  3072.0  82.301023  ...  90.020831             88.060814
-    23  3200.0  83.934428  ...  96.385543             94.534716
-    24  3328.0  83.226931  ...  86.424125             85.398926
-    25  3456.0  81.026701  ...  87.632137             90.687926
-    26  3584.0  87.296493  ...  99.905993             98.160909
-    27  3712.0  83.178475  ...  89.194055             85.675250
-    28  3840.0  83.781816  ...  92.236860             85.103501
-    29  3968.0  91.850912  ...  87.945181             90.321193
-    30  4096.0  87.495257  ...  90.412750             92.755862
+    17  2432.0  71.125224  ...  75.522751             74.521127
+    18  2560.0  77.833728  ...  82.539044             80.908642
+    19  2688.0  83.737433  ...  90.532356             90.102270
+    20  2816.0  83.873477  ...  84.360174             83.233226
+    21  2944.0  81.166173  ...  83.337844             83.060049
+    22  3072.0  82.420822  ...  89.451983             87.924073
+    23  3200.0  85.333333  ...  96.385543             94.674553
+    24  3328.0  84.101981  ...  83.226931             85.908470
+    25  3456.0  82.604067  ...  92.350019             91.824110
+    26  3584.0  86.540320  ...  88.412386             87.214470
+    27  3712.0  85.896254  ...  85.785610             88.404730
+    28  3840.0  84.809814  ...  93.012618             84.162386
+    29  3968.0  93.684402  ...  87.850207             89.657558
+    30  4096.0  88.563330  ...  85.327649             91.180520
 
     [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  7.264 seconds)
+   **Total running time of the script:** ( 6 minutes  9.675 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 12f231d70..777afb347 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  0.499 seconds)
+   **Total running time of the script:** ( 0 minutes  0.485 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 e12f5d012..4eb961c79 100644
--- a/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
+++ b/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
@@ -40,34 +40,34 @@ Layer Normalization
               N      Triton       Torch        Apex
     0    1024.0  585.142849  277.694907  468.114273
     1    1536.0  630.153868  323.368435  511.999982
-    2    2048.0  668.734716  337.814445  528.516136
+    2    2048.0  682.666643  334.367358  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  462.451619
-    6    4096.0  728.177767  381.023256  458.293714
-    7    4608.0  670.254540  396.387087  423.724136
+    4    3072.0  712.347810  375.206126  501.551037
+    5    3584.0  725.873439  384.859062  455.111115
+    6    4096.0  728.177767  381.023256  455.111095
+    7    4608.0  670.254540  394.267384  428.651163
     8    5120.0  688.403381  397.669909  422.268057
-    9    5632.0  704.000002  396.969169  411.470331
-    10   6144.0  707.223041  402.885254  409.600010
-    11   6656.0  700.631610  400.360920  398.861429
-    12   7168.0  695.078767  388.772874  386.154893
-    13   7680.0  682.666656  392.587863  385.203746
-    14   8192.0  639.375598  392.431125  377.729113
-    15   8704.0  630.153861  394.515569  380.502740
-    16   9216.0  609.322328  403.989025  383.002605
-    17   9728.0  591.817503  408.524944  382.427505
-    18  10240.0  570.871075  408.578556  381.911416
-    19  10752.0  551.384634  411.559798  380.601764
-    20  11264.0  537.982106  404.089694  374.686074
-    21  11776.0  524.835658  409.599991  378.345375
-    22  12288.0  518.754611  413.911572  383.251457
-    23  12800.0  505.679014  410.420828  377.163903
-    24  13312.0  495.330249  404.927765  376.976995
-    25  13824.0  482.934503  410.359948  378.739711
-    26  14336.0  471.967074  397.532043  372.969090
-    27  14848.0  461.297068  403.341254  375.304904
-    28  15360.0  454.269882  406.887417  378.092307
-    29  15872.0  447.098578  409.599996  377.343238
+    9    5632.0  704.000002  395.228063  415.262685
+    10   6144.0  702.171410  402.885254  411.313806
+    11   6656.0  705.271522  398.861429  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
+    15   8704.0  630.153861  389.005597  380.502740
+    16   9216.0  609.322328  407.337026  383.002605
+    17   9728.0  589.575753  409.599987  382.427505
+    18  10240.0  568.888869  408.578556  381.911416
+    19  10752.0  551.384634  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  517.389457  413.911572  382.878279
+    23  12800.0  505.679014  410.420828  376.470582
+    24  13312.0  494.180982  405.699062  376.310952
+    25  13824.0  481.882350  411.122660  379.389355
+    26  14336.0  470.997935  406.695045  374.185964
+    27  14848.0  461.297068  407.492270  374.712936
+    28  15360.0  454.269882  406.214870  378.092307
+    29  15872.0  447.098578  406.974373  376.225175
 
 
 
@@ -389,7 +389,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 5 minutes  23.495 seconds)
+   **Total running time of the script:** ( 5 minutes  22.023 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 cb643ad0c..3b82cc4c0 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
 =================
-**16:37.409** total execution time for **getting-started_tutorials** files:
+**16:35.037** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:07.264 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:09.675 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 05:23.495 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 05:22.023 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:22.745 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:21.935 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:43.406 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:40.920 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.499 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.485 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/master/getting-started/tutorials/01-vector-add.html b/master/getting-started/tutorials/01-vector-add.html
index ac40cf7e3..73b3531cb 100644
--- a/master/getting-started/tutorials/01-vector-add.html
+++ b/master/getting-started/tutorials/01-vector-add.html
@@ -324,11 +324,11 @@ for different problem sizes.</p>
            size      Triton       Torch
 0        4096.0    9.600000    9.600000
 1        8192.0   19.200000   19.200000
-2       16384.0   38.400001   31.999999
-3       32768.0   76.800002   76.800002
+2       16384.0   38.400001   38.400001
+3       32768.0   63.999998   63.999998
 4       65536.0  127.999995  127.999995
 5      131072.0  219.428568  219.428568
-6      262144.0  341.333321  341.333321
+6      262144.0  341.333321  384.000001
 7      524288.0  472.615390  472.615390
 8     1048576.0  614.400016  614.400016
 9     2097152.0  722.823517  702.171410
@@ -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  43.406 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  40.920 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 a547fc86e..2b26b30ca 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      546.133347   186.181817
-1     384.0  585.142862      585.142862   151.703707
-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   163.839992
+0     256.0  512.000001      512.000001   188.321838
+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   158.759699
+4     768.0  722.823517      664.216187   162.754967
 ..      ...         ...             ...          ...
-93  12160.0  812.359066      405.333344   199.038365
-94  12288.0  812.429770      415.222812   199.197579
-95  12416.0  812.498981      411.296057   198.954424
-96  12544.0  810.925276      412.546756   199.111113
-97  12672.0  811.007961      412.097543   199.264875
+93  12160.0  812.359066      406.179533   198.530610
+94  12288.0  812.429770      415.661740   198.794749
+95  12416.0  812.498981      412.149375   198.457532
+96  12544.0  811.745227      412.546756   198.716830
+97  12672.0  811.007961      412.097543   198.776477
 
 [98 rows x 4 columns]
 </pre></div>
@@ -392,7 +392,7 @@ We will then compare its performance against (1) <code class="code docutils lite
 Note however that the PyTorch <cite>softmax</cite> operation is more general and will works on tensors of any shape.</p></li>
 </ul>
 </div></blockquote>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  22.745 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  21.935 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 04d3880a7..8b6a7d8fb 100644
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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 836fe5c25..a2a5d072e 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 b2873df04..de5928249 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 1028633e8..e54c4e15a 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 26713d081..b6f8618cc 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 763e64b33..e52a8e883 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 ecce0bfd8..1ce6abe50 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 a5e73a51a..a6a3a2a1b 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
@@ -237,10 +237,10 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
     3       32768.0   63.999998   63.999998
     4       65536.0  127.999995  127.999995
     5      131072.0  219.428568  219.428568
-    6      262144.0  341.333321  341.333321
+    6      262144.0  341.333321  384.000001
     7      524288.0  472.615390  472.615390
     8     1048576.0  614.400016  614.400016
-    9     2097152.0  722.823517  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
@@ -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  42.831 seconds)
+   **Total running time of the script:** ( 1 minutes  42.436 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 81005599a..2084edc19 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   184.089886
+    0     256.0  512.000001      512.000001   190.511628
     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   158.759699
-    4     768.0  702.171410      664.216187   162.754967
+    3     640.0  682.666684      640.000002   160.000000
+    4     768.0  722.823517      664.216187   162.754967
     ..      ...         ...             ...          ...
-    93  12160.0  814.058574      406.179533   198.936606
-    94  12288.0  814.111783      416.101597   199.298541
-    95  12416.0  812.498981      412.149375   198.854847
-    96  12544.0  812.566838      412.546756   199.111113
-    97  12672.0  812.633240      412.097543   199.264875
+    93  12160.0  814.058574      406.179533   198.834951
+    94  12288.0  814.111783      415.661740   199.197579
+    95  12416.0  812.498981      411.722274   198.755369
+    96  12544.0  812.566838      412.971190   199.012395
+    97  12672.0  812.633240      412.097543   199.069228
 
     [98 rows x 4 columns]
 
@@ -314,7 +314,7 @@ In the above plot, we can see that:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 3 minutes  23.861 seconds)
+   **Total running time of the script:** ( 3 minutes  23.337 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 53e6ac977..2fa2c1c2a 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
@@ -467,32 +467,32 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
     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  51.150050  ...  52.428801             52.428801
+    5    896.0  39.025776  ...  40.140799             39.025776
+    6   1024.0  51.150050  ...  53.773130             52.428801
     7   1152.0  45.242181  ...  46.656000             46.656000
     8   1280.0  51.200001  ...  56.888887             56.109587
-    9   1408.0  64.138541  ...  66.485074             66.485074
+    9   1408.0  64.138541  ...  67.305878             66.485074
     10  1536.0  80.430545  ...  79.526831             78.643199
-    11  1664.0  63.372618  ...  62.492442             62.061463
+    11  1664.0  63.372618  ...  62.061463             62.061463
     12  1792.0  72.983276  ...  72.047592             71.588687
     13  1920.0  68.776119  ...  70.172588             70.172588
     14  2048.0  73.584279  ...  76.959706             76.608294
     15  2176.0  83.155572  ...  85.998493             85.269692
     16  2304.0  68.251065  ...  76.809875             76.563695
-    17  2432.0  71.125224  ...  85.653855             84.367759
-    18  2560.0  77.833728  ...  81.310171             80.908642
-    19  2688.0  83.552988  ...  89.676257             89.254248
-    20  2816.0  81.674548  ...  82.916747             83.392363
-    21  2944.0  82.784108  ...  83.060049             82.921853
-    22  3072.0  81.707223  ...  88.612060             88.335577
-    23  3200.0  84.656085  ...  95.522391             94.955488
-    24  3328.0  83.178850  ...  85.146420             83.613586
-    25  3456.0  81.849303  ...  89.779026             90.281712
-    26  3584.0  87.254137  ...  93.661869             97.522120
-    27  3712.0  85.748791  ...  90.160053             90.241499
-    28  3840.0  82.654712  ...  88.971840             91.322872
-    29  3968.0  86.051653  ...  91.678389             88.744681
-    30  4096.0  94.386588  ...  92.884244             90.200084
+    17  2432.0  71.305746  ...  75.118889             84.877538
+    18  2560.0  77.833728  ...  81.108913             80.908642
+    19  2688.0  83.369354  ...  89.676257             89.254248
+    20  2816.0  81.827785  ...  83.392363             83.074685
+    21  2944.0  82.102191  ...  83.060049             82.921853
+    22  3072.0  81.943708  ...  88.473602             88.335577
+    23  3200.0  83.224970  ...  95.808380             95.238096
+    24  3328.0  83.905938  ...  84.397770             84.995628
+    25  3456.0  82.773682  ...  82.350937             88.888170
+    26  3584.0  87.211821  ...  96.683219             98.483450
+    27  3712.0  86.192706  ...  87.783251             88.718781
+    28  3840.0  84.100380  ...  92.313853             88.402879
+    29  3968.0  93.361844  ...  86.973584             88.873953
+    30  4096.0  90.504200  ...  85.325956             88.301141
 
     [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  26.607 seconds)
+   **Total running time of the script:** ( 5 minutes  26.411 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_03-matrix-multiplication.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 fcebcbf10..7b12baf91 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   99.096776  307.200008
-    1    1536.0  347.773587  133.083026  338.201833
-    2    2048.0  423.724127  161.684218  336.657521
-    3    2560.0  461.954908  182.857144  328.556154
-    4    3072.0  511.999982  191.501303  319.168834
-    5    3584.0  551.384634  208.271186  308.301075
-    6    4096.0  568.231237  220.412561  298.796351
-    7    4608.0  495.928261  231.849059  287.251954
+    0    1024.0  307.200008   99.497980  307.200008
+    1    1536.0  351.085717  133.083026  341.333333
+    2    2048.0  420.102553  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  554.941930  208.271186  308.301075
+    6    4096.0  568.231237  220.412561  297.890900
+    7    4608.0  498.162157  231.364016  287.251954
     8    5120.0  522.893618  242.845844  283.787523
-    9    5632.0  536.380957  243.545956  291.310338
-    10   6144.0  542.117638  248.661056  286.322318
-    11   6656.0  527.207907  256.000009  286.793541
+    9    5632.0  536.380957  243.107920  291.310338
+    10   6144.0  542.117638  248.242431  286.322318
+    11   6656.0  527.207907  256.000009  286.279570
     12   7168.0  505.976473  261.844750  288.644296
-    13   7680.0  481.253256  260.338991  276.756754
-    14   8192.0  460.440290  269.326017  287.018988
-    15   8704.0  416.127506  267.815384  284.599455
-    16   9216.0  427.822068  272.729961  289.507855
+    13   7680.0  482.513091  260.707203  277.172933
+    14   8192.0  460.440290  268.957600  286.600589
+    15   8704.0  416.958106  267.815384  284.987724
+    16   9216.0  428.651187  272.729961  289.507855
     17   9728.0  438.857162  280.278512  288.950501
-    18  10240.0  446.836366  286.433562  290.153487
-    19  10752.0  428.651173  246.464170  290.267711
-    20  11264.0  429.104745  244.869560  285.767446
-    21  11776.0  421.198220  249.227509  288.686414
-    22  12288.0  419.504980  254.453844  294.911986
-    23  12800.0  415.135142  253.360817  289.811310
-    24  13312.0  412.242569  252.559690  290.179836
-    25  13824.0  404.604870  257.190689  292.571423
-    26  14336.0  397.761846  254.673567  286.481278
-    27  14848.0  383.999990  257.108233  289.246765
-    28  15360.0  374.253788  257.610071  287.326580
-    29  15872.0  366.629453  262.708969  291.229369
+    18  10240.0  446.836366  286.767793  290.153487
+    19  10752.0  429.364408  246.229020  290.267711
+    20  11264.0  429.104745  245.091565  285.767446
+    21  11776.0  421.826879  249.447482  288.686414
+    22  12288.0  420.102570  254.234486  295.207195
+    23  12800.0  415.135142  253.256381  288.180121
+    24  13312.0  412.242569  252.759501  290.179836
+    25  13824.0  404.604870  257.390218  292.571423
+    26  14336.0  397.761846  254.862216  286.481278
+    27  14848.0  384.414233  257.108233  289.246765
+    28  15360.0  374.634130  257.610071  287.775181
+    29  15872.0  366.982663  262.890274  291.229369
 
 
 
@@ -329,7 +329,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  12.518 seconds)
+   **Total running time of the script:** ( 2 minutes  11.600 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 6170d6653..55783c4a1 100644
--- a/v1.1.2/_sources/getting-started/tutorials/sg_execution_times.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/sg_execution_times.rst.txt
@@ -5,16 +5,16 @@
 
 Computation times
 =================
-**12:45.829** total execution time for **getting-started_tutorials** files:
+**12:43.795** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:26.607 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:26.411 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:23.861 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:23.337 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.518 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:11.600 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:42.831 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:42.436 | 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 767ddcfe2..4806993bc 100644
--- a/v1.1.2/getting-started/tutorials/01-vector-add.html
+++ b/v1.1.2/getting-started/tutorials/01-vector-add.html
@@ -327,10 +327,10 @@ for different problem sizes.</p>
 3       32768.0   63.999998   63.999998
 4       65536.0  127.999995  127.999995
 5      131072.0  219.428568  219.428568
-6      262144.0  341.333321  341.333321
+6      262144.0  341.333321  384.000001
 7      524288.0  472.615390  472.615390
 8     1048576.0  614.400016  614.400016
-9     2097152.0  722.823517  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
@@ -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  42.831 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  42.436 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 ee7f61739..c134a31ed 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   184.089886
+0     256.0  512.000001      512.000001   190.511628
 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   158.759699
-4     768.0  702.171410      664.216187   162.754967
+3     640.0  682.666684      640.000002   160.000000
+4     768.0  722.823517      664.216187   162.754967
 ..      ...         ...             ...          ...
-93  12160.0  814.058574      406.179533   198.936606
-94  12288.0  814.111783      416.101597   199.298541
-95  12416.0  812.498981      412.149375   198.854847
-96  12544.0  812.566838      412.546756   199.111113
-97  12672.0  812.633240      412.097543   199.264875
+93  12160.0  814.058574      406.179533   198.834951
+94  12288.0  814.111783      415.661740   199.197579
+95  12416.0  812.498981      411.722274   198.755369
+96  12544.0  812.566838      412.971190   199.012395
+97  12672.0  812.633240      412.097543   199.069228
 
 [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  23.861 seconds)</p>
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 <div class="sphx-glr-footer class sphx-glr-footer-example docutils container" id="sphx-glr-download-getting-started-tutorials-02-fused-softmax-py">
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