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index d7053323e..7083cd17a 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 410f7273f..9e7efda0e 100644
--- a/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
+++ b/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
@@ -234,8 +234,8 @@ 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   31.999999
-    3       32768.0   63.999998   76.800002
+    2       16384.0   31.999999   38.400001
+    3       32768.0   76.800002   76.800002
     4       65536.0  127.999995  127.999995
     5      131072.0  219.428568  219.428568
     6      262144.0  341.333321  341.333321
@@ -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  43.751 seconds)
+   **Total running time of the script:** ( 1 minutes  40.596 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 f089e47b8..512cd616c 100644
--- a/master/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
+++ b/master/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
@@ -279,15 +279,15 @@ We will then compare its performance against (1) :code:`torch.softmax` and (2) t
     softmax-performance:
               N      Triton  Torch (native)  Torch (jit)
     0     256.0  512.000001      546.133347   190.511628
-    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
+    1     384.0  585.142862      585.142862   151.703707
+    2     512.0  655.360017      585.142849   156.038096
+    3     640.0  682.666684      640.000002   160.000000
+    4     768.0  722.823517      646.736871   163.839992
     ..      ...         ...             ...          ...
-    93  12160.0  814.058574      406.179533   199.038365
-    94  12288.0  815.800825      415.661740   199.197579
-    95  12416.0  814.163950      412.149375   198.954424
-    96  12544.0  814.214963      412.971190   199.061730
+    93  12160.0  814.058574      405.755985   198.936606
+    94  12288.0  815.800825      415.442160   199.197579
+    95  12416.0  814.163950      412.149375   198.854847
+    96  12544.0  814.214963      412.971190   199.012395
     97  12672.0  814.265046      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  26.512 seconds)
+   **Total running time of the script:** ( 3 minutes  25.444 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 db4049026..2fadb2162 100644
--- a/master/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
+++ b/master/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
@@ -458,37 +458,37 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
 
     matmul-performance:
              M     cuBLAS  ...     Triton  Triton (+ LeakyReLU)
-    0    256.0   2.730667  ...   2.978909              2.978909
-    1    384.0   7.372800  ...   8.507077              7.899428
-    2    512.0  14.563555  ...  15.420235             15.420235
+    0    256.0   2.730667  ...   3.276800              2.978909
+    1    384.0   7.372800  ...   7.899428              7.899428
+    2    512.0  14.563555  ...  16.384000             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  ...  40.140799             40.140799
-    6   1024.0  49.932191  ...  53.773130             52.428801
-    7   1152.0  45.242181  ...  48.161033             47.396572
-    8   1280.0  51.200001  ...  58.514284             57.690139
+    6   1024.0  49.932191  ...  53.773130             53.773130
+    7   1152.0  44.566925  ...  48.161033             47.396572
+    8   1280.0  51.200001  ...  57.690139             57.690139
     9   1408.0  64.138541  ...  69.009825             69.009825
     10  1536.0  80.430545  ...  81.355034             80.430545
-    11  1664.0  63.372618  ...  63.822072             63.372618
+    11  1664.0  62.929456  ...  63.372618             62.929456
     12  1792.0  72.983276  ...  63.142831             62.790080
     13  1920.0  69.120002  ...  71.626943             70.892307
-    14  2048.0  73.584279  ...  78.033565             78.033565
+    14  2048.0  73.262953  ...  78.398206             78.033565
     15  2176.0  83.155572  ...  87.494120             86.739860
-    16  2304.0  68.251065  ...  77.558029             77.558029
-    17  2432.0  71.125224  ...  75.726318             75.320281
-    18  2560.0  77.833728  ...  82.331658             82.125311
-    19  2688.0  83.369354  ...  90.316801             90.748936
-    20  2816.0  83.873477  ...  83.954203             84.035084
-    21  2944.0  82.784108  ...  83.477440             84.182483
-    22  3072.0  81.825298  ...  89.310890             88.335577
-    23  3200.0  83.009080  ...  92.753621             95.952022
-    24  3328.0  82.558825  ...  83.323259             84.003845
-    25  3456.0  81.849303  ...  89.679166             90.484366
-    26  3584.0  86.958797  ...  99.025764             99.795109
-    27  3712.0  83.386762  ...  87.629253             88.326564
-    28  3840.0  80.197243  ...  85.597527             91.701494
-    29  3968.0  88.103928  ...  87.913500             85.992909
-    30  4096.0  89.657802  ...  84.201835             90.748973
+    16  2304.0  68.446623  ...  77.810656             77.558029
+    17  2432.0  71.305746  ...  75.726318             75.522751
+    18  2560.0  77.833728  ...  81.512437             81.715711
+    19  2688.0  83.552988  ...  90.966561             90.532356
+    20  2816.0  83.873477  ...  83.712490             83.712490
+    21  2944.0  81.832567  ...  84.040530             83.899046
+    22  3072.0  81.121923  ...  88.890270             88.750943
+    23  3200.0  84.544253  ...  95.665176             94.117647
+    24  3328.0  79.901550  ...  83.226931             84.795401
+    25  3456.0  82.519518  ...  88.692595             91.304157
+    26  3584.0  87.211821  ...  99.134944             99.684470
+    27  3712.0  80.757757  ...  86.790606             87.399253
+    28  3840.0  81.019778  ...  85.531326             91.322872
+    29  3968.0  86.114283  ...  90.522206             85.811488
+    30  4096.0  91.491294  ...  83.158446             85.816960
 
     [31 rows x 5 columns]
 
@@ -498,7 +498,7 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 6 minutes  2.461 seconds)
+   **Total running time of the script:** ( 5 minutes  58.307 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_03-matrix-multiplication.py:
diff --git a/master/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt b/master/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
index 8c652cdd2..d1778b13a 100644
--- a/master/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
+++ b/master/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
@@ -240,7 +240,7 @@ References
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  0.013 seconds)
+   **Total running time of the script:** ( 0 minutes  0.012 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 c87c9bea4..e434398e2 100644
--- a/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
+++ b/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
@@ -38,36 +38,36 @@ Layer Normalization
 
     layer-norm-backward:
               N      Triton       Torch        Apex
-    0    1024.0  361.411758   99.497980  307.200008
-    1    1536.0  405.098894  134.540150  338.201833
-    2    2048.0  491.520012  158.554837  321.254900
-    3    2560.0  461.954908  182.314537  328.556154
-    4    3072.0  522.893629  191.999993  315.076914
-    5    3584.0  551.384634  208.271186  310.527060
-    6    4096.0  564.965515  219.919464  301.546004
-    7    4608.0  502.690905  233.316456  288.751954
-    8    5120.0  527.381977  240.469672  282.482762
-    9    5632.0  542.843364  241.371422  287.591490
-    10   6144.0  546.133354  250.349744  286.322318
-    11   6656.0  527.207907  255.182111  284.748652
-    12   7168.0  505.976473  256.000002  280.182402
-    13   7680.0  483.779539  264.447629  279.272719
-    14   8192.0  463.698115  265.327937  277.694924
-    15   8704.0  413.655443  263.757583  282.673891
-    16   9216.0  427.822068  270.065931  286.879380
-    17   9728.0  438.033784  279.942444  288.593329
-    18  10240.0  444.412281  285.435547  286.767793
-    19  10752.0  430.797982  246.699797  289.616170
-    20  11264.0  427.746848  244.205952  283.966395
-    21  11776.0  421.198220  249.227509  288.097854
-    22  12288.0  417.131525  253.578674  294.323369
-    23  12800.0  412.072450  253.465340  288.721817
-    24  13312.0  409.075539  253.763296  291.769875
-    25  13824.0  404.112047  257.190689  292.313649
-    26  14336.0  394.568805  252.246330  285.530296
-    27  14848.0  383.999990  257.479779  289.012175
-    28  15360.0  378.869469  260.338991  290.496454
-    29  15872.0  370.552519  263.800544  292.796308
+    0    1024.0  356.173905   99.497980  315.076934
+    1    1536.0  405.098894  134.050910  344.523365
+    2    2048.0  491.520012  159.067963  334.367350
+    3    2560.0  458.507457  182.314537  330.322572
+    4    3072.0  522.893629  191.501303  321.956335
+    5    3584.0  554.941930  207.768111  309.410081
+    6    4096.0  564.965515  220.907859  300.623865
+    7    4608.0  500.416301  232.336141  287.251954
+    8    5120.0  529.655159  243.809526  286.433562
+    9    5632.0  542.843364  244.426754  291.939522
+    10   6144.0  550.208948  251.202731  288.000001
+    11   6656.0  532.479975  255.590406  286.793541
+    12   7168.0  510.480705  253.734520  277.919225
+    13   7680.0  487.619051  266.358392  284.884090
+    14   8192.0  468.114289  258.354805  278.481578
+    15   8704.0  414.476194  267.815384  285.377055
+    16   9216.0  429.483477  272.394084  290.267724
+    17   9728.0  438.857162  279.942444  288.950501
+    18  10240.0  444.412281  287.102804  290.153487
+    19  10752.0  427.231788  246.935876  289.941565
+    20  11264.0  427.071098  245.536784  286.069848
+    21  11776.0  418.702211  249.447482  288.686414
+    22  12288.0  415.369018  254.673582  294.323369
+    23  12800.0  410.695192  254.094291  289.811310
+    24  13312.0  410.125805  252.360194  289.391298
+    25  13824.0  404.604870  257.190689  291.799461
+    26  14336.0  396.387109  256.000002  289.129416
+    27  14848.0  385.662341  257.479779  288.777966
+    28  15360.0  379.259256  258.332158  287.550706
+    29  15872.0  372.000001  261.626369  290.562936
 
 
 
@@ -339,7 +339,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  13.338 seconds)
+   **Total running time of the script:** ( 2 minutes  12.274 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 d5d00ea71..8be6b4884 100644
--- a/master/_sources/getting-started/tutorials/sg_execution_times.rst.txt
+++ b/master/_sources/getting-started/tutorials/sg_execution_times.rst.txt
@@ -5,16 +5,16 @@
 
 Computation times
 =================
-**13:26.076** total execution time for **getting-started_tutorials** files:
+**13:16.634** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:02.461 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:58.307 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:26.512 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:25.444 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:13.338 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.274 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:43.751 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:40.596 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.013 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.012 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/master/getting-started/tutorials/01-vector-add.html b/master/getting-started/tutorials/01-vector-add.html
index 0aa0a1fd9..1921d6156 100644
--- a/master/getting-started/tutorials/01-vector-add.html
+++ b/master/getting-started/tutorials/01-vector-add.html
@@ -324,8 +324,8 @@ 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   31.999999
-3       32768.0   63.999998   76.800002
+2       16384.0   31.999999   38.400001
+3       32768.0   76.800002   76.800002
 4       65536.0  127.999995  127.999995
 5      131072.0  219.428568  219.428568
 6      262144.0  341.333321  341.333321
@@ -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  43.751 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  40.596 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 51fc60996..922fd13c7 100644
--- a/master/getting-started/tutorials/02-fused-softmax.html
+++ b/master/getting-started/tutorials/02-fused-softmax.html
@@ -370,15 +370,15 @@ 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      546.133347   190.511628
-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
+1     384.0  585.142862      585.142862   151.703707
+2     512.0  655.360017      585.142849   156.038096
+3     640.0  682.666684      640.000002   160.000000
+4     768.0  722.823517      646.736871   163.839992
 ..      ...         ...             ...          ...
-93  12160.0  814.058574      406.179533   199.038365
-94  12288.0  815.800825      415.661740   199.197579
-95  12416.0  814.163950      412.149375   198.954424
-96  12544.0  814.214963      412.971190   199.061730
+93  12160.0  814.058574      405.755985   198.936606
+94  12288.0  815.800825      415.442160   199.197579
+95  12416.0  814.163950      412.149375   198.854847
+96  12544.0  814.214963      412.971190   199.012395
 97  12672.0  814.265046      412.097543   199.167004
 
 [98 rows x 4 columns]
@@ -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  26.512 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  25.444 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 9af7723e2..1d9680a09 100644
--- a/master/getting-started/tutorials/03-matrix-multiplication.html
+++ b/master/getting-started/tutorials/03-matrix-multiplication.html
@@ -564,42 +564,42 @@ torch_output=tensor([[  1.1045, -36.9688,  31.4688,  ..., -11.3906,  24.4531, -3
 <p class="sphx-glr-script-out">Out:</p>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>matmul-performance:
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index 829d83eff..11a4ca8c0 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
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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 dc5323118..5276e480a 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 31e33b6e6..1e69ae006 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 15d333528..04c375008 100644
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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 37cd5a0bd..29cb9e477 100644
--- a/v1.1.2/_sources/getting-started/tutorials/01-vector-add.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/01-vector-add.rst.txt
@@ -234,14 +234,14 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
     0        4096.0    9.600000    9.600000
     1        8192.0   19.200000   19.200000
     2       16384.0   38.400001   38.400001
-    3       32768.0   76.800002   76.800002
+    3       32768.0   63.999998   63.999998
     4       65536.0  127.999995  127.999995
     5      131072.0  219.428568  219.428568
-    6      262144.0  341.333321  384.000001
+    6      262144.0  341.333321  341.333321
     7      524288.0  472.615390  472.615390
     8     1048576.0  614.400016  614.400016
-    9     2097152.0  702.171410  702.171410
-    10    4194304.0  780.190482  768.000002
+    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  842.004273
@@ -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  39.535 seconds)
+   **Total running time of the script:** ( 1 minutes  44.347 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 5e7746b56..161bebf19 100644
--- a/v1.1.2/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
@@ -286,17 +286,17 @@ We will then compare its performance against (1) :code:`torch.softmax` and (2) t
 
     softmax-performance:
               N      Triton  Torch (native)  Torch (jit)
-    0     256.0  512.000001      546.133347   190.511628
+    0     256.0  512.000001      546.133347   188.321838
     1     384.0  585.142862      585.142862   149.853661
     2     512.0  655.360017      585.142849   154.566038
     3     640.0  682.666684      640.000002   158.759699
-    4     768.0  702.171410      646.736871   162.754967
+    4     768.0  722.823517      646.736871   162.754967
     ..      ...         ...             ...          ...
-    93  12160.0  812.359066      405.755985   198.733401
-    94  12288.0  812.429770      415.222812   199.096718
-    95  12416.0  812.498981      412.149375   198.755369
-    96  12544.0  812.566838      412.971190   198.913776
-    97  12672.0  812.633240      412.097543   199.069228
+    93  12160.0  812.359066      405.755985   198.530610
+    94  12288.0  814.111783      415.661740   198.794749
+    95  12416.0  812.498981      412.149375   198.507098
+    96  12544.0  812.566838      412.971190   198.667643
+    97  12672.0  812.633240      412.097543   198.776477
 
     [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  22.131 seconds)
+   **Total running time of the script:** ( 3 minutes  21.791 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 aebce0fa6..bdf257f30 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  ...  16.384000             16.384000
     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
+    5    896.0  37.971025  ...  40.140799             39.025776
     6   1024.0  49.932191  ...  52.428801             52.428801
-    7   1152.0  44.566925  ...  46.656000             46.656000
+    7   1152.0  45.242181  ...  46.656000             46.656000
     8   1280.0  51.200001  ...  56.888887             56.888887
     9   1408.0  64.138541  ...  67.305878             67.305878
     10  1536.0  80.430545  ...  79.526831             79.526831
     11  1664.0  63.372618  ...  62.492442             62.061463
-    12  1792.0  72.983276  ...  72.512412             72.047592
-    13  1920.0  68.776119  ...  70.172588             69.818184
+    12  1792.0  72.983276  ...  71.588687             71.588687
+    13  1920.0  68.776119  ...  70.172588             70.172588
     14  2048.0  73.908442  ...  76.959706             76.608294
     15  2176.0  83.155572  ...  85.998493             85.269692
-    16  2304.0  68.251065  ...  76.563695             76.319081
-    17  2432.0  71.125224  ...  83.119713             84.621881
-    18  2560.0  77.833728  ...  81.108913             80.511054
-    19  2688.0  84.108772  ...  89.676257             89.254248
-    20  2816.0  83.074685  ...  82.916747             83.233226
-    21  2944.0  82.509987  ...  81.431424             80.510553
-    22  3072.0  82.181572  ...  88.335577             87.516392
-    23  3200.0  82.051282  ...  95.808380             94.814812
-    24  3328.0  83.034941  ...  84.200347             84.496824
-    25  3456.0  82.519518  ...  85.043848             80.866699
-    26  3584.0  87.127323  ...  98.591437             92.505546
-    27  3712.0  83.947349  ...  87.018592             84.946722
-    28  3840.0  84.809814  ...  92.390975             83.908951
-    29  3968.0  92.723355  ...  79.287810             84.562670
-    30  4096.0  87.552332  ...  86.452646             91.180520
+    16  2304.0  68.251065  ...  76.563695             76.076024
+    17  2432.0  71.125224  ...  85.134737             82.630777
+    18  2560.0  77.833728  ...  81.310171             80.908642
+    19  2688.0  83.737433  ...  88.422041             89.888756
+    20  2816.0  82.135981  ...  83.074685             83.392363
+    21  2944.0  81.034195  ...  83.060049             81.967162
+    22  3072.0  81.005868  ...  86.053349             88.335577
+    23  3200.0  84.432717  ...  95.522391             94.955488
+    24  3328.0  82.939284  ...  84.298943             84.298943
+    25  3456.0  80.140726  ...  91.200871             83.721895
+    26  3584.0  84.745889  ...  93.759530             95.350361
+    27  3712.0  81.415926  ...  88.248537             87.322855
+    28  3840.0  80.197243  ...  84.356981             91.398346
+    29  3968.0  86.051653  ...  90.859224             84.915752
+    30  4096.0  93.466385  ...  83.365047             83.391753
 
     [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  27.663 seconds)
+   **Total running time of the script:** ( 5 minutes  23.964 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 5a1f9b31a..3a385a5bb 100644
--- a/v1.1.2/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
@@ -238,7 +238,7 @@ References
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  0.012 seconds)
+   **Total running time of the script:** ( 0 minutes  0.011 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_04-low-memory-dropout.py:
diff --git a/v1.1.2/_sources/getting-started/tutorials/05-layer-norm.rst.txt b/v1.1.2/_sources/getting-started/tutorials/05-layer-norm.rst.txt
index 6a9b13d4c..1a58ddcd3 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
@@ -39,35 +39,35 @@ Layer Normalization
     layer-norm-backward:
               N      Triton       Torch        Apex
     0    1024.0  307.200008   99.497980  311.088617
-    1    1536.0  347.773587  134.050910  341.333333
-    2    2048.0  423.724127  158.554837  321.254900
-    3    2560.0  458.507457  182.314537  325.079368
-    4    3072.0  515.580429  191.501303  319.168834
-    5    3584.0  551.384634  207.768111  309.410081
-    6    4096.0  564.965515  220.907859  300.623865
-    7    4608.0  498.162157  232.336141  287.251954
-    8    5120.0  529.655159  243.326731  286.433562
-    9    5632.0  540.671974  244.426754  291.939522
-    10   6144.0  548.163546  251.202731  287.438593
+    1    1536.0  347.773587  134.050910  344.523365
+    2    2048.0  423.724127  159.067963  321.254900
+    3    2560.0  458.507457  182.314537  326.808501
+    4    3072.0  515.580429  191.501303  317.793096
+    5    3584.0  551.384634  207.768111  308.301075
+    6    4096.0  564.965515  220.907859  296.096389
+    7    4608.0  498.162157  232.336141  291.799469
+    8    5120.0  527.381977  243.326731  291.184826
+    9    5632.0  540.671974  244.426754  290.683877
+    10   6144.0  548.163546  251.202731  286.879370
     11   6656.0  534.260858  255.590406  286.279570
-    12   7168.0  516.612607  253.734520  277.470965
-    13   7680.0  488.912481  266.358392  284.884090
-    14   8192.0  464.794337  258.354805  278.087683
-    15   8704.0  416.127506  267.472468  285.377055
-    16   9216.0  429.483477  272.059034  289.887291
-    17   9728.0  437.213490  280.278512  288.950501
-    18  10240.0  446.836366  287.102804  290.153487
-    19  10752.0  429.364408  246.935876  289.941565
+    12   7168.0  516.612607  253.734520  277.919225
+    13   7680.0  488.912481  266.358392  280.547947
+    14   8192.0  463.698115  258.694729  278.087683
+    15   8704.0  416.127506  267.472468  284.987724
+    16   9216.0  429.483477  272.394084  289.887291
+    17   9728.0  437.213490  279.942444  288.950501
+    18  10240.0  446.836366  286.767793  289.811322
+    19  10752.0  429.364408  246.699797  289.941565
     20  11264.0  430.471331  245.536784  286.069848
-    21  11776.0  420.571432  249.227509  288.686414
+    21  11776.0  421.198220  249.447482  288.686414
     22  12288.0  418.314886  254.673582  294.323369
-    23  12800.0  414.016170  254.094291  289.265522
-    24  13312.0  412.242569  252.360194  289.129403
-    25  13824.0  404.604870  256.991469  291.799461
+    23  12800.0  414.016170  254.094291  287.910035
+    24  13312.0  412.242569  252.559690  289.129403
+    25  13824.0  404.604870  257.190689  291.799461
     26  14336.0  395.930964  256.000002  289.129416
-    27  14848.0  386.080180  257.479779  289.012175
+    27  14848.0  386.498925  257.479779  289.012175
     28  15360.0  376.547496  258.332158  286.656296
-    29  15872.0  369.116300  261.626369  290.341468
+    29  15872.0  369.116300  261.626369  290.784741
 
 
 
@@ -329,7 +329,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  12.309 seconds)
+   **Total running time of the script:** ( 2 minutes  12.612 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 ec0934ba3..983203681 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
 =================
-**12:41.650** total execution time for **getting-started_tutorials** files:
+**12:42.725** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:27.663 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:23.964 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:22.131 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:21.791 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.309 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.612 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:39.535 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:44.347 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.012 | 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 c5fc4abf5..45c60de30 100644
--- a/v1.1.2/getting-started/tutorials/01-vector-add.html
+++ b/v1.1.2/getting-started/tutorials/01-vector-add.html
@@ -324,14 +324,14 @@ for different problem sizes.</p>
 0        4096.0    9.600000    9.600000
 1        8192.0   19.200000   19.200000
 2       16384.0   38.400001   38.400001
-3       32768.0   76.800002   76.800002
+3       32768.0   63.999998   63.999998
 4       65536.0  127.999995  127.999995
 5      131072.0  219.428568  219.428568
-6      262144.0  341.333321  384.000001
+6      262144.0  341.333321  341.333321
 7      524288.0  472.615390  472.615390
 8     1048576.0  614.400016  614.400016
-9     2097152.0  702.171410  702.171410
-10    4194304.0  780.190482  768.000002
+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  842.004273
@@ -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  39.535 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  44.347 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 9e0fcb71d..f972f1442 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      546.133347   190.511628
+0     256.0  512.000001      546.133347   188.321838
 1     384.0  585.142862      585.142862   149.853661
 2     512.0  655.360017      585.142849   154.566038
 3     640.0  682.666684      640.000002   158.759699
-4     768.0  702.171410      646.736871   162.754967
+4     768.0  722.823517      646.736871   162.754967
 ..      ...         ...             ...          ...
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