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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 d3c4324af..a2e372d34 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 dd99892e1..53f0cf9e9 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   38.400001
-    3       32768.0   76.800002   63.999998
+    2       16384.0   38.400001   31.999999
+    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  40.129 seconds)
+   **Total running time of the script:** ( 1 minutes  41.611 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 b79e5cc8e..d6dc6ee45 100644
--- a/master/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
+++ b/master/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
@@ -278,17 +278,17 @@ We will then compare its performance against (1) :code:`torch.softmax` and (2) t
 
     softmax-performance:
               N      Triton  Torch (native)  Torch (jit)
-    0     256.0  512.000001      546.133347   186.181817
+    0     256.0  512.000001      546.133347   188.321838
     1     384.0  585.142862      558.545450   151.703707
-    2     512.0  655.360017      585.142849   154.566038
+    2     512.0  655.360017      606.814814   154.566038
     3     640.0  682.666684      640.000002   158.759699
-    4     768.0  722.823517      646.736871   163.839992
+    4     768.0  722.823517      664.216187   163.839992
     ..      ...         ...             ...          ...
-    93  12160.0  814.058574      405.755985   199.038365
-    94  12288.0  814.111783      415.661740   199.197579
-    95  12416.0  814.163950      412.149375   198.954424
-    96  12544.0  814.214963      412.546756   199.012395
-    97  12672.0  814.265046      411.679167   199.167004
+    93  12160.0  814.058574      405.755985   198.733401
+    94  12288.0  814.111783      415.661740   198.895304
+    95  12416.0  814.163950      411.722274   198.556711
+    96  12544.0  814.214963      412.971190   198.716830
+    97  12672.0  814.265046      411.679167   198.873965
 
     [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  22.121 seconds)
+   **Total running time of the script:** ( 3 minutes  25.996 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 ad802f92f..0396bb3da 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  ...   3.276800              2.978909
+    0    256.0   2.978909  ...   3.276800              3.276800
     1    384.0   7.372800  ...   7.899428              8.507077
-    2    512.0  14.563555  ...  15.420235             15.420235
+    2    512.0  14.563555  ...  16.384000             16.384000
     3    640.0  22.260869  ...  24.380953             24.380953
-    4    768.0  31.597714  ...  35.389441             34.028308
-    5    896.0  37.971025  ...  40.140799             40.140799
+    4    768.0  32.768000  ...  35.389441             34.028308
+    5    896.0  37.971025  ...  41.321411             40.140799
     6   1024.0  49.932191  ...  53.773130             53.773130
     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             68.147202
-    10  1536.0  80.430545  ...  80.430545             80.430545
-    11  1664.0  62.929456  ...  63.372618             62.929456
+    10  1536.0  79.526831  ...  79.526831             80.430545
+    11  1664.0  62.929456  ...  63.372618             63.372618
     12  1792.0  72.983276  ...  63.499573             63.142831
-    13  1920.0  69.120002  ...  71.626943             71.257735
-    14  2048.0  73.584279  ...  78.033565             77.672296
-    15  2176.0  83.155572  ...  87.115360             86.739860
-    16  2304.0  68.251065  ...  77.810656             77.558029
-    17  2432.0  71.305746  ...  75.320281             75.320281
-    18  2560.0  77.833728  ...  82.539044             82.125311
-    19  2688.0  83.922689  ...  90.966561             90.532356
-    20  2816.0  83.233226  ...  84.035084             83.552120
-    21  2944.0  82.102191  ...  83.337844             84.182483
-    22  3072.0  81.005868  ...  90.020831             89.451983
-    23  3200.0  84.880639  ...  96.385543             95.238096
-    24  3328.0  83.905938  ...  84.995628             85.297742
-    25  3456.0  81.108217  ...  86.689860             89.380896
-    26  3584.0  86.540320  ...  99.244365             99.684470
-    27  3712.0  82.287760  ...  85.163978             86.942857
-    28  3840.0  84.842346  ...  87.355452             92.468225
-    29  3968.0  87.097744  ...  92.163097             84.504108
-    30  4096.0  93.271527  ...  93.077479             87.324485
+    13  1920.0  68.776119  ...  71.257735             70.892307
+    14  2048.0  73.262953  ...  78.033565             77.672296
+    15  2176.0  83.155572  ...  87.494120             86.739860
+    16  2304.0  68.446623  ...  78.064941             77.558029
+    17  2432.0  71.305746  ...  75.522751             75.320281
+    18  2560.0  77.833728  ...  82.331658             82.125311
+    19  2688.0  84.108772  ...  90.748936             90.532356
+    20  2816.0  83.233226  ...  83.873477             83.873477
+    21  2944.0  81.967162  ...  83.899046             84.182483
+    22  3072.0  81.707223  ...  88.890270             89.877939
+    23  3200.0  84.656085  ...  96.385543             96.240602
+    24  3328.0  83.226931  ...  84.995628             84.795401
+    25  3456.0  82.773682  ...  92.033756             89.779026
+    26  3584.0  86.540320  ...  95.148565             96.372338
+    27  3712.0  84.301560  ...  87.629253             88.248537
+    28  3840.0  81.079177  ...  88.050954             91.777595
+    29  3968.0  87.913500  ...  91.575185             84.915752
+    30  4096.0  92.500158  ...  88.011627             88.011627
 
     [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:** ( 5 minutes  49.071 seconds)
+   **Total running time of the script:** ( 6 minutes  14.105 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 6830f2cb1..8f6c2b69f 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   97.523810  303.407414
-    1    1536.0  405.098894  134.050910  341.333333
-    2    2048.0  491.520012  160.627450  334.367350
-    3    2560.0  461.954908  180.705883  330.322572
-    4    3072.0  515.580429  191.999993  323.368415
-    5    3584.0  558.545477  207.768111  310.527060
-    6    4096.0  564.965515  220.907859  297.890900
-    7    4608.0  502.690905  232.825259  287.251954
-    8    5120.0  525.128191  242.366855  285.104413
+    0    1024.0  361.411758   97.912354  303.407414
+    1    1536.0  409.599994  134.540150  341.333333
+    2    2048.0  496.484863  161.154101  334.367350
+    3    2560.0  461.954908  181.238943  330.322572
+    4    3072.0  519.211251  192.501302  323.368415
+    5    3584.0  558.545477  208.271186  311.652167
+    6    4096.0  564.965515  220.907859  296.990947
+    7    4608.0  500.416301  232.336141  287.251954
+    8    5120.0  527.381977  242.366855  284.444444
     9    5632.0  540.671974  243.107920  289.438969
-    10   6144.0  544.118087  248.661056  286.322318
-    11   6656.0  525.473708  256.000009  285.767438
-    12   7168.0  503.017523  259.867079  284.821192
+    10   6144.0  546.133354  248.661056  286.879370
+    11   6656.0  527.207907  256.000009  285.257135
+    12   7168.0  503.017523  260.260201  284.821192
     13   7680.0  483.779539  262.938666  280.121579
-    14   8192.0  463.698115  266.406514  284.115618
-    15   8704.0  414.476194  267.472468  284.987724
-    16   9216.0  426.996150  271.391419  287.999990
-    17   9728.0  437.213490  280.615388  289.667485
-    18  10240.0  446.836366  286.100109  289.811322
-    19  10752.0  429.364408  246.699797  290.267711
-    20  11264.0  427.071098  245.313973  286.980888
-    21  11776.0  420.571432  249.667843  288.981596
+    14   8192.0  463.698115  266.406514  284.526763
+    15   8704.0  414.476194  267.815384  284.987724
+    16   9216.0  426.996150  271.724806  287.999990
+    17   9728.0  437.213490  280.615388  290.027323
+    18  10240.0  446.025405  286.433562  290.153487
+    19  10752.0  429.364408  246.935876  290.267711
+    20  11264.0  426.397479  245.536784  286.980888
+    21  11776.0  420.571432  249.667843  289.277383
     22  12288.0  416.542386  254.673582  294.617366
-    23  12800.0  411.244989  253.884294  289.811310
-    24  13312.0  409.599999  252.959629  290.443638
-    25  13824.0  405.098897  257.290415  292.056329
-    26  14336.0  395.021816  255.051144  286.719986
-    27  14848.0  386.080180  257.852379  289.246765
-    28  15360.0  380.041240  257.790220  286.879376
-    29  15872.0  370.913333  261.626369  289.679087
+    23  12800.0  410.695192  253.884294  287.910035
+    24  13312.0  409.075539  252.959629  290.443638
+    25  13824.0  405.098897  257.390218  291.799461
+    26  14336.0  394.568805  254.862216  287.198654
+    27  14848.0  386.498925  257.852379  289.717061
+    28  15360.0  380.433442  257.790220  288.000007
+    29  15872.0  370.552519  261.806182  290.120338
 
 
 
@@ -339,7 +339,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  11.654 seconds)
+   **Total running time of the script:** ( 2 minutes  14.046 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 43d9ee063..9dca1041b 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
 =================
-**13:02.987** total execution time for **getting-started_tutorials** files:
+**13:35.769** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:49.071 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:14.105 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:22.121 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:25.996 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:11.654 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:14.046 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:40.129 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:41.611 | 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 6694027a1..c5e072179 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   38.400001
-3       32768.0   76.800002   63.999998
+2       16384.0   38.400001   31.999999
+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  40.129 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  41.611 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 233b0b6ff..2c46d1f1d 100644
--- a/master/getting-started/tutorials/02-fused-softmax.html
+++ b/master/getting-started/tutorials/02-fused-softmax.html
@@ -369,17 +369,17 @@ We will then compare its performance against (1) <code class="code docutils lite
 <p class="sphx-glr-script-out">Out:</p>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>softmax-performance:
           N      Triton  Torch (native)  Torch (jit)
-0     256.0  512.000001      546.133347   186.181817
+0     256.0  512.000001      546.133347   188.321838
 1     384.0  585.142862      558.545450   151.703707
-2     512.0  655.360017      585.142849   154.566038
+2     512.0  655.360017      606.814814   154.566038
 3     640.0  682.666684      640.000002   158.759699
-4     768.0  722.823517      646.736871   163.839992
+4     768.0  722.823517      664.216187   163.839992
 ..      ...         ...             ...          ...
-93  12160.0  814.058574      405.755985   199.038365
-94  12288.0  814.111783      415.661740   199.197579
-95  12416.0  814.163950      412.149375   198.954424
-96  12544.0  814.214963      412.546756   199.012395
-97  12672.0  814.265046      411.679167   199.167004
+93  12160.0  814.058574      405.755985   198.733401
+94  12288.0  814.111783      415.661740   198.895304
+95  12416.0  814.163950      411.722274   198.556711
+96  12544.0  814.214963      412.971190   198.716830
+97  12672.0  814.265046      411.679167   198.873965
 
 [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  22.121 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  25.996 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 9eb3e7529..61e11db77 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:
          M     cuBLAS  ...     Triton  Triton (+ LeakyReLU)
-0    256.0   2.730667  ...   3.276800              2.978909
+0    256.0   2.978909  ...   3.276800              3.276800
 1    384.0   7.372800  ...   7.899428              8.507077
-2    512.0  14.563555  ...  15.420235             15.420235
+2    512.0  14.563555  ...  16.384000             16.384000
 3    640.0  22.260869  ...  24.380953             24.380953
-4    768.0  31.597714  ...  35.389441             34.028308
-5    896.0  37.971025  ...  40.140799             40.140799
+4    768.0  32.768000  ...  35.389441             34.028308
+5    896.0  37.971025  ...  41.321411             40.140799
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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 cd25d2da0..808188831 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 061bdd14d..787dde419 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 b6382a4fe..a16f4f71e 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 d327d6ce4..fc1699d7d 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 056cd5851..d2b8008f6 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 a27b83231..b08cb14fe 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 e292514be..8cecf5f9c 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   76.800002   76.800002
     4       65536.0  127.999995  127.999995
     5      131072.0  219.428568  219.428568
-    6      262144.0  341.333321  384.000001
+    6      262144.0  341.333321  341.333321
     7      524288.0  472.615390  472.615390
     8     1048576.0  614.400016  614.400016
-    9     2097152.0  722.823517  722.823517
+    9     2097152.0  722.823517  702.171410
     10    4194304.0  780.190482  780.190482
     11    8388608.0  812.429770  812.429770
     12   16777216.0  833.084721  833.084721
@@ -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  42.257 seconds)
+   **Total running time of the script:** ( 1 minutes  45.272 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 95d4b584f..efe93663c 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   192.752942
+    0     256.0  512.000001      546.133347   190.511628
     1     384.0  585.142862      558.545450   151.703707
     2     512.0  655.360017      606.814814   154.566038
-    3     640.0  682.666684      640.000002   160.000000
+    3     640.0  682.666684      640.000002   158.759699
     4     768.0  722.823517      664.216187   163.839992
     ..      ...         ...             ...          ...
-    93  12160.0  812.359066      405.755985   198.631953
-    94  12288.0  814.111783      415.661740   198.895304
-    95  12416.0  812.498981      411.722274   198.457532
-    96  12544.0  812.566838      412.971190   198.618504
-    97  12672.0  812.633240      411.679167   198.776477
+    93  12160.0  812.359066      405.755985   198.834951
+    94  12288.0  814.111783      415.661740   198.995960
+    95  12416.0  812.498981      412.149375   198.655991
+    96  12544.0  812.566838      412.546756   198.815254
+    97  12672.0  812.633240      411.679167   198.971549
 
     [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  23.581 seconds)
+   **Total running time of the script:** ( 3 minutes  21.936 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 cc09ee479..09b5e5347 100644
--- a/v1.1.2/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
@@ -462,37 +462,37 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
 
     matmul-performance:
              M     cuBLAS  ...     Triton  Triton (+ LeakyReLU)
-    0    256.0   2.730667  ...   2.978909              2.978909
-    1    384.0   7.372800  ...   8.507077              8.507077
-    2    512.0  14.563555  ...  16.384000             16.384000
+    0    256.0   2.978909  ...   3.276800              2.978909
+    1    384.0   7.372800  ...   8.507077              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  ...  34.028308             34.028308
-    5    896.0  39.025776  ...  40.140799             39.025776
-    6   1024.0  49.932191  ...  52.428801             52.428801
+    5    896.0  37.971025  ...  39.025776             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  ...  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  62.929456  ...  62.929456             62.061463
     12  1792.0  72.983276  ...  72.512412             71.588687
-    13  1920.0  68.776119  ...  70.172588             70.172588
-    14  2048.0  73.908442  ...  76.959706             76.608294
+    13  1920.0  69.120002  ...  69.818184             70.172588
+    14  2048.0  73.584279  ...  76.959706             76.608294
     15  2176.0  83.155572  ...  85.998493             85.269692
-    16  2304.0  68.446623  ...  77.057651             76.563695
-    17  2432.0  71.305746  ...  85.653855             84.367759
-    18  2560.0  77.833728  ...  81.512437             81.310171
-    19  2688.0  84.295681  ...  89.888756             89.464755
-    20  2816.0  83.712490  ...  83.233226             83.074685
-    21  2944.0  81.967162  ...  82.509987             82.921853
-    22  3072.0  82.181572  ...  88.473602             87.246694
-    23  3200.0  84.768213  ...  95.665176             95.096582
-    24  3328.0  83.130825  ...  84.496824             83.857070
-    25  3456.0  82.015834  ...  84.244062             87.918831
-    26  3584.0  87.466332  ...  98.808123             90.370072
-    27  3712.0  84.230479  ...  83.178475             86.641231
-    28  3840.0  84.874902  ...  86.943395             91.625518
-    29  3968.0  86.083907  ...  90.455103             88.744681
-    30  4096.0  91.867031  ...  88.127204             90.200084
+    16  2304.0  68.251065  ...  77.057651             76.563695
+    17  2432.0  71.305746  ...  85.134737             85.134737
+    18  2560.0  78.019048  ...  81.310171             80.908642
+    19  2688.0  83.922689  ...  89.888756             88.628636
+    20  2816.0  84.035084  ...  83.873477             83.392363
+    21  2944.0  81.967162  ...  79.865439             82.646820
+    22  3072.0  82.420822  ...  88.335577             86.184329
+    23  3200.0  81.476768  ...  94.814812             94.117647
+    24  3328.0  83.130825  ...  84.995628             84.995628
+    25  3456.0  82.099354  ...  85.858966             88.304015
+    26  3584.0  87.254137  ...  97.840469             91.007486
+    27  3712.0  83.247783  ...  87.783251             86.716441
+    28  3840.0  85.070769  ...  92.236860             84.421376
+    29  3968.0  93.720380  ...  84.154440             91.335278
+    30  4096.0  86.536250  ...  87.239345             93.142072
 
     [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  27.710 seconds)
+   **Total running time of the script:** ( 5 minutes  22.838 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 4683e306e..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  0.010 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 c0b1119e8..dc15a4986 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  311.088617   97.912354  303.407414
-    1    1536.0  347.773587  134.540150  341.333333
-    2    2048.0  423.724127  161.154101  323.368435
-    3    2560.0  465.454542  181.238943  325.079368
-    4    3072.0  515.580429  192.501302  321.956335
+    1    1536.0  351.085717  134.050910  341.333333
+    2    2048.0  423.724127  160.627450  334.367350
+    3    2560.0  461.954908  181.238943  330.322572
+    4    3072.0  511.999982  192.501302  317.793096
     5    3584.0  551.384634  208.271186  312.785456
-    6    4096.0  568.231237  220.907859  298.796351
-    7    4608.0  498.162157  232.825259  287.251954
-    8    5120.0  525.128191  242.366855  285.104413
-    9    5632.0  540.671974  243.107920  290.060087
-    10   6144.0  542.117638  248.661056  286.879370
+    6    4096.0  568.231237  220.412561  296.990947
+    7    4608.0  498.162157  232.336141  289.507855
+    8    5120.0  527.381977  242.366855  286.433562
+    9    5632.0  538.517949  243.107920  288.820505
+    10   6144.0  542.117638  248.661056  286.322318
     11   6656.0  528.953642  255.590406  285.767438
-    12   7168.0  507.469040  260.260201  284.821192
+    12   7168.0  505.976473  260.260201  284.821192
     13   7680.0  485.052616  262.938666  280.121579
-    14   8192.0  460.440290  266.406514  284.115618
+    14   8192.0  460.440290  267.493874  284.526763
     15   8704.0  416.127506  267.815384  285.377055
     16   9216.0  429.483477  271.391419  288.375482
-    17   9728.0  437.213490  280.615388  290.027323
-    18  10240.0  446.836366  286.433562  290.153487
+    17   9728.0  437.213490  280.278512  289.667485
+    18  10240.0  446.025405  286.433562  290.153487
     19  10752.0  430.079980  246.935876  290.267711
     20  11264.0  429.104745  245.536784  286.980888
-    21  11776.0  423.089806  249.447482  288.981596
-    22  12288.0  419.504980  254.453844  294.617366
-    23  12800.0  414.016170  253.884294  289.811310
+    21  11776.0  423.089806  249.667843  288.981596
+    22  12288.0  419.504980  254.673582  294.911986
+    23  12800.0  414.016170  253.884294  288.180121
     24  13312.0  412.242569  252.959629  290.443638
-    25  13824.0  406.090579  257.390218  292.056329
+    25  13824.0  406.090579  257.190689  292.056329
     26  14336.0  396.387109  254.862216  287.198654
-    27  14848.0  386.498925  257.852379  289.717061
-    28  15360.0  376.163261  257.970599  286.879376
-    29  15872.0  367.691129  261.626369  290.341468
+    27  14848.0  386.498925  257.665934  289.481735
+    28  15360.0  376.163261  257.790220  288.225185
+    29  15872.0  367.691129  261.626369  290.562936
 
 
 
@@ -329,7 +329,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  11.790 seconds)
+   **Total running time of the script:** ( 2 minutes  13.302 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 97e8f238c..a61e4079c 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
 =================
-**12:45.349** total execution time for **getting-started_tutorials** files:
+**12:43.358** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:27.710 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:22.838 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:23.581 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:21.936 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:11.790 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:13.302 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:42.257 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:45.272 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
 | :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.010 | 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 6135948e7..65dba1362 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   76.800002   76.800002
 4       65536.0  127.999995  127.999995
 5      131072.0  219.428568  219.428568
-6      262144.0  341.333321  384.000001
+6      262144.0  341.333321  341.333321
 7      524288.0  472.615390  472.615390
 8     1048576.0  614.400016  614.400016
-9     2097152.0  722.823517  722.823517
+9     2097152.0  722.823517  702.171410
 10    4194304.0  780.190482  780.190482
 11    8388608.0  812.429770  812.429770
 12   16777216.0  833.084721  833.084721
@@ -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  42.257 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  45.272 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 3bbcd3405..f4a53e18c 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   192.752942
+0     256.0  512.000001      546.133347   190.511628
 1     384.0  585.142862      558.545450   151.703707
 2     512.0  655.360017      606.814814   154.566038
-3     640.0  682.666684      640.000002   160.000000
+3     640.0  682.666684      640.000002   158.759699
 4     768.0  722.823517      664.216187   163.839992
 ..      ...         ...             ...          ...
-93  12160.0  812.359066      405.755985   198.631953
-94  12288.0  814.111783      415.661740   198.895304
-95  12416.0  812.498981      411.722274   198.457532
-96  12544.0  812.566838      412.971190   198.618504
-97  12672.0  812.633240      411.679167   198.776477
+93  12160.0  812.359066      405.755985   198.834951
+94  12288.0  814.111783      415.661740   198.995960
+95  12416.0  812.498981      412.149375   198.655991
+96  12544.0  812.566838      412.546756   198.815254
+97  12672.0  812.633240      411.679167   198.971549
 
 [98 rows x 4 columns]
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diff --git a/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html b/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html
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-13  1920.0  68.776119  ...  70.172588             70.172588
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-19  2688.0  84.295681  ...  89.888756             89.464755
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-24  3328.0  83.130825  ...  84.496824             83.857070
-25  3456.0  82.015834  ...  84.244062             87.918831
-26  3584.0  87.466332  ...  98.808123             90.370072
-27  3712.0  84.230479  ...  83.178475             86.641231
-28  3840.0  84.874902  ...  86.943395             91.625518
-29  3968.0  86.083907  ...  90.455103             88.744681
-30  4096.0  91.867031  ...  88.127204             90.200084
+16  2304.0  68.251065  ...  77.057651             76.563695
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+21  2944.0  81.967162  ...  79.865439             82.646820
+22  3072.0  82.420822  ...  88.335577             86.184329
+23  3200.0  81.476768  ...  94.814812             94.117647
+24  3328.0  83.130825  ...  84.995628             84.995628
+25  3456.0  82.099354  ...  85.858966             88.304015
+26  3584.0  87.254137  ...  97.840469             91.007486
+27  3712.0  83.247783  ...  87.783251             86.716441
+28  3840.0  85.070769  ...  92.236860             84.421376
+29  3968.0  93.720380  ...  84.154440             91.335278
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