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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 4a1cb2907..0f6c378ff 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 29dac769d..a6b68e4be 100644
--- a/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
+++ b/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
@@ -235,17 +235,17 @@ 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   63.999998   63.999998
+    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
     7      524288.0  472.615390  472.615390
     8     1048576.0  614.400016  614.400016
-    9     2097152.0  722.823517  702.171410
+    9     2097152.0  722.823517  722.823517
     10    4194304.0  780.190482  780.190482
     11    8388608.0  812.429770  812.429770
     12   16777216.0  833.084721  833.084721
-    13   33554432.0  842.004273  842.004273
+    13   33554432.0  842.004273  843.811163
     14   67108864.0  847.448255  848.362445
     15  134217728.0  849.737435  850.656574
 
@@ -255,7 +255,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 1 minutes  44.397 seconds)
+   **Total running time of the script:** ( 1 minutes  41.559 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 7da81b3fd..6af0fbcf3 100644
--- a/master/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
+++ b/master/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
@@ -278,17 +278,17 @@ We will then compare its performance against (1) :code:`torch.softmax` and (2) t
 
     softmax-performance:
               N      Triton  Torch (native)  Torch (jit)
-    0     256.0  512.000001      512.000001   186.181817
+    0     256.0  546.133347      512.000001   186.181817
     1     384.0  614.400016      585.142862   153.600004
     2     512.0  655.360017      585.142849   154.566038
-    3     640.0  706.206879      640.000002   158.759699
+    3     640.0  706.206879      640.000002   160.000000
     4     768.0  722.823517      664.216187   162.754967
     ..      ...         ...             ...          ...
-    93  12160.0  812.359066      406.179533   198.631953
-    94  12288.0  812.429770      416.101597   198.895304
-    95  12416.0  812.498981      412.149375   198.556711
-    96  12544.0  812.566838      412.971190   198.864492
-    97  12672.0  811.007961      412.097543   198.873965
+    93  12160.0  812.359066      406.179533   198.429370
+    94  12288.0  812.429770      415.661740   198.794749
+    95  12416.0  812.498981      412.149375   198.457532
+    96  12544.0  812.566838      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  22.202 seconds)
+   **Total running time of the script:** ( 3 minutes  21.850 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 6ed5da144..da715dbd7 100644
--- a/master/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
+++ b/master/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
@@ -459,37 +459,37 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
 
     matmul-performance:
              M     cuBLAS  ...     Triton  Triton (+ LeakyReLU)
-    0    256.0   2.730667  ...   2.978909              2.978909
-    1    384.0   7.372800  ...   8.507077              8.507077
-    2    512.0  14.563555  ...  16.384000             15.420235
+    0    256.0   2.730667  ...   3.276800              3.276800
+    1    384.0   7.372800  ...   7.899428              7.899428
+    2    512.0  14.563555  ...  15.420235             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
+    4    768.0  32.768000  ...  35.389441             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             66.485074
-    10  1536.0  79.526831  ...  80.430545             78.643199
-    11  1664.0  62.929456  ...  63.372618             62.492442
+    10  1536.0  80.430545  ...  81.355034             78.643199
+    11  1664.0  63.372618  ...  63.372618             62.492442
     12  1792.0  72.983276  ...  73.460287             59.467852
-    13  1920.0  69.120002  ...  71.257735             70.892307
+    13  1920.0  69.467336  ...  71.257735             70.892307
     14  2048.0  73.262953  ...  78.033565             76.959706
-    15  2176.0  83.155572  ...  87.876193             85.998493
+    15  2176.0  83.155572  ...  87.494120             85.998493
     16  2304.0  68.446623  ...  78.064941             77.057651
-    17  2432.0  71.305746  ...  86.711310             84.621881
-    18  2560.0  77.833728  ...  82.331658             81.715711
-    19  2688.0  83.369354  ...  90.966561             89.044730
-    20  2816.0  82.602666  ...  84.197315             83.552120
-    21  2944.0  81.698415  ...  83.477440             82.509987
-    22  3072.0  82.420822  ...  86.053349             88.612060
-    23  3200.0  84.712112  ...  89.387425             95.096582
-    24  3328.0  83.808259  ...  85.703924             84.397770
-    25  3456.0  82.519518  ...  91.928814             89.579522
-    26  3584.0  85.552231  ...  95.756542             95.654673
-    27  3712.0  86.044224  ...  89.353616             83.386762
-    28  3840.0  85.201850  ...  93.012618             85.597527
-    29  3968.0  91.747320  ...  85.330496             89.789505
-    30  4096.0  91.522488  ...  90.687655             90.382307
+    17  2432.0  71.125224  ...  86.444504             84.877538
+    18  2560.0  77.833728  ...  82.956960             81.108913
+    19  2688.0  83.552988  ...  90.966561             89.044730
+    20  2816.0  82.995641  ...  84.197315             83.712490
+    21  2944.0  82.646820  ...  83.758038             82.237674
+    22  3072.0  82.661468  ...  87.787755             88.612060
+    23  3200.0  81.424937  ...  93.704243             93.430660
+    24  3328.0  81.622783  ...  85.703924             84.795401
+    25  3456.0  82.604067  ...  92.033756             90.281712
+    26  3584.0  85.674507  ...  93.273228             95.960933
+    27  3712.0  85.748791  ...  86.118401             87.706180
+    28  3840.0  81.019778  ...  88.900318             89.475729
+    29  3968.0  88.008611  ...  87.315873             88.040360
+    30  4096.0  93.924229  ...  93.727466             87.552332
 
     [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  6.898 seconds)
+   **Total running time of the script:** ( 5 minutes  59.034 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 639a5296e..9ed9b17c4 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  0.475 seconds)
+   **Total running time of the script:** ( 0 minutes  0.469 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 e171eb3a9..69e26e884 100644
--- a/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
+++ b/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
@@ -41,33 +41,33 @@ Layer Normalization
     0    1024.0  585.142849  277.694907  468.114273
     1    1536.0  630.153868  323.368435  511.999982
     2    2048.0  682.666643  334.367358  520.126988
-    3    2560.0  694.237267  362.477870  512.000013
-    4    3072.0  712.347810  375.206126  501.551037
-    5    3584.0  725.873439  384.859062  455.111115
-    6    4096.0  728.177767  381.023256  455.111095
-    7    4608.0  676.403666  396.387087  428.651163
-    8    5120.0  688.403381  397.669909  422.268057
-    9    5632.0  704.000002  395.228063  415.262685
+    3    2560.0  694.237267  362.477870  518.481028
+    4    3072.0  712.347810  378.092307  496.484863
+    5    3584.0  725.873439  384.859062  458.751978
+    6    4096.0  728.177767  381.023256  451.972420
+    7    4608.0  670.254540  396.387087  426.173427
+    8    5120.0  694.237267  397.669909  426.666652
+    9    5632.0  704.000002  395.228063  413.357796
     10   6144.0  702.171410  402.885254  411.313806
-    11   6656.0  705.271522  400.360920  400.360920
+    11   6656.0  700.631610  400.360920  398.861429
     12   7168.0  690.891575  396.844306  387.459443
     13   7680.0  682.666656  392.587863  387.634072
     14   8192.0  639.375598  393.609605  371.308771
-    15   8704.0  627.315309  389.005597  380.502740
-    16   9216.0  606.814809  407.337026  383.002605
-    17   9728.0  587.350922  409.599987  383.369452
+    15   8704.0  630.153861  389.005597  380.502740
+    16   9216.0  609.322328  407.337026  383.999986
+    17   9728.0  589.575753  409.599987  383.369452
     18  10240.0  566.920437  408.578556  382.803739
     19  10752.0  549.623009  411.559798  381.445676
     20  11264.0  536.380957  406.826188  373.134567
     21  11776.0  523.377770  409.599991  377.587162
-    22  12288.0  518.754611  413.911572  383.251457
+    22  12288.0  516.031509  413.911572  383.251457
     23  12800.0  505.679014  410.420828  376.470582
     24  13312.0  494.180982  405.699062  376.310952
     25  13824.0  482.934503  411.888257  379.389355
     26  14336.0  471.967074  406.695045  374.185964
     27  14848.0  461.297068  408.192434  375.304904
     28  15360.0  454.269882  406.214870  378.092307
-    29  15872.0  447.098578  406.974373  376.225175
+    29  15872.0  447.887117  406.974373  376.225175
 
 
 
@@ -389,7 +389,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 5 minutes  23.955 seconds)
+   **Total running time of the script:** ( 5 minutes  20.722 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 324243353..1f102c40d 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
 =================
-**16:37.927** total execution time for **getting-started_tutorials** files:
+**16:23.634** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:06.898 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:59.034 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 05:23.955 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 05:20.722 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:22.202 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:21.850 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:44.397 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:41.559 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.475 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.469 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/master/getting-started/tutorials/01-vector-add.html b/master/getting-started/tutorials/01-vector-add.html
index 5395fc896..b7887e497 100644
--- a/master/getting-started/tutorials/01-vector-add.html
+++ b/master/getting-started/tutorials/01-vector-add.html
@@ -325,22 +325,22 @@ 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   63.999998   63.999998
+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
 7      524288.0  472.615390  472.615390
 8     1048576.0  614.400016  614.400016
-9     2097152.0  722.823517  702.171410
+9     2097152.0  722.823517  722.823517
 10    4194304.0  780.190482  780.190482
 11    8388608.0  812.429770  812.429770
 12   16777216.0  833.084721  833.084721
-13   33554432.0  842.004273  842.004273
+13   33554432.0  842.004273  843.811163
 14   67108864.0  847.448255  848.362445
 15  134217728.0  849.737435  850.656574
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  44.397 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  41.559 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 e7043ab58..89178c87b 100644
--- a/master/getting-started/tutorials/02-fused-softmax.html
+++ b/master/getting-started/tutorials/02-fused-softmax.html
@@ -369,17 +369,17 @@ We will then compare its performance against (1) <code class="code docutils lite
 <p class="sphx-glr-script-out">Out:</p>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>softmax-performance:
           N      Triton  Torch (native)  Torch (jit)
-0     256.0  512.000001      512.000001   186.181817
+0     256.0  546.133347      512.000001   186.181817
 1     384.0  614.400016      585.142862   153.600004
 2     512.0  655.360017      585.142849   154.566038
-3     640.0  706.206879      640.000002   158.759699
+3     640.0  706.206879      640.000002   160.000000
 4     768.0  722.823517      664.216187   162.754967
 ..      ...         ...             ...          ...
-93  12160.0  812.359066      406.179533   198.631953
-94  12288.0  812.429770      416.101597   198.895304
-95  12416.0  812.498981      412.149375   198.556711
-96  12544.0  812.566838      412.971190   198.864492
-97  12672.0  811.007961      412.097543   198.873965
+93  12160.0  812.359066      406.179533   198.429370
+94  12288.0  812.429770      415.661740   198.794749
+95  12416.0  812.498981      412.149375   198.457532
+96  12544.0  812.566838      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  22.202 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  21.850 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 f64947266..70fec603d 100644
--- a/master/getting-started/tutorials/03-matrix-multiplication.html
+++ b/master/getting-started/tutorials/03-matrix-multiplication.html
@@ -565,42 +565,42 @@ torch_output=tensor([[  1.1045, -36.9688,  31.4688,  ..., -11.3906,  24.4531, -3
 <p class="sphx-glr-script-out">Out:</p>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>matmul-performance:
          M     cuBLAS  ...     Triton  Triton (+ LeakyReLU)
-0    256.0   2.730667  ...   2.978909              2.978909
-1    384.0   7.372800  ...   8.507077              8.507077
-2    512.0  14.563555  ...  16.384000             15.420235
+0    256.0   2.730667  ...   3.276800              3.276800
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index 6c14c3d6b..c79f4547e 100644
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index acdf84a7f..cba1672ad 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 fcd46163e..2cbb7f2e6 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 227299ed2..e7c5c3dfa 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 20470e308..e66934466 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 d3044597a..0773ba8d3 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 a0105d228..bcb150ba2 100644
--- a/v1.1.2/_sources/getting-started/tutorials/01-vector-add.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/01-vector-add.rst.txt
@@ -254,7 +254,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 1 minutes  35.577 seconds)
+   **Total running time of the script:** ( 1 minutes  40.304 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 471529f81..6d016a26d 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
@@ -286,16 +286,16 @@ We will then compare its performance against (1) :code:`torch.softmax` and (2) t
 
     softmax-performance:
               N      Triton  Torch (native)  Torch (jit)
-    0     256.0  512.000001      546.133347   190.511628
+    0     256.0  512.000001      512.000001   186.181817
     1     384.0  614.400016      585.142862   153.600004
     2     512.0  655.360017      606.814814   154.566038
     3     640.0  682.666684      640.000002   160.000000
     4     768.0  722.823517      664.216187   162.754967
     ..      ...         ...             ...          ...
-    93  12160.0  814.058574      406.179533   198.834951
-    94  12288.0  814.111783      415.661740   199.096718
-    95  12416.0  812.498981      412.149375   198.755369
-    96  12544.0  812.566838      412.546756   199.012395
+    93  12160.0  813.207932      406.179533   198.834951
+    94  12288.0  814.111783      415.222812   199.096718
+    95  12416.0  812.498981      412.149375   198.655991
+    96  12544.0  812.566838      412.546756   198.913776
     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  22.257 seconds)
+   **Total running time of the script:** ( 3 minutes  22.855 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 e182f6eb1..8974ac6ea 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              7.899428
+    0    256.0   2.978909  ...   2.978909              2.978909
+    1    384.0   7.372800  ...   8.507077              8.507077
     2    512.0  14.563555  ...  15.420235             15.420235
     3    640.0  22.260869  ...  24.380953             24.380953
     4    768.0  32.768000  ...  34.028308             34.028308
-    5    896.0  39.025776  ...  39.025776             39.025776
-    6   1024.0  51.150050  ...  53.773130             52.428801
+    5    896.0  39.025776  ...  40.140799             39.025776
+    6   1024.0  49.932191  ...  53.773130             52.428801
     7   1152.0  45.242181  ...  46.656000             46.656000
-    8   1280.0  51.200001  ...  56.888887             56.888887
-    9   1408.0  64.138541  ...  67.305878             65.684049
-    10  1536.0  79.526831  ...  79.526831             78.643199
+    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
-    12  1792.0  72.983276  ...  71.135597             71.135597
+    12  1792.0  72.983276  ...  72.047592             71.588687
     13  1920.0  69.120002  ...  70.172588             70.172588
     14  2048.0  73.908442  ...  76.959706             76.608294
     15  2176.0  83.155572  ...  85.998493             85.269692
     16  2304.0  68.251065  ...  76.809875             76.563695
-    17  2432.0  71.125224  ...  74.918570             84.749516
-    18  2560.0  77.833728  ...  81.310171             80.908642
-    19  2688.0  83.922689  ...  89.464755             89.888756
-    20  2816.0  83.552120  ...  82.290955             83.392363
-    21  2944.0  82.784108  ...  79.865439             82.509987
-    22  3072.0  82.181572  ...  88.335577             88.473602
-    23  3200.0  84.768213  ...  95.380032             94.814812
-    24  3328.0  83.905938  ...  85.806075             84.695641
-    25  3456.0  82.604067  ...  91.407671             91.097818
-    26  3584.0  84.745889  ...  93.661869             87.042978
-    27  3712.0  85.896254  ...  90.981189             87.783251
-    28  3840.0  82.654712  ...  89.839159             88.332269
-    29  3968.0  89.855624  ...  84.385406             89.591729
-    30  4096.0  91.739479  ...  93.336389             90.260743
+    17  2432.0  71.125224  ...  75.118889             84.367759
+    18  2560.0  77.833728  ...  81.108913             80.908642
+    19  2688.0  83.737433  ...  89.676257             89.888756
+    20  2816.0  80.617762  ...  83.552120             82.759409
+    21  2944.0  82.784108  ...  83.060049             82.921853
+    22  3072.0  82.540970  ...  85.662786             88.612060
+    23  3200.0  84.544253  ...  95.952022             95.665176
+    24  3328.0  83.419811  ...  84.895397             84.298943
+    25  3456.0  82.266905  ...  91.407671             86.596744
+    26  3584.0  86.457107  ...  94.747514             96.475743
+    27  3712.0  85.748791  ...  88.483034             87.706180
+    28  3840.0  82.654712  ...  88.121115             91.247522
+    29  3968.0  87.913500  ...  91.472214             87.409694
+    30  4096.0  93.858555  ...  93.401342             90.260743
 
     [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  52.235 seconds)
+   **Total running time of the script:** ( 5 minutes  40.148 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 2b7ffa101..fd1f257c9 100644
--- a/v1.1.2/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
@@ -238,7 +238,7 @@ References
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  0.111 seconds)
+   **Total running time of the script:** ( 0 minutes  0.110 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_04-low-memory-dropout.py:
diff --git a/v1.1.2/_sources/getting-started/tutorials/05-layer-norm.rst.txt b/v1.1.2/_sources/getting-started/tutorials/05-layer-norm.rst.txt
index 0195b8f0d..067cce4b8 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
@@ -38,35 +38,35 @@ Layer Normalization
 
     layer-norm-backward:
               N      Triton       Torch        Apex
-    0    1024.0  307.200008   99.096776  311.088617
+    0    1024.0  307.200008   99.497980  311.088617
     1    1536.0  351.085717  133.083026  341.333333
-    2    2048.0  423.724127  162.217818  336.657521
-    3    2560.0  461.954908  182.857144  330.322572
-    4    3072.0  511.999982  191.501303  320.556515
+    2    2048.0  423.724127  162.217818  327.679984
+    3    2560.0  461.954908  182.857144  326.808501
+    4    3072.0  511.999982  191.501303  317.793096
     5    3584.0  554.941930  208.271186  308.301075
-    6    4096.0  568.231237  220.412561  297.890900
-    7    4608.0  498.162157  231.849059  287.251954
-    8    5120.0  525.128191  242.845844  283.787523
-    9    5632.0  536.380957  243.545956  291.310338
-    10   6144.0  542.117638  248.661056  286.322318
-    11   6656.0  527.207907  256.000009  286.793541
-    12   7168.0  507.469040  262.243907  288.160801
-    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  285.377055
+    6    4096.0  568.231237  220.412561  294.323343
+    7    4608.0  495.928261  231.849059  291.031570
+    8    5120.0  525.128191  242.845844  287.102804
+    9    5632.0  536.380957  243.545956  290.683877
+    10   6144.0  542.117638  248.661056  285.767458
+    11   6656.0  527.207907  256.410903  286.793541
+    12   7168.0  507.469040  261.844750  288.644296
+    13   7680.0  482.513091  260.707203  277.590365
+    14   8192.0  460.440290  269.141693  286.600589
+    15   8704.0  416.958106  267.815384  284.987724
     16   9216.0  428.651187  273.066667  289.507855
     17   9728.0  439.683593  280.278512  288.950501
-    18  10240.0  447.650282  286.433562  290.153487
-    19  10752.0  429.364408  246.464170  290.267711
-    20  11264.0  429.104745  245.091565  285.767446
+    18  10240.0  447.650282  286.767793  289.811322
+    19  10752.0  428.651173  246.464170  290.267711
+    20  11264.0  429.104745  245.313973  285.767446
     21  11776.0  421.198220  249.447482  288.686414
-    22  12288.0  420.102570  254.453844  295.207195
+    22  12288.0  420.102570  254.673582  294.911986
     23  12800.0  415.135142  253.465340  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  383.999990  257.108233  289.246765
-    28  15360.0  374.634130  257.610071  288.000007
+    26  14336.0  397.761846  254.673567  286.481278
+    27  14848.0  384.207000  257.293872  289.246765
+    28  15360.0  374.253788  257.610071  286.433562
     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  12.038 seconds)
+   **Total running time of the script:** ( 2 minutes  12.292 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 75013a529..ede580a6a 100644
--- a/v1.1.2/_sources/getting-started/tutorials/sg_execution_times.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/sg_execution_times.rst.txt
@@ -5,16 +5,16 @@
 
 Computation times
 =================
-**13:02.218** total execution time for **getting-started_tutorials** files:
+**12:55.709** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:52.235 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:40.148 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:22.258 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:22.855 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.038 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.292 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:35.577 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:40.304 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.111 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.110 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/v1.1.2/getting-started/tutorials/01-vector-add.html b/v1.1.2/getting-started/tutorials/01-vector-add.html
index 959f16cae..54939f7e6 100644
--- a/v1.1.2/getting-started/tutorials/01-vector-add.html
+++ b/v1.1.2/getting-started/tutorials/01-vector-add.html
@@ -339,7 +339,7 @@ for different problem sizes.</p>
 15  134217728.0  849.737435  850.656574
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  35.577 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  40.304 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 d947c88df..c97a4a1a2 100644
--- a/v1.1.2/getting-started/tutorials/02-fused-softmax.html
+++ b/v1.1.2/getting-started/tutorials/02-fused-softmax.html
@@ -374,16 +374,16 @@ 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      512.000001   186.181817
 1     384.0  614.400016      585.142862   153.600004
 2     512.0  655.360017      606.814814   154.566038
 3     640.0  682.666684      640.000002   160.000000
 4     768.0  722.823517      664.216187   162.754967
 ..      ...         ...             ...          ...
-93  12160.0  814.058574      406.179533   198.834951
-94  12288.0  814.111783      415.661740   199.096718
-95  12416.0  812.498981      412.149375   198.755369
-96  12544.0  812.566838      412.546756   199.012395
+93  12160.0  813.207932      406.179533   198.834951
+94  12288.0  814.111783      415.222812   199.096718
+95  12416.0  812.498981      412.149375   198.655991
+96  12544.0  812.566838      412.546756   198.913776
 97  12672.0  812.633240      412.097543   199.069228
 
 [98 rows x 4 columns]
@@ -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  22.257 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  22.855 seconds)</p>
 <div class="sphx-glr-footer class sphx-glr-footer-example docutils container" id="sphx-glr-download-getting-started-tutorials-02-fused-softmax-py">
 <div class="sphx-glr-download sphx-glr-download-python docutils container">
 <p><a class="reference download internal" download="" href="../../_downloads/d91442ac2982c4e0cc3ab0f43534afbc/02-fused-softmax.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">02-fused-softmax.py</span></code></a></p>
diff --git a/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html b/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html
index f7d05e97b..66ace2ac5 100644
--- a/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html
+++ b/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html
@@ -568,42 +568,42 @@ torch_output=tensor([[  1.1045, -36.9688,  31.4688,  ..., -11.3906,  24.4531, -3
 <p class="sphx-glr-script-out">Out:</p>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>matmul-performance:
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+1    384.0   7.372800  ...   8.507077              8.507077
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 3    640.0  22.260869  ...  24.380953             24.380953
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-5    896.0  39.025776  ...  39.025776             39.025776
-6   1024.0  51.150050  ...  53.773130             52.428801
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+6   1024.0  49.932191  ...  53.773130             52.428801
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-8   1280.0  51.200001  ...  56.888887             56.888887
-9   1408.0  64.138541  ...  67.305878             65.684049
-10  1536.0  79.526831  ...  79.526831             78.643199
+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
-12  1792.0  72.983276  ...  71.135597             71.135597
+12  1792.0  72.983276  ...  72.047592             71.588687
 13  1920.0  69.120002  ...  70.172588             70.172588
 14  2048.0  73.908442  ...  76.959706             76.608294
 15  2176.0  83.155572  ...  85.998493             85.269692
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-17  2432.0  71.125224  ...  74.918570             84.749516
-18  2560.0  77.833728  ...  81.310171             80.908642
-19  2688.0  83.922689  ...  89.464755             89.888756
-20  2816.0  83.552120  ...  82.290955             83.392363
-21  2944.0  82.784108  ...  79.865439             82.509987
-22  3072.0  82.181572  ...  88.335577             88.473602
-23  3200.0  84.768213  ...  95.380032             94.814812
-24  3328.0  83.905938  ...  85.806075             84.695641
-25  3456.0  82.604067  ...  91.407671             91.097818
-26  3584.0  84.745889  ...  93.661869             87.042978
-27  3712.0  85.896254  ...  90.981189             87.783251
-28  3840.0  82.654712  ...  89.839159             88.332269
-29  3968.0  89.855624  ...  84.385406             89.591729
-30  4096.0  91.739479  ...  93.336389             90.260743
+17  2432.0  71.125224  ...  75.118889             84.367759
+18  2560.0  77.833728  ...  81.108913             80.908642
+19  2688.0  83.737433  ...  89.676257             89.888756
+20  2816.0  80.617762  ...  83.552120             82.759409
+21  2944.0  82.784108  ...  83.060049             82.921853
+22  3072.0  82.540970  ...  85.662786             88.612060
+23  3200.0  84.544253  ...  95.952022             95.665176
+24  3328.0  83.419811  ...  84.895397             84.298943
+25  3456.0  82.266905  ...  91.407671             86.596744
+26  3584.0  86.457107  ...  94.747514             96.475743
+27  3712.0  85.748791  ...  88.483034             87.706180
+28  3840.0  82.654712  ...  88.121115             91.247522
+29  3968.0  87.913500  ...  91.472214             87.409694
+30  4096.0  93.858555  ...  93.401342             90.260743
 
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-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
-12   7168.0  507.469040  262.243907  288.160801
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-26  14336.0  397.761846  254.862216  286.481278
-27  14848.0  383.999990  257.108233  289.246765
-28  15360.0  374.634130  257.610071  288.000007
+26  14336.0  397.761846  254.673567  286.481278
+27  14848.0  384.207000  257.293872  289.246765
+28  15360.0  374.253788  257.610071  286.433562
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