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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 f0226894d..b5ee67e62 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 2f9700c96..4d7a6dc78 100644
--- a/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
+++ b/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
@@ -238,21 +238,21 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
     vector-add-performance:
                size      Triton       Torch
     0        4096.0    4.800000    9.600000
-    1        8192.0    8.727273   19.200000
+    1        8192.0    9.600000   19.200000
     2       16384.0   17.454545   38.400001
-    3       32768.0   38.400001   76.800002
+    3       32768.0   34.909091   63.999998
     4       65536.0   69.818181  127.999995
     5      131072.0  139.636363  219.428568
-    6      262144.0  219.428568  341.333321
-    7      524288.0  341.333321  472.615390
+    6      262144.0  236.307695  384.000001
+    7      524288.0  361.411758  472.615390
     8     1048576.0  472.615390  614.400016
-    9     2097152.0  614.400016  702.171410
+    9     2097152.0  599.414644  702.171410
     10    4194304.0  712.347810  780.190482
     11    8388608.0  774.047204  812.429770
-    12   16777216.0  809.086412  833.084721
-    13   33554432.0  829.569620  842.004273
-    14   67108864.0  840.205105  848.362445
-    15  134217728.0  845.625825  850.656574
+    12   16777216.0  812.429770  833.084721
+    13   33554432.0  831.323480  842.004273
+    14   67108864.0  841.103727  848.362445
+    15  134217728.0  846.080710  850.656574
 
 
 
@@ -260,7 +260,7 @@ 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  42.917 seconds)
+   **Total running time of the script:** ( 1 minutes  38.540 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 d9160d19b..198a43b0b 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   190.511628
+    0     256.0  512.000001      546.133347   188.321838
     1     384.0  585.142862      585.142862   151.703707
-    2     512.0  655.360017      585.142849   154.566038
+    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      405.755985   198.834951
-    94  12288.0  814.111783      415.222812   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
+    94  12288.0  814.111783      415.222812   199.096718
+    95  12416.0  814.163950      412.149375   198.755369
+    96  12544.0  814.214963      412.971190   198.913776
+    97  12672.0  814.265046      412.097543   199.069228
 
     [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  27.571 seconds)
+   **Total running time of the script:** ( 3 minutes  26.985 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 bf8b14884..700627d15 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
-    1    384.0   7.372800  ...   7.899428              8.507077
-    2    512.0  14.563555  ...  15.420235             15.420235
+    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
     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             39.025776
+    5    896.0  37.971025  ...  40.140799             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  ...  69.009825             67.305878
-    10  1536.0  79.526831  ...  80.430545             79.526831
-    11  1664.0  63.372618  ...  63.372618             62.929456
-    12  1792.0  72.983276  ...  63.142831             63.142831
-    13  1920.0  69.120002  ...  71.626943             70.892307
-    14  2048.0  73.584279  ...  78.033565             77.672296
-    15  2176.0  83.500614  ...  87.115360             86.739860
+    8   1280.0  51.200001  ...  58.514284             57.690139
+    9   1408.0  64.138541  ...  69.009825             68.147202
+    10  1536.0  80.430545  ...  80.430545             80.430545
+    11  1664.0  62.929456  ...  63.372618             62.929456
+    12  1792.0  72.983276  ...  63.499573             63.142831
+    13  1920.0  69.467336  ...  71.257735             71.257735
+    14  2048.0  73.908442  ...  78.398206             78.033565
+    15  2176.0  83.155572  ...  87.115360             86.739860
     16  2304.0  68.446623  ...  77.810656             77.307030
-    17  2432.0  71.125224  ...  75.522751             75.320281
-    18  2560.0  77.833728  ...  81.715711             81.512437
-    19  2688.0  83.737433  ...  90.966561             90.532356
-    20  2816.0  79.443003  ...  82.916747             84.035084
-    21  2944.0  81.832567  ...  83.198715             82.102191
-    22  3072.0  81.121923  ...  88.197981             87.381335
-    23  3200.0  83.116885  ...  96.385543             96.096095
-    24  3328.0  82.939284  ...  84.895397             85.096096
-    25  3456.0  77.745004  ...  86.596744             84.332184
-    26  3584.0  86.540320  ...  91.380335             97.416461
-    27  3712.0  85.748791  ...  88.404730             86.341700
-    28  3840.0  84.874902  ...  93.247896             85.300426
-    29  3968.0  92.372393  ...  80.015697             78.220472
-    30  4096.0  93.990003  ...  93.206754             86.036145
+    17  2432.0  71.125224  ...  75.522751             75.118889
+    18  2560.0  77.833728  ...  82.331658             81.715711
+    19  2688.0  83.552988  ...  90.102270             90.748936
+    20  2816.0  79.587973  ...  83.552120             83.552120
+    21  2944.0  82.237674  ...  82.646820             82.784108
+    22  3072.0  82.181572  ...  89.310890             87.246694
+    23  3200.0  78.817733  ...  96.240602             96.096095
+    24  3328.0  82.939284  ...  85.602017             85.806075
+    25  3456.0  78.655188  ...  92.086311             90.994998
+    26  3584.0  83.101104  ...  90.276496             95.249353
+    27  3712.0  85.675250  ...  85.091436             89.114488
+    28  3840.0  79.562590  ...  91.322872             85.136259
+    29  3968.0  93.076994  ...  79.133552             85.510815
+    30  4096.0  87.666706  ...  92.723821             87.267706
 
     [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  48.521 seconds)
+   **Total running time of the script:** ( 6 minutes  12.272 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 4dd4cf9de..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  0.327 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 b230a1826..3af0558be 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  356.173905   99.497980  315.076934
-    1    1536.0  405.098894  134.050910  344.523365
-    2    2048.0  486.653476  159.067963  321.254900
-    3    2560.0  458.507457  182.314537  326.808501
-    4    3072.0  515.580429  191.501303  319.168834
-    5    3584.0  551.384634  207.768111  307.199992
-    6    4096.0  568.231237  220.907859  293.444785
-    7    4608.0  502.690905  232.336141  290.267724
-    8    5120.0  527.381977  243.326731  287.102804
-    9    5632.0  540.671974  244.426754  291.310338
-    10   6144.0  548.163546  251.202731  288.000001
-    11   6656.0  532.479975  255.590406  286.279570
-    12   7168.0  510.480705  253.734520  277.919225
-    13   7680.0  487.619051  266.743841  284.884090
-    14   8192.0  468.114289  258.694729  278.481578
-    15   8704.0  415.300208  267.472468  284.987724
-    16   9216.0  429.483477  272.394084  290.077383
-    17   9728.0  438.033784  280.278512  288.950501
-    18  10240.0  443.610086  287.102804  290.153487
-    19  10752.0  426.525614  246.699797  290.267711
+    0    1024.0  361.411758   99.902435  315.076934
+    1    1536.0  409.599994  134.050910  344.523365
+    2    2048.0  491.520012  159.067963  332.108094
+    3    2560.0  461.954908  182.857144  330.322572
+    4    3072.0  519.211251  191.501303  317.793096
+    5    3584.0  554.941930  207.768111  310.527060
+    6    4096.0  561.737163  220.907859  299.707322
+    7    4608.0  502.690905  232.336141  288.751954
+    8    5120.0  527.381977  243.809526  289.129408
+    9    5632.0  540.671974  244.869560  291.310338
+    10   6144.0  550.208948  251.202731  287.438593
+    11   6656.0  532.479975  255.590406  286.793541
+    12   7168.0  510.480705  253.360829  277.470965
+    13   7680.0  487.619051  266.743841  285.325090
+    14   8192.0  468.114289  258.354805  278.087683
+    15   8704.0  414.476194  267.815384  285.377055
+    16   9216.0  431.157889  272.394084  289.887291
+    17   9728.0  438.857162  279.942444  288.950501
+    18  10240.0  442.810829  287.438599  290.496460
+    19  10752.0  427.231788  246.699797  289.941565
     20  11264.0  427.071098  245.536784  286.069848
-    21  11776.0  418.702211  249.447482  288.981596
-    22  12288.0  414.784810  254.673582  294.323369
-    23  12800.0  410.146863  254.094291  288.180121
-    24  13312.0  409.599999  252.161013  289.129403
-    25  13824.0  404.112047  257.190689  291.799461
-    26  14336.0  395.930964  256.000002  289.129416
-    27  14848.0  385.662341  257.479779  288.777966
-    28  15360.0  380.433442  258.332158  286.656296
-    29  15872.0  372.363640  261.806182  290.562936
+    21  11776.0  419.946507  249.667843  288.981596
+    22  12288.0  415.369018  254.673582  294.323369
+    23  12800.0  410.695192  254.094291  288.450715
+    24  13312.0  410.652963  252.559690  289.391298
+    25  13824.0  404.604870  257.190689  292.056329
+    26  14336.0  396.844280  256.000002  288.886653
+    27  14848.0  386.080180  257.665934  288.544136
+    28  15360.0  378.869469  258.513318  287.326580
+    29  15872.0  371.637071  261.626369  290.120338
 
 
 
@@ -339,7 +339,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  14.583 seconds)
+   **Total running time of the script:** ( 2 minutes  14.616 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 8975bcca2..cfe6e5971 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
 =================
-**14:13.919** total execution time for **getting-started_tutorials** files:
+**13:32.426** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:48.521 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:12.272 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:27.571 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:26.985 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:14.583 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:14.616 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:42.917 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:38.540 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.327 | 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 a778e7110..34ab162ed 100644
--- a/master/getting-started/tutorials/01-vector-add.html
+++ b/master/getting-started/tutorials/01-vector-add.html
@@ -328,24 +328,24 @@ for different problem sizes.</p>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>vector-add-performance:
            size      Triton       Torch
 0        4096.0    4.800000    9.600000
-1        8192.0    8.727273   19.200000
+1        8192.0    9.600000   19.200000
 2       16384.0   17.454545   38.400001
-3       32768.0   38.400001   76.800002
+3       32768.0   34.909091   63.999998
 4       65536.0   69.818181  127.999995
 5      131072.0  139.636363  219.428568
-6      262144.0  219.428568  341.333321
-7      524288.0  341.333321  472.615390
+6      262144.0  236.307695  384.000001
+7      524288.0  361.411758  472.615390
 8     1048576.0  472.615390  614.400016
-9     2097152.0  614.400016  702.171410
+9     2097152.0  599.414644  702.171410
 10    4194304.0  712.347810  780.190482
 11    8388608.0  774.047204  812.429770
-12   16777216.0  809.086412  833.084721
-13   33554432.0  829.569620  842.004273
-14   67108864.0  840.205105  848.362445
-15  134217728.0  845.625825  850.656574
+12   16777216.0  812.429770  833.084721
+13   33554432.0  831.323480  842.004273
+14   67108864.0  841.103727  848.362445
+15  134217728.0  846.080710  850.656574
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  42.917 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  38.540 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 25ee94a5a..fa6be1e62 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   190.511628
+0     256.0  512.000001      546.133347   188.321838
 1     384.0  585.142862      585.142862   151.703707
-2     512.0  655.360017      585.142849   154.566038
+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      405.755985   198.834951
-94  12288.0  814.111783      415.222812   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
+94  12288.0  814.111783      415.222812   199.096718
+95  12416.0  814.163950      412.149375   198.755369
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diff --git a/v1.1.2/_images/sphx_glr_01-vector-add_thumb.png b/v1.1.2/_images/sphx_glr_01-vector-add_thumb.png
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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 c1d36fffd..196018c63 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 ec5fa773e..20ef39754 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 7c0a79280..d95db6776 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 ce6ef1aa7..36a18b951 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 69c28177b..6da703f04 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  44.469 seconds)
+   **Total running time of the script:** ( 1 minutes  45.701 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 e5b72f095..075cc6c10 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   188.321838
+    0     256.0  512.000001      546.133347   192.752942
     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  812.359066      405.755985   198.328233
-    94  12288.0  814.111783      415.661740   198.694297
-    95  12416.0  813.330613      412.149375   198.407990
-    96  12544.0  812.566838      412.971190   198.569388
-    97  12672.0  812.633240      412.097543   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   198.755369
+    96  12544.0  812.566838      412.971190   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  23.413 seconds)
+   **Total running time of the script:** ( 3 minutes  22.745 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 a5b3a87c2..3a86bba5a 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  ...   3.276800              2.978909
-    1    384.0   7.372800  ...   8.507077              8.507077
+    0    256.0   2.730667  ...   2.978909              2.978909
+    1    384.0   7.372800  ...   7.899428              7.899428
     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
-    6   1024.0  49.932191  ...  52.428801             52.428801
+    5    896.0  37.971025  ...  40.140799             39.025776
+    6   1024.0  51.150050  ...  53.773130             52.428801
     7   1152.0  45.242181  ...  46.656000             46.656000
     8   1280.0  51.200001  ...  56.888887             56.888887
-    9   1408.0  64.138541  ...  67.305878             66.485074
+    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  ...  72.047592             71.588687
-    13  1920.0  68.776119  ...  70.172588             70.172588
+    12  1792.0  72.512412  ...  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  68.446623  ...  76.563695             76.319081
-    17  2432.0  71.125224  ...  85.134737             84.621881
-    18  2560.0  77.833728  ...  81.108913             80.908642
-    19  2688.0  83.737433  ...  89.888756             89.464755
-    20  2816.0  83.074685  ...  82.759409             81.218262
-    21  2944.0  81.698415  ...  80.510553             79.737653
-    22  3072.0  82.181572  ...  88.612060             88.335577
-    23  3200.0  82.156612  ...  93.841640             93.979441
-    24  3328.0  81.530349  ...  84.795401             84.596116
-    25  3456.0  82.141178  ...  88.595129             89.281913
-    26  3584.0  87.296493  ...  91.563533             96.683219
-    27  3712.0  85.675250  ...  86.191546             88.561477
-    28  3840.0  79.448276  ...  84.548438             91.322872
-    29  3968.0  86.973584  ...  90.791620             85.871877
-    30  4096.0  93.142072  ...  82.040176             89.062862
+    16  2304.0  68.251065  ...  76.563695             76.563695
+    17  2432.0  71.125224  ...  82.874527             84.115159
+    18  2560.0  77.833728  ...  81.310171             80.511054
+    19  2688.0  83.737433  ...  89.676257             89.044730
+    20  2816.0  83.552120  ...  83.074685             82.602666
+    21  2944.0  82.237674  ...  82.784108             82.784108
+    22  3072.0  81.825298  ...  87.651868             86.845249
+    23  3200.0  82.156612  ...  89.761569             88.275863
+    24  3328.0  79.548391  ...  80.527177             83.710812
+    25  3456.0  81.683457  ...  91.511426             91.097818
+    26  3584.0  85.552231  ...  90.549237             96.683219
+    27  3712.0  85.455380  ...  88.248537             88.640059
+    28  3840.0  82.778440  ...  87.252072             88.971840
+    29  3968.0  93.076994  ...  84.094627             91.335278
+    30  4096.0  86.590337  ...  86.480498             92.182504
 
     [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  44.408 seconds)
+   **Total running time of the script:** ( 5 minutes  23.977 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_03-matrix-multiplication.py:
diff --git a/v1.1.2/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt b/v1.1.2/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
index c24a29c63..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  0.109 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 661b38c33..37319e223 100644
--- a/v1.1.2/_sources/getting-started/tutorials/05-layer-norm.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/05-layer-norm.rst.txt
@@ -38,36 +38,36 @@ Layer Normalization
 
     layer-norm-backward:
               N      Triton       Torch        Apex
-    0    1024.0  311.088617   99.902435  315.076934
+    0    1024.0  307.200008   99.902435  315.076934
     1    1536.0  351.085717  134.050910  344.523365
     2    2048.0  423.724127  159.067963  334.367350
-    3    2560.0  461.954908  182.857144  330.322572
-    4    3072.0  519.211251  191.501303  321.956335
-    5    3584.0  547.872604  207.768111  309.410081
-    6    4096.0  568.231237  221.405403  301.546004
+    3    2560.0  458.507457  182.314537  330.322572
+    4    3072.0  515.580429  191.501303  321.956335
+    5    3584.0  547.872604  208.271186  309.410081
+    6    4096.0  568.231237  220.907859  300.623865
     7    4608.0  500.416301  232.336141  287.251954
-    8    5120.0  529.655159  243.809526  287.102804
-    9    5632.0  540.671974  244.869560  291.939522
-    10   6144.0  548.163546  251.202731  286.879370
-    11   6656.0  536.053693  256.000009  286.793541
-    12   7168.0  518.168681  253.734520  277.919225
-    13   7680.0  488.912481  266.358392  280.547947
-    14   8192.0  464.794337  258.354805  278.481578
+    8    5120.0  527.381977  243.809526  286.433562
+    9    5632.0  542.843364  244.869560  291.939522
+    10   6144.0  548.163546  251.202731  288.000001
+    11   6656.0  534.260858  256.000009  286.793541
+    12   7168.0  516.612607  253.734520  277.919225
+    13   7680.0  490.212752  266.743841  284.444450
+    14   8192.0  464.794337  258.694729  278.481578
     15   8704.0  416.958106  267.472468  284.987724
-    16   9216.0  432.000001  272.394084  289.887291
+    16   9216.0  431.157889  272.394084  289.887291
     17   9728.0  439.683593  280.278512  288.950501
-    18  10240.0  446.836366  287.102804  287.775181
-    19  10752.0  430.079980  246.699797  289.941565
-    20  11264.0  430.471331  245.313973  286.069848
+    18  10240.0  446.836366  287.438599  289.811322
+    19  10752.0  430.079980  246.935876  289.941565
+    20  11264.0  430.471331  245.536784  286.069848
     21  11776.0  420.571432  249.447482  288.981596
     22  12288.0  418.909088  254.673582  294.323369
-    23  12800.0  414.016170  254.094291  289.538159
-    24  13312.0  411.711355  252.360194  289.391298
+    23  12800.0  414.016170  254.094291  289.811310
+    24  13312.0  411.181478  252.360194  289.129403
     25  13824.0  404.604870  257.190689  291.799461
-    26  14336.0  395.021816  256.000002  289.129416
-    27  14848.0  385.245405  257.479779  289.012175
-    28  15360.0  376.932517  258.332158  287.550706
-    29  15872.0  369.832994  261.626369  290.784741
+    26  14336.0  395.475867  256.190622  289.129416
+    27  14848.0  384.829370  257.479779  289.012175
+    28  15360.0  377.318326  258.332158  288.225185
+    29  15872.0  369.832994  261.626369  290.562936
 
 
 
@@ -329,7 +329,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  13.257 seconds)
+   **Total running time of the script:** ( 2 minutes  11.766 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 8584638ea..23e462c17 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
 =================
-**13:05.655** total execution time for **getting-started_tutorials** files:
+**12:44.201** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:44.408 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:23.977 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:23.413 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:22.745 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:13.257 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:11.766 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:44.469 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:45.701 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.109 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.011 | 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 de9d50f98..d03566d0d 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  44.469 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  45.701 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 931307c26..d744dcab7 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   188.321838
+0     256.0  512.000001      546.133347   192.752942
 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  812.359066      405.755985   198.328233
-94  12288.0  814.111783      415.661740   198.694297
-95  12416.0  813.330613      412.149375   198.407990
-96  12544.0  812.566838      412.971190   198.569388
-97  12672.0  812.633240      412.097543   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   198.755369
+96  12544.0  812.566838      412.971190   198.913776
+97  12672.0  812.633240      412.097543   199.069228
 
 [98 rows x 4 columns]
 </pre></div>
@@ -397,7 +397,7 @@ We will then compare its performance against (1) <code class="code docutils lite
 Note however that the PyTorch <cite>softmax</cite> operation is more general and will works on tensors of any shape.</p></li>
 </ul>
 </div></blockquote>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  23.413 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  22.745 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">
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