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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 6957afe39..114bcf5f3 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 053f94193..dc96fded9 100644
--- a/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
+++ b/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
@@ -235,10 +235,10 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
     0        4096.0    9.600000    9.600000
     1        8192.0   19.200000   19.200000
     2       16384.0   38.400001   38.400001
-    3       32768.0   76.800002   76.800002
+    3       32768.0   63.999998   63.999998
     4       65536.0  127.999995  127.999995
     5      131072.0  219.428568  219.428568
-    6      262144.0  341.333321  341.333321
+    6      262144.0  341.333321  384.000001
     7      524288.0  472.615390  472.615390
     8     1048576.0  614.400016  614.400016
     9     2097152.0  722.823517  722.823517
@@ -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  40.155 seconds)
+   **Total running time of the script:** ( 1 minutes  38.414 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 e19cdca94..2b725e2d8 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
-    1     384.0  614.400016      585.142862   153.600004
-    2     512.0  655.360017      606.814814   154.566038
-    3     640.0  706.206879      640.000002   160.000000
-    4     768.0  722.823517      664.216187   162.754967
+    0     256.0  546.133347      546.133347   186.181817
+    1     384.0  585.142862      585.142862   151.703707
+    2     512.0  655.360017      606.814814   156.038096
+    3     640.0  682.666684      640.000002   160.000000
+    4     768.0  722.823517      664.216187   163.839992
     ..      ...         ...             ...          ...
-    93  12160.0  814.058574      406.179533   198.936606
-    94  12288.0  814.111783      415.222812   199.197579
-    95  12416.0  814.163950      412.149375   198.755369
-    96  12544.0  814.214963      412.546756   199.012395
-    97  12672.0  814.265046      411.679167   199.069228
+    93  12160.0  814.058574      405.755985   198.834951
+    94  12288.0  814.111783      415.222812   199.096718
+    95  12416.0  814.163950      411.296057   198.755369
+    96  12544.0  814.214963      412.546756   198.864492
+    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  20.786 seconds)
+   **Total running time of the script:** ( 3 minutes  19.681 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 7ff3f5e10..155b67175 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  ...   2.978909              2.978909
     1    384.0   7.372800  ...   8.507077              7.899428
     2    512.0  14.563555  ...  16.384000             16.384000
-    3    640.0  22.260869  ...  24.380953             24.380953
+    3    640.0  23.272727  ...  24.380953             24.380953
     4    768.0  32.768000  ...  34.028308             34.028308
-    5    896.0  39.025776  ...  39.025776             39.025776
+    5    896.0  37.971025  ...  40.140799             39.025776
     6   1024.0  49.932191  ...  52.428801             52.428801
     7   1152.0  45.242181  ...  46.656000             46.656000
     8   1280.0  51.200001  ...  56.888887             56.888887
     9   1408.0  64.138541  ...  67.305878             66.485074
-    10  1536.0  79.526831  ...  79.526831             79.526831
-    11  1664.0  62.929456  ...  62.492442             62.061463
-    12  1792.0  72.983276  ...  72.047592             72.047592
-    13  1920.0  68.776119  ...  70.172588             70.172588
-    14  2048.0  73.262953  ...  76.608294             76.260072
-    15  2176.0  83.155572  ...  85.998493             85.632545
-    16  2304.0  68.643310  ...  76.319081             75.834511
-    17  2432.0  71.125224  ...  74.521127             84.621881
-    18  2560.0  77.833728  ...  81.108913             81.108913
-    19  2688.0  83.186525  ...  89.888756             89.464755
-    20  2816.0  83.074685  ...  82.916747             81.293956
-    21  2944.0  81.967162  ...  82.237674             81.298583
-    22  3072.0  81.238312  ...  88.612060             88.890270
-    23  3200.0  84.656085  ...  95.665176             94.674553
-    24  3328.0  83.468170  ...  82.843841             84.695641
-    25  3456.0  81.683457  ...  90.281712             90.994998
-    26  3584.0  84.986191  ...  87.296493             95.047985
-    27  3712.0  82.355598  ...  88.718781             83.040189
-    28  3840.0  84.228485  ...  91.701494             85.465227
-    29  3968.0  91.062642  ...  85.271796             89.394823
-    30  4096.0  87.352901  ...  88.011627             87.154371
+    10  1536.0  80.430545  ...  79.526831             78.643199
+    11  1664.0  62.929456  ...  62.492442             62.492442
+    12  1792.0  72.512412  ...  72.047592             72.047592
+    13  1920.0  68.776119  ...  70.172588             70.530615
+    14  2048.0  73.584279  ...  76.608294             76.608294
+    15  2176.0  83.500614  ...  86.367588             85.998493
+    16  2304.0  68.643310  ...  76.809875             76.563695
+    17  2432.0  71.487187  ...  74.719317             84.621881
+    18  2560.0  77.283019  ...  81.108913             81.108913
+    19  2688.0  83.369354  ...  89.464755             89.676257
+    20  2816.0  81.981598  ...  83.392363             82.916747
+    21  2944.0  81.967162  ...  81.034195             81.832567
+    22  3072.0  82.301023  ...  87.924073             88.612060
+    23  3200.0  78.816219  ...  94.814812             95.380032
+    24  3328.0  84.101981  ...  82.275764             85.500351
+    25  3456.0  81.849303  ...  83.893412             90.281712
+    26  3584.0  87.211821  ...  98.537414             90.367227
+    27  3712.0  80.627396  ...  87.132441             87.018592
+    28  3840.0  84.940091  ...  92.236860             84.548438
+    29  3968.0  92.302520  ...  84.154440             90.724116
+    30  4096.0  86.478753  ...  90.169784             87.097813
 
     [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  55.972 seconds)
+   **Total running time of the script:** ( 5 minutes  57.081 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 edf37f86f..71e5eb542 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  0.480 seconds)
+   **Total running time of the script:** ( 0 minutes  0.497 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 adf400c15..f4f7ff57d 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  307.200008   98.303995  303.407414
+    0    1024.0  307.200008   97.912354  303.407414
     1    1536.0  347.773587  134.540150  341.333333
     2    2048.0  420.102553  161.684218  323.368435
-    3    2560.0  455.111129  181.775141  325.079368
-    4    3072.0  511.999982  192.501302  319.168834
-    5    3584.0  547.872604  208.271186  311.652167
-    6    4096.0  568.231237  220.412561  299.707322
-    7    4608.0  504.986315  232.825259  286.507772
-    8    5120.0  527.381977  242.845844  284.444444
-    9    5632.0  542.843364  243.545956  289.438969
-    10   6144.0  546.133354  248.661056  286.322318
-    11   6656.0  534.260858  256.000009  285.767438
-    12   7168.0  507.469040  260.260201  285.767449
-    13   7680.0  479.999983  262.564106  279.272719
-    14   8192.0  462.607053  267.493874  284.526763
-    15   8704.0  417.791980  267.815384  284.987724
-    16   9216.0  431.157889  272.059034  288.751954
-    17   9728.0  438.857162  280.278512  290.027323
-    18  10240.0  449.287041  286.767793  290.496460
-    19  10752.0  426.525614  247.172406  290.594591
-    20  11264.0  426.397479  245.536784  286.676558
-    21  11776.0  423.089806  249.667843  288.981596
-    22  12288.0  419.504980  254.673582  294.029924
-    23  12800.0  414.016170  253.674644  289.538159
-    24  13312.0  411.181478  252.559690  289.916513
-    25  13824.0  404.604870  257.390218  292.056329
-    26  14336.0  393.665895  254.297107  286.959121
-    27  14848.0  385.245405  257.665934  289.481735
-    28  15360.0  373.495460  257.970599  287.102804
-    29  15872.0  371.637071  261.626369  289.899545
+    3    2560.0  458.507457  181.238943  330.322572
+    4    3072.0  511.999982  192.501302  320.556515
+    5    3584.0  547.872604  208.271186  312.785456
+    6    4096.0  568.231237  220.907859  300.623865
+    7    4608.0  507.302750  232.825259  287.999990
+    8    5120.0  527.381977  242.845844  285.104413
+    9    5632.0  540.671974  241.371422  288.204696
+    10   6144.0  548.163546  250.349744  287.438593
+    11   6656.0  534.260858  256.000009  286.279570
+    12   7168.0  512.000004  255.240352  280.182402
+    13   7680.0  485.052616  263.690977  277.172933
+    14   8192.0  463.698115  268.223740  281.673345
+    15   8704.0  418.629245  266.109560  282.291896
+    16   9216.0  432.845409  272.394084  288.375482
+    17   9728.0  439.683593  278.606213  287.173424
+    18  10240.0  446.025405  286.767793  288.112552
+    19  10752.0  423.724151  244.827326  288.321786
+    20  11264.0  426.397479  245.983625  287.285864
+    21  11776.0  421.198220  247.807112  287.219500
+    22  12288.0  420.701865  254.453844  294.911986
+    23  12800.0  413.458944  252.009851  287.910035
+    24  13312.0  411.181478  253.763296  290.972683
+    25  13824.0  403.620451  258.191439  292.829653
+    26  14336.0  394.116833  255.240352  289.372589
+    27  14848.0  385.245405  256.552919  289.952797
+    28  15360.0  379.649845  262.751252  289.811315
+    29  15872.0  370.913333  261.806182  289.899545
 
 
 
@@ -339,7 +339,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  11.400 seconds)
+   **Total running time of the script:** ( 2 minutes  12.137 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 da43d7b5a..1f28e7022 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
 =================
-**13:08.793** total execution time for **getting-started_tutorials** files:
+**13:07.810** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:55.972 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:57.081 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:20.786 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:19.681 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:11.400 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.137 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:40.155 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:38.414 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.480 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.497 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/master/getting-started/tutorials/01-vector-add.html b/master/getting-started/tutorials/01-vector-add.html
index 1687e0d43..d7d9359df 100644
--- a/master/getting-started/tutorials/01-vector-add.html
+++ b/master/getting-started/tutorials/01-vector-add.html
@@ -325,10 +325,10 @@ for different problem sizes.</p>
 0        4096.0    9.600000    9.600000
 1        8192.0   19.200000   19.200000
 2       16384.0   38.400001   38.400001
-3       32768.0   76.800002   76.800002
+3       32768.0   63.999998   63.999998
 4       65536.0  127.999995  127.999995
 5      131072.0  219.428568  219.428568
-6      262144.0  341.333321  341.333321
+6      262144.0  341.333321  384.000001
 7      524288.0  472.615390  472.615390
 8     1048576.0  614.400016  614.400016
 9     2097152.0  722.823517  722.823517
@@ -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  40.155 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  38.414 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 2e848cbd1..89551f083 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
-1     384.0  614.400016      585.142862   153.600004
-2     512.0  655.360017      606.814814   154.566038
-3     640.0  706.206879      640.000002   160.000000
-4     768.0  722.823517      664.216187   162.754967
+0     256.0  546.133347      546.133347   186.181817
+1     384.0  585.142862      585.142862   151.703707
+2     512.0  655.360017      606.814814   156.038096
+3     640.0  682.666684      640.000002   160.000000
+4     768.0  722.823517      664.216187   163.839992
 ..      ...         ...             ...          ...
-93  12160.0  814.058574      406.179533   198.936606
-94  12288.0  814.111783      415.222812   199.197579
-95  12416.0  814.163950      412.149375   198.755369
-96  12544.0  814.214963      412.546756   199.012395
-97  12672.0  814.265046      411.679167   199.069228
+93  12160.0  814.058574      405.755985   198.834951
+94  12288.0  814.111783      415.222812   199.096718
+95  12416.0  814.163950      411.296057   198.755369
+96  12544.0  814.214963      412.546756   198.864492
+97  12672.0  814.265046      412.097543   199.069228
 
 [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  20.786 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  19.681 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 14327c12c..cdda39f15 100644
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diff --git a/v1.1.2/_images/sphx_glr_02-fused-softmax_001.png b/v1.1.2/_images/sphx_glr_02-fused-softmax_001.png
index ea9a4d570..b071d4018 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 d99684d7c..a4905354a 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 9c08d7774..b60d6fee6 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
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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 15632d9a4..2bab70acc 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 a55079b26..f45032c8b 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 793de9db2..a721e21cc 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  384.000001  384.000001
+    6      262144.0  341.333321  384.000001
     7      524288.0  472.615390  472.615390
     8     1048576.0  614.400016  614.400016
-    9     2097152.0  722.823517  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  46.901 seconds)
+   **Total running time of the script:** ( 1 minutes  45.465 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 0ac67c0bf..cd620a38b 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   186.181817
+    0     256.0  512.000001      546.133347   188.321838
     1     384.0  585.142862      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   198.733401
+    93  12160.0  812.359066      406.179533   198.733401
     94  12288.0  814.111783      415.661740   198.995960
-    95  12416.0  812.498981      412.149375   198.556711
-    96  12544.0  812.566838      413.396498   198.716830
-    97  12672.0  812.633240      411.679167   198.776477
+    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   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  24.753 seconds)
+   **Total running time of the script:** ( 3 minutes  24.644 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 7badc45b8..86fd119d0 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  39.025776  ...  40.140799             39.025776
-    6   1024.0  51.150050  ...  52.428801             52.428801
+    5    896.0  39.025776  ...  39.025776             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
+    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
+    10  1536.0  79.526831  ...  79.526831             78.643199
     11  1664.0  62.929456  ...  62.061463             62.061463
     12  1792.0  72.512412  ...  72.047592             71.588687
-    13  1920.0  69.120002  ...  70.172588             69.818184
+    13  1920.0  68.776119  ...  70.172588             69.818184
     14  2048.0  73.584279  ...  76.608294             76.608294
-    15  2176.0  82.813365  ...  85.998493             85.269692
-    16  2304.0  68.446623  ...  76.809875             76.319081
-    17  2432.0  71.305746  ...  74.521127             84.367759
-    18  2560.0  77.833728  ...  81.310171             80.908642
-    19  2688.0  83.186525  ...  89.676257             89.464755
-    20  2816.0  83.552120  ...  82.135981             82.602666
-    21  2944.0  81.832567  ...  82.509987             82.373605
-    22  3072.0  81.825298  ...  86.845249             83.146995
-    23  3200.0  84.600132  ...  94.955488             94.534716
-    24  3328.0  83.710812  ...  82.275764             83.808259
-    25  3456.0  81.849303  ...  87.347312             88.986281
-    26  3584.0  87.722333  ...  90.368655             95.654673
-    27  3712.0  85.528545  ...  84.230479             85.822459
-    28  3840.0  84.940091  ...  92.313853             84.230487
-    29  3968.0  92.232760  ...  81.186915             84.680037
-    30  4096.0  93.336389  ...  92.309303             85.163532
+    15  2176.0  83.500614  ...  86.367588             85.269692
+    16  2304.0  68.446623  ...  76.563695             76.319081
+    17  2432.0  71.125224  ...  82.388456             83.864074
+    18  2560.0  78.019048  ...  80.908642             80.313727
+    19  2688.0  83.186525  ...  89.888756             89.254248
+    20  2816.0  82.759409  ...  82.759409             80.320825
+    21  2944.0  82.509987  ...  82.237674             82.921853
+    22  3072.0  78.100834  ...  88.612060             88.473602
+    23  3200.0  84.768213  ...  94.955488             94.117647
+    24  3328.0  83.226931  ...  84.101981             84.151136
+    25  3456.0  80.300370  ...  83.329783             81.108217
+    26  3584.0  85.797134  ...  96.996106             96.166193
+    27  3712.0  79.917877  ...  82.287760             86.791782
+    28  3840.0  84.874902  ...  84.940091             88.686451
+    29  3968.0  91.062642  ...  84.040329             84.560841
+    30  4096.0  86.424811  ...  84.412837             89.928129
 
     [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  49.922 seconds)
+   **Total running time of the script:** ( 6 minutes  0.592 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 fd1f257c9..05e43b516 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  0.110 seconds)
+   **Total running time of the script:** ( 0 minutes  0.113 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 a08745d6f..92f986b3d 100644
--- a/v1.1.2/_sources/getting-started/tutorials/05-layer-norm.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/05-layer-norm.rst.txt
@@ -38,36 +38,36 @@ Layer Normalization
 
     layer-norm-backward:
               N      Triton       Torch        Apex
-    0    1024.0  307.200008   98.303995  303.407414
-    1    1536.0  351.085717  134.540150  341.333333
-    2    2048.0  423.724127  161.684218  334.367350
-    3    2560.0  461.954908  181.238943  330.322572
-    4    3072.0  515.580429  191.999993  320.556515
-    5    3584.0  549.623009  208.271186  311.652167
-    6    4096.0  568.231237  219.919464  299.707322
-    7    4608.0  500.416301  232.825259  286.507772
-    8    5120.0  525.128191  242.366855  285.104413
-    9    5632.0  540.671974  243.107920  289.438969
-    10   6144.0  542.117638  248.242431  285.767458
-    11   6656.0  530.710976  256.000009  285.767438
-    12   7168.0  505.976473  260.654538  286.242939
-    13   7680.0  481.253256  262.190612  275.104486
-    14   8192.0  462.607053  267.130429  284.939124
-    15   8704.0  417.791980  267.472468  284.599455
-    16   9216.0  430.319054  272.394084  288.751954
-    17   9728.0  438.033784  280.278512  289.667485
-    18  10240.0  447.650282  286.100109  287.438599
-    19  10752.0  428.651173  246.935876  290.594591
-    20  11264.0  429.104745  245.536784  286.676558
-    21  11776.0  423.089806  249.667843  288.981596
-    22  12288.0  420.102570  254.673582  294.323369
-    23  12800.0  414.574901  253.465340  289.811310
-    24  13312.0  412.242569  252.959629  289.916513
-    25  13824.0  406.090579  257.190689  292.056329
-    26  14336.0  396.387109  254.297107  286.959121
-    27  14848.0  386.498925  257.665934  289.246765
-    28  15360.0  373.117425  257.790220  287.102804
-    29  15872.0  369.832994  261.626369  289.899545
+    0    1024.0  311.088617   99.497980  311.088617
+    1    1536.0  351.085717  133.083026  344.523365
+    2    2048.0  423.724127  158.554837  332.108094
+    3    2560.0  458.507457  182.857144  330.322572
+    4    3072.0  515.580429  191.501303  316.429186
+    5    3584.0  547.872604  208.271186  311.652167
+    6    4096.0  568.231237  219.919464  297.890900
+    7    4608.0  498.162157  232.825259  288.751954
+    8    5120.0  527.381977  243.809526  289.811322
+    9    5632.0  540.671974  245.313973  291.310338
+    10   6144.0  548.163546  251.202731  286.879370
+    11   6656.0  534.260858  255.590406  286.279570
+    12   7168.0  516.612607  254.109315  278.368936
+    13   7680.0  487.619051  266.743841  284.884090
+    14   8192.0  467.002371  257.003920  276.912679
+    15   8704.0  416.958106  267.815384  285.767450
+    16   9216.0  431.157889  273.742580  289.507855
+    17   9728.0  439.683593  280.278512  289.308559
+    18  10240.0  446.025405  287.102804  290.840246
+    19  10752.0  431.518385  246.699797  288.967529
+    20  11264.0  428.424741  246.432094  286.676558
+    21  11776.0  422.457417  250.109737  288.981596
+    22  12288.0  419.504980  254.673582  294.029924
+    23  12800.0  414.574901  253.884294  289.265522
+    24  13312.0  412.242569  252.559690  289.653667
+    25  13824.0  405.594132  257.390218  292.056329
+    26  14336.0  395.475867  255.240352  289.129416
+    27  14848.0  385.662341  257.293872  288.077610
+    28  15360.0  374.443863  258.422707  287.775181
+    29  15872.0  366.629453  261.986243  290.784741
 
 
 
@@ -329,7 +329,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  12.432 seconds)
+   **Total running time of the script:** ( 2 minutes  12.820 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 78443d827..b892a4ade 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
 =================
-**13:14.119** total execution time for **getting-started_tutorials** files:
+**13:23.634** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:49.922 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:00.592 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:24.753 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:24.644 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.432 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.820 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:46.901 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:45.465 | 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 |
+| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.113 | 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 8193d81f4..33508c66e 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  384.000001  384.000001
+6      262144.0  341.333321  384.000001
 7      524288.0  472.615390  472.615390
 8     1048576.0  614.400016  614.400016
-9     2097152.0  722.823517  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  46.901 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  45.465 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 5d546f802..15340dfbe 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   186.181817
+0     256.0  512.000001      546.133347   188.321838
 1     384.0  585.142862      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   198.733401
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 [98 rows x 4 columns]
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@@ -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>
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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
index 90aade64a..9e413cc6a 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:
          M     cuBLAS  ...     Triton  Triton (+ LeakyReLU)
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-5    896.0  39.025776  ...  40.140799             39.025776
-6   1024.0  51.150050  ...  52.428801             52.428801
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+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
+8   1280.0  51.200001  ...  56.888887             56.109587
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-10  1536.0  80.430545  ...  79.526831             78.643199
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 11  1664.0  62.929456  ...  62.061463             62.061463
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-13  1920.0  69.120002  ...  70.172588             69.818184
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-25  3456.0  81.849303  ...  87.347312             88.986281
-26  3584.0  87.722333  ...  90.368655             95.654673
-27  3712.0  85.528545  ...  84.230479             85.822459
-28  3840.0  84.940091  ...  92.313853             84.230487
-29  3968.0  92.232760  ...  81.186915             84.680037
-30  4096.0  93.336389  ...  92.309303             85.163532
+15  2176.0  83.500614  ...  86.367588             85.269692
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+20  2816.0  82.759409  ...  82.759409             80.320825
+21  2944.0  82.509987  ...  82.237674             82.921853
+22  3072.0  78.100834  ...  88.612060             88.473602
+23  3200.0  84.768213  ...  94.955488             94.117647
+24  3328.0  83.226931  ...  84.101981             84.151136
+25  3456.0  80.300370  ...  83.329783             81.108217
+26  3584.0  85.797134  ...  96.996106             96.166193
+27  3712.0  79.917877  ...  82.287760             86.791782
+28  3840.0  84.874902  ...  84.940091             88.686451
+29  3968.0  91.062642  ...  84.040329             84.560841
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 [31 rows x 5 columns]
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 <div class="sphx-glr-footer class sphx-glr-footer-example docutils container" id="sphx-glr-download-getting-started-tutorials-03-matrix-multiplication-py">
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diff --git a/v1.1.2/getting-started/tutorials/04-low-memory-dropout.html b/v1.1.2/getting-started/tutorials/04-low-memory-dropout.html
index 996428616..e1055d794 100644
--- a/v1.1.2/getting-started/tutorials/04-low-memory-dropout.html
+++ b/v1.1.2/getting-started/tutorials/04-low-memory-dropout.html
@@ -371,7 +371,7 @@ to explore the <cite>triton/language/random</cite> folder!</p>
 <dd><p>Nitish Srivastava and Geoffrey Hinton and Alex Krizhevsky and Ilya Sutskever and Ruslan Salakhutdinov, “Dropout: A Simple Way to Prevent Neural Networks from Overfitting”, JMLR 2014</p>
 </dd>
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diff --git a/v1.1.2/getting-started/tutorials/05-layer-norm.html b/v1.1.2/getting-started/tutorials/05-layer-norm.html
index 82cb009fa..7135f8f05 100644
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+++ b/v1.1.2/getting-started/tutorials/05-layer-norm.html
@@ -194,36 +194,36 @@ to download the full example code</p>
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-9    5632.0  540.671974  243.107920  289.438969
-10   6144.0  542.117638  248.242431  285.767458
-11   6656.0  530.710976  256.000009  285.767438
-12   7168.0  505.976473  260.654538  286.242939
-13   7680.0  481.253256  262.190612  275.104486
-14   8192.0  462.607053  267.130429  284.939124
-15   8704.0  417.791980  267.472468  284.599455
-16   9216.0  430.319054  272.394084  288.751954
-17   9728.0  438.033784  280.278512  289.667485
-18  10240.0  447.650282  286.100109  287.438599
-19  10752.0  428.651173  246.935876  290.594591
-20  11264.0  429.104745  245.536784  286.676558
-21  11776.0  423.089806  249.667843  288.981596
-22  12288.0  420.102570  254.673582  294.323369
-23  12800.0  414.574901  253.465340  289.811310
-24  13312.0  412.242569  252.959629  289.916513
-25  13824.0  406.090579  257.190689  292.056329
-26  14336.0  396.387109  254.297107  286.959121
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+4    3072.0  515.580429  191.501303  316.429186
+5    3584.0  547.872604  208.271186  311.652167
+6    4096.0  568.231237  219.919464  297.890900
+7    4608.0  498.162157  232.825259  288.751954
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+9    5632.0  540.671974  245.313973  291.310338
+10   6144.0  548.163546  251.202731  286.879370
+11   6656.0  534.260858  255.590406  286.279570
+12   7168.0  516.612607  254.109315  278.368936
+13   7680.0  487.619051  266.743841  284.884090
+14   8192.0  467.002371  257.003920  276.912679
+15   8704.0  416.958106  267.815384  285.767450
+16   9216.0  431.157889  273.742580  289.507855
+17   9728.0  439.683593  280.278512  289.308559
+18  10240.0  446.025405  287.102804  290.840246
+19  10752.0  431.518385  246.699797  288.967529
+20  11264.0  428.424741  246.432094  286.676558
+21  11776.0  422.457417  250.109737  288.981596
+22  12288.0  419.504980  254.673582  294.029924
+23  12800.0  414.574901  253.884294  289.265522
+24  13312.0  412.242569  252.559690  289.653667
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+26  14336.0  395.475867  255.240352  289.129416
+27  14848.0  385.662341  257.293872  288.077610
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diff --git a/v1.1.2/getting-started/tutorials/sg_execution_times.html b/v1.1.2/getting-started/tutorials/sg_execution_times.html
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