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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 428550ea5..ad36d6f51 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 678757705..be779d528 100644
--- a/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
+++ b/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
@@ -235,7 +235,7 @@ 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   76.800002
+    3       32768.0   76.800002   76.800002
     4       65536.0  127.999995  127.999995
     5      131072.0  219.428568  219.428568
     6      262144.0  341.333321  341.333321
@@ -255,7 +255,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 1 minutes  41.030 seconds)
+   **Total running time of the script:** ( 1 minutes  49.234 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 f82c163ce..d42f75938 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   190.511628
-    1     384.0  438.857137      585.142862   151.703707
-    2     512.0  481.882344      606.814814   154.566038
-    3     640.0  465.454542      640.000002   158.759699
-    4     768.0  463.698115      664.216187   162.754967
+    0     256.0  546.133347      512.000001   188.321838
+    1     384.0  585.142862      585.142862   151.703707
+    2     512.0  655.360017      606.814814   154.566038
+    3     640.0  682.666684      640.000002   158.759699
+    4     768.0  722.823517      664.216187   162.754967
     ..      ...         ...             ...          ...
-    93  12160.0  478.622374      405.333344   198.834951
-    94  12288.0  487.256521      415.661740   199.096718
-    95  12416.0  459.851851      411.722274   198.755369
-    96  12544.0  458.228323      412.971190   199.012395
-    97  12672.0  457.679461      412.097543   199.069228
+    93  12160.0  814.058574      405.755985   198.936606
+    94  12288.0  814.111783      415.442160   199.096718
+    95  12416.0  814.163950      411.296057   198.854847
+    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  8.844 seconds)
+   **Total running time of the script:** ( 3 minutes  28.564 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 fe93e7d41..8df5a623c 100644
--- a/master/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
+++ b/master/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
@@ -463,32 +463,32 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
     2    512.0  14.563555  ...  15.420235             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
-    6   1024.0  49.932191  ...  53.773130             52.428801
+    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  ...  79.526831             79.526831
-    11  1664.0  62.929456  ...  63.372618             62.929456
+    9   1408.0  64.138541  ...  68.147202             67.305878
+    10  1536.0  79.526831  ...  80.430545             80.430545
+    11  1664.0  63.372618  ...  63.372618             62.929456
     12  1792.0  72.983276  ...  63.499573             63.142831
-    13  1920.0  68.776119  ...  71.626943             71.257735
-    14  2048.0  73.584279  ...  78.398206             78.033565
-    15  2176.0  83.500614  ...  87.115360             86.739860
-    16  2304.0  68.251065  ...  77.810656             77.558029
-    17  2432.0  71.125224  ...  75.726318             75.522751
-    18  2560.0  77.833728  ...  82.331658             81.920002
-    19  2688.0  83.737433  ...  90.532356             90.316801
-    20  2816.0  82.290955  ...  83.712490             84.197315
-    21  2944.0  82.646820  ...  81.967162             83.477440
-    22  3072.0  82.062468  ...  85.662786             89.030036
-    23  3200.0  84.210524  ...  97.116842             95.952022
-    24  3328.0  83.905938  ...  86.946008             86.736504
-    25  3456.0  79.196043  ...  86.689860             91.407671
-    26  3584.0  87.211821  ...  94.947616             97.840469
-    27  3712.0  85.896254  ...  83.005689             88.404730
-    28  3840.0  81.738356  ...  88.297007             91.473945
-    29  3968.0  88.040360  ...  92.093539             84.797731
-    30  4096.0  93.336389  ...  91.491294             88.185107
+    13  1920.0  68.776119  ...  71.257735             71.257735
+    14  2048.0  73.908442  ...  78.033565             77.672296
+    15  2176.0  83.155572  ...  87.115360             86.739860
+    16  2304.0  68.446623  ...  77.810656             77.810656
+    17  2432.0  71.487187  ...  75.522751             75.522751
+    18  2560.0  77.833728  ...  82.539044             82.125311
+    19  2688.0  84.295681  ...  90.102270             91.185232
+    20  2816.0  84.197315  ...  84.197315             83.712490
+    21  2944.0  82.373605  ...  82.509987             84.111450
+    22  3072.0  82.062468  ...  89.451983             87.651868
+    23  3200.0  80.910237  ...  96.822991             96.822991
+    24  3328.0  83.516586  ...  84.052885             83.130825
+    25  3456.0  82.604067  ...  86.970406             89.679166
+    26  3584.0  84.072363  ...  91.563533             98.699661
+    27  3712.0  85.822459  ...  84.017953             88.326564
+    28  3840.0  80.960466  ...  86.130841             91.549669
+    29  3968.0  90.825409  ...  91.643962             84.856701
+    30  4096.0  93.433852  ...  91.304576             90.443212
 
     [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  27.164 seconds)
+   **Total running time of the script:** ( 6 minutes  55.735 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 5c5c5d5ad..e2cd892f5 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  0.325 seconds)
+   **Total running time of the script:** ( 0 minutes  0.326 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 3ff8b5b9c..2cf40dbcd 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  114.306981   99.497980  315.076934
-    1    1536.0  117.776359  132.604320  341.333333
-    2    2048.0  124.751268  158.554837  321.254900
-    3    2560.0  119.766080  182.857144  325.079368
-    4    3072.0  123.912607  191.501303  319.168834
-    5    3584.0  126.308369  208.271186  309.410081
-    6    4096.0  130.549806  220.412561  298.796351
-    7    4608.0  105.325718  231.849059  285.767436
-    8    5120.0  108.647215  244.294240  286.433562
-    9    5632.0  109.803417  244.426754  291.310338
-    10   6144.0  111.878602  251.202731  286.879370
-    11   6656.0  112.733948  256.000009  286.793541
-    12   7168.0  114.917836  253.360829  277.470965
-    13   7680.0  115.128047  266.743841  284.444450
-    14   8192.0  115.583772  258.694729  277.303250
-    15   8704.0   93.928060  267.130429  286.158893
-    16   9216.0   96.650214  272.729961  289.129410
-    17   9728.0   97.564561  279.942444  288.950501
-    18  10240.0  100.024417  287.102804  290.153487
-    19  10752.0  100.997264  246.699797  289.941565
-    20  11264.0  102.985144  246.432094  287.897767
-    21  11776.0  103.373808  249.667843  289.573776
-    22  12288.0  106.007189  254.453844  294.029924
-    23  12800.0  105.967577  254.094291  290.084977
-    24  13312.0  107.138837  252.959629  289.391298
-    25  13824.0  107.370873  256.991469  292.056329
-    26  14336.0  109.157360  255.429842  288.160801
-    27  14848.0  109.461527  257.108233  288.544136
-    28  15360.0  110.669469  258.513318  288.225185
-    29  15872.0  110.960674  262.527914  290.562936
+    0    1024.0  361.411758   99.497980  315.076934
+    1    1536.0  405.098894  133.083026  344.523365
+    2    2048.0  496.484863  158.045011  332.108094
+    3    2560.0  458.507457  182.857144  328.556154
+    4    3072.0  519.211251  191.501303  316.429186
+    5    3584.0  554.941930  207.768111  310.527060
+    6    4096.0  558.545450  219.919464  297.890900
+    7    4608.0  500.416301  231.849059  289.507855
+    8    5120.0  527.381977  244.294240  289.811322
+    9    5632.0  542.843364  244.426754  291.310338
+    10   6144.0  550.208948  251.202731  288.000001
+    11   6656.0  536.053693  256.000009  286.793541
+    12   7168.0  513.528374  253.734520  277.470965
+    13   7680.0  486.332448  266.358392  284.884090
+    14   8192.0  467.002371  258.694729  277.694924
+    15   8704.0  414.476194  267.130429  286.158893
+    16   9216.0  427.822068  273.066667  289.507855
+    17   9728.0  439.683593  279.942444  288.950501
+    18  10240.0  445.217381  287.102804  289.811322
+    19  10752.0  431.518385  246.699797  289.941565
+    20  11264.0  427.071098  246.432094  288.204696
+    21  11776.0  421.198220  249.667843  289.573776
+    22  12288.0  414.784810  254.673582  294.617366
+    23  12800.0  411.796260  254.094291  288.450715
+    24  13312.0  410.125805  253.360814  289.391298
+    25  13824.0  403.620451  256.991469  292.056329
+    26  14336.0  397.761846  255.429842  288.402346
+    27  14848.0  383.586664  256.922861  288.310684
+    28  15360.0  379.649845  258.332158  288.902809
+    29  15872.0  372.363640  261.806182  289.899545
 
 
 
@@ -339,7 +339,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  2.154 seconds)
+   **Total running time of the script:** ( 2 minutes  12.794 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 c27ac5805..dd372176e 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
 =================
-**13:19.517** total execution time for **getting-started_tutorials** files:
+**14:26.653** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:27.164 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:55.735 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:08.844 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:28.564 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:02.154 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.794 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:41.030 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:49.234 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.325 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.326 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/master/getting-started/tutorials/01-vector-add.html b/master/getting-started/tutorials/01-vector-add.html
index 71ba2c42f..eba8b9cec 100644
--- a/master/getting-started/tutorials/01-vector-add.html
+++ b/master/getting-started/tutorials/01-vector-add.html
@@ -325,7 +325,7 @@ 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   76.800002
+3       32768.0   76.800002   76.800002
 4       65536.0  127.999995  127.999995
 5      131072.0  219.428568  219.428568
 6      262144.0  341.333321  341.333321
@@ -340,7 +340,7 @@ for different problem sizes.</p>
 15  134217728.0  849.737435  850.656574
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  41.030 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  49.234 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 d0526376e..ee39b00a7 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   190.511628
-1     384.0  438.857137      585.142862   151.703707
-2     512.0  481.882344      606.814814   154.566038
-3     640.0  465.454542      640.000002   158.759699
-4     768.0  463.698115      664.216187   162.754967
+0     256.0  546.133347      512.000001   188.321838
+1     384.0  585.142862      585.142862   151.703707
+2     512.0  655.360017      606.814814   154.566038
+3     640.0  682.666684      640.000002   158.759699
+4     768.0  722.823517      664.216187   162.754967
 ..      ...         ...             ...          ...
-93  12160.0  478.622374      405.333344   198.834951
-94  12288.0  487.256521      415.661740   199.096718
-95  12416.0  459.851851      411.722274   198.755369
-96  12544.0  458.228323      412.971190   199.012395
-97  12672.0  457.679461      412.097543   199.069228
+93  12160.0  814.058574      405.755985   198.936606
+94  12288.0  814.111783      415.442160   199.096718
+95  12416.0  814.163950      411.296057   198.854847
+96  12544.0  814.214963      412.971190   198.913776
+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  8.844 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  28.564 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 b69e43510..342c8ffed 100644
--- a/master/getting-started/tutorials/03-matrix-multiplication.html
+++ b/master/getting-started/tutorials/03-matrix-multiplication.html
@@ -569,37 +569,37 @@ torch_output=tensor([[  1.1045, -36.9688,  31.4688,  ..., -11.3906,  24.4531, -3
 2    512.0  14.563555  ...  15.420235             16.384000
 3    640.0  22.260869  ...  24.380953             24.380953
 4    768.0  32.768000  ...  35.389441             34.028308
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index 0eb4384cc..e639823d2 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 597017ace..514721e70 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 fac2c84b8..f055fb207 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 fbab22abc..c64d2f4ec 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 3077f361c..4ea364835 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 e5cb7dc37..90be035b6 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 68179b011..de88f916b 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
@@ -233,14 +233,14 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
                size      Triton       Torch
     0        4096.0    9.600000    9.600000
     1        8192.0   19.200000   19.200000
-    2       16384.0   38.400001   38.400001
+    2       16384.0   31.999999   38.400001
     3       32768.0   76.800002   76.800002
     4       65536.0  127.999995  127.999995
     5      131072.0  219.428568  219.428568
-    6      262144.0  341.333321  341.333321
+    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  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
@@ -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  43.714 seconds)
+   **Total running time of the script:** ( 1 minutes  43.947 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 fc76165c6..02a78b6ac 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
@@ -287,16 +287,16 @@ 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
-    1     384.0  585.142862      558.545450   151.703707
+    1     384.0  585.142862      585.142862   151.703707
     2     512.0  655.360017      606.814814   154.566038
-    3     640.0  682.666684      640.000002   158.759699
+    3     640.0  682.666684      640.000002   160.000000
     4     768.0  722.823517      664.216187   162.754967
     ..      ...         ...             ...          ...
-    93  12160.0  812.359066      405.755985   198.936606
-    94  12288.0  814.111783      415.222812   199.096718
-    95  12416.0  812.498981      411.296057   198.755369
-    96  12544.0  812.566838      412.971190   198.963085
-    97  12672.0  812.633240      411.679167   198.971549
+    93  12160.0  812.359066      405.755985   198.834951
+    94  12288.0  814.111783      415.661740   199.096718
+    95  12416.0  814.163950      411.722274   198.854847
+    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  21.028 seconds)
+   **Total running time of the script:** ( 3 minutes  23.801 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 d83a91b76..b8d7f210e 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
@@ -463,36 +463,36 @@ 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   2.978909  ...   2.978909              2.978909
-    1    384.0   7.372800  ...   8.507077              8.507077
-    2    512.0  14.563555  ...  16.384000             16.384000
+    1    384.0   7.372800  ...   8.507077              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  37.971025  ...  39.025776             39.025776
+    4    768.0  32.768000  ...  34.028308             32.768000
+    5    896.0  37.971025  ...  39.025776             37.971025
     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             56.109587
-    9   1408.0  64.138541  ...  66.485074             66.485074
-    10  1536.0  80.430545  ...  79.526831             79.526831
+    9   1408.0  64.138541  ...  67.305878             65.684049
+    10  1536.0  79.526831  ...  79.526831             78.643199
     11  1664.0  62.929456  ...  62.492442             62.061463
     12  1792.0  72.983276  ...  72.512412             71.588687
-    13  1920.0  68.776119  ...  70.172588             70.172588
-    14  2048.0  73.584279  ...  76.959706             76.608294
+    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  71.305746  ...  84.621881             84.877538
-    18  2560.0  77.833728  ...  81.310171             80.908642
-    19  2688.0  83.922689  ...  90.316801             89.888756
-    20  2816.0  83.233226  ...  83.074685             83.074685
-    21  2944.0  81.967162  ...  81.564701             82.373605
-    22  3072.0  82.420822  ...  88.335577             88.473602
-    23  3200.0  85.447263  ...  95.451158             94.955488
-    24  3328.0  83.226931  ...  84.795401             84.795401
-    25  3456.0  81.849303  ...  89.480098             91.304157
-    26  3584.0  87.381330  ...  90.549237             94.548254
-    27  3712.0  85.896254  ...  89.035062             90.650947
-    28  3840.0  80.901241  ...  86.130841             91.777595
-    29  3968.0  86.942599  ...  91.747320             86.849777
-    30  4096.0  93.924236  ...  88.446606             91.867031
+    16  2304.0  68.446623  ...  77.057651             76.563695
+    17  2432.0  71.305746  ...  85.393507             84.877538
+    18  2560.0  77.833728  ...  81.310171             80.511054
+    19  2688.0  84.295681  ...  89.888756             89.254248
+    20  2816.0  84.360174  ...  84.035084             82.602666
+    21  2944.0  82.646820  ...  82.784108             82.784108
+    22  3072.0  82.661468  ...  88.750943             88.335577
+    23  3200.0  83.333330  ...  95.665176             94.955488
+    24  3328.0  83.613586  ...  84.895397             84.695641
+    25  3456.0  82.350937  ...  91.304157             85.676480
+    26  3584.0  83.876297  ...  94.152243             86.958797
+    27  3712.0  85.675250  ...  88.483034             87.744698
+    28  3840.0  83.402717  ...  87.286505             90.947372
+    29  3968.0  87.660873  ...  90.859224             85.781326
+    30  4096.0  93.401342  ...  91.428970             91.304576
 
     [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  19.590 seconds)
+   **Total running time of the script:** ( 6 minutes  1.111 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 3a385a5bb..c24a29c63 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  0.011 seconds)
+   **Total running time of the script:** ( 0 minutes  0.109 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 5d63d8ce4..61a423e59 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   98.698793  299.707322
-    1    1536.0  351.085717  133.083026  338.201833
-    2    2048.0  420.102553  162.217818  325.509933
-    3    2560.0  461.954908  183.402991  326.808501
-    4    3072.0  511.999982  192.501302  315.076914
-    5    3584.0  547.872604  207.768111  307.199992
-    6    4096.0  561.737163  221.405403  294.323343
-    7    4608.0  495.928261  232.336141  294.127651
-    8    5120.0  520.677950  243.326731  287.102804
-    9    5632.0  534.260858  241.371422  286.980888
-    10   6144.0  540.131844  250.349744  287.438593
-    11   6656.0  527.207907  254.775119  284.748652
-    12   7168.0  507.469040  254.109315  278.820105
-    13   7680.0  482.513091  263.690977  280.975614
-    14   8192.0  459.364487  265.327937  280.467910
-    15   8704.0  415.300208  264.091015  281.530996
-    16   9216.0  429.483477  270.065931  287.625496
-    17   9728.0  435.582084  280.278512  289.667485
-    18  10240.0  447.650282  285.104413  289.129408
-    19  10752.0  432.241202  245.994291  289.616170
-    20  11264.0  428.424741  242.671458  283.371073
-    21  11776.0  423.089806  248.460649  288.391833
-    22  12288.0  418.909088  253.796902  294.323369
-    23  12800.0  415.135142  253.465340  289.265522
-    24  13312.0  411.711355  252.959629  291.769875
-    25  13824.0  403.620451  257.190689  291.799461
-    26  14336.0  399.146178  253.734520  287.919661
-    27  14848.0  386.498925  258.039095  290.662311
-    28  15360.0  377.318326  260.338991  288.450715
-    29  15872.0  367.691129  263.071829  291.675334
+    0    1024.0  307.200008   99.497980  315.076934
+    1    1536.0  347.773587  133.083026  344.523365
+    2    2048.0  423.724127  158.045011  334.367350
+    3    2560.0  461.954908  182.314537  330.322572
+    4    3072.0  515.580429  191.501303  316.429186
+    5    3584.0  551.384634  207.768111  310.527060
+    6    4096.0  564.965515  219.919464  298.796351
+    7    4608.0  498.162157  231.849059  290.267724
+    8    5120.0  529.655159  243.809526  289.811322
+    9    5632.0  540.671974  244.426754  291.310338
+    10   6144.0  546.133354  251.202731  288.000001
+    11   6656.0  534.260858  256.000009  286.793541
+    12   7168.0  516.612607  253.734520  277.470965
+    13   7680.0  490.212752  266.358392  284.444450
+    14   8192.0  463.698115  258.694729  277.694924
+    15   8704.0  416.127506  267.130429  285.767450
+    16   9216.0  430.319054  273.066667  289.129410
+    17   9728.0  439.683593  280.278512  289.308559
+    18  10240.0  446.836366  286.767793  287.438599
+    19  10752.0  432.241202  246.699797  289.941565
+    20  11264.0  429.104745  246.432094  287.897767
+    21  11776.0  422.457417  249.667843  289.573776
+    22  12288.0  420.102570  254.673582  294.323369
+    23  12800.0  414.016170  253.884294  290.359162
+    24  13312.0  410.652963  253.360814  289.391298
+    25  13824.0  406.588243  257.190689  292.056329
+    26  14336.0  395.475867  255.619613  288.402346
+    27  14848.0  385.245405  257.015513  288.544136
+    28  15360.0  376.932517  258.513318  288.902809
+    29  15872.0  369.474279  261.626369  289.679087
 
 
 
@@ -329,7 +329,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  11.756 seconds)
+   **Total running time of the script:** ( 2 minutes  10.422 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 f454b9207..d298d1ff0 100644
--- a/v1.1.2/_sources/getting-started/tutorials/sg_execution_times.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/sg_execution_times.rst.txt
@@ -5,16 +5,16 @@
 
 Computation times
 =================
-**12:36.100** total execution time for **getting-started_tutorials** files:
+**13:19.390** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:19.590 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:01.111 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:21.028 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:23.801 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:11.756 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:10.422 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:43.714 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:43.947 | 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 |
+| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.109 | 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 74fe667ec..bfa4c1f99 100644
--- a/v1.1.2/getting-started/tutorials/01-vector-add.html
+++ b/v1.1.2/getting-started/tutorials/01-vector-add.html
@@ -323,14 +323,14 @@ for different problem sizes.</p>
            size      Triton       Torch
 0        4096.0    9.600000    9.600000
 1        8192.0   19.200000   19.200000
-2       16384.0   38.400001   38.400001
+2       16384.0   31.999999   38.400001
 3       32768.0   76.800002   76.800002
 4       65536.0  127.999995  127.999995
 5      131072.0  219.428568  219.428568
-6      262144.0  341.333321  341.333321
+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  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
@@ -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  43.714 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  43.947 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 d9b4ffca1..e2fc9f974 100644
--- a/v1.1.2/getting-started/tutorials/02-fused-softmax.html
+++ b/v1.1.2/getting-started/tutorials/02-fused-softmax.html
@@ -375,16 +375,16 @@ We will then compare its performance against (1) <code class="code docutils lite
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           N      Triton  Torch (native)  Torch (jit)
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 4     768.0  722.823517      664.216187   162.754967
 ..      ...         ...             ...          ...
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-95  12416.0  812.498981      411.296057   198.755369
-96  12544.0  812.566838      412.971190   198.963085
-97  12672.0  812.633240      411.679167   198.971549
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+94  12288.0  814.111783      415.661740   199.096718
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+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>
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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 a591dce8b..efaf764a0 100644
--- a/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html
+++ b/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html
@@ -569,41 +569,41 @@ torch_output=tensor([[  1.1045, -36.9688,  31.4688,  ..., -11.3906,  24.4531, -3
 <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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-1    384.0   7.372800  ...   8.507077              8.507077
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+5    896.0  37.971025  ...  39.025776             37.971025
 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             56.109587
-9   1408.0  64.138541  ...  66.485074             66.485074
-10  1536.0  80.430545  ...  79.526831             79.526831
+9   1408.0  64.138541  ...  67.305878             65.684049
+10  1536.0  79.526831  ...  79.526831             78.643199
 11  1664.0  62.929456  ...  62.492442             62.061463
 12  1792.0  72.983276  ...  72.512412             71.588687
-13  1920.0  68.776119  ...  70.172588             70.172588
-14  2048.0  73.584279  ...  76.959706             76.608294
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+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  71.305746  ...  84.621881             84.877538
-18  2560.0  77.833728  ...  81.310171             80.908642
-19  2688.0  83.922689  ...  90.316801             89.888756
-20  2816.0  83.233226  ...  83.074685             83.074685
-21  2944.0  81.967162  ...  81.564701             82.373605
-22  3072.0  82.420822  ...  88.335577             88.473602
-23  3200.0  85.447263  ...  95.451158             94.955488
-24  3328.0  83.226931  ...  84.795401             84.795401
-25  3456.0  81.849303  ...  89.480098             91.304157
-26  3584.0  87.381330  ...  90.549237             94.548254
-27  3712.0  85.896254  ...  89.035062             90.650947
-28  3840.0  80.901241  ...  86.130841             91.777595
-29  3968.0  86.942599  ...  91.747320             86.849777
-30  4096.0  93.924236  ...  88.446606             91.867031
+16  2304.0  68.446623  ...  77.057651             76.563695
+17  2432.0  71.305746  ...  85.393507             84.877538
+18  2560.0  77.833728  ...  81.310171             80.511054
+19  2688.0  84.295681  ...  89.888756             89.254248
+20  2816.0  84.360174  ...  84.035084             82.602666
+21  2944.0  82.646820  ...  82.784108             82.784108
+22  3072.0  82.661468  ...  88.750943             88.335577
+23  3200.0  83.333330  ...  95.665176             94.955488
+24  3328.0  83.613586  ...  84.895397             84.695641
+25  3456.0  82.350937  ...  91.304157             85.676480
+26  3584.0  83.876297  ...  94.152243             86.958797
+27  3712.0  85.675250  ...  88.483034             87.744698
+28  3840.0  83.402717  ...  87.286505             90.947372
+29  3968.0  87.660873  ...  90.859224             85.781326
+30  4096.0  93.401342  ...  91.428970             91.304576
 
 [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 80bb98b3a..bb50ce127 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>
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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 c349ced6a..6d3dac2fc 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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-10   6144.0  540.131844  250.349744  287.438593
-11   6656.0  527.207907  254.775119  284.748652
-12   7168.0  507.469040  254.109315  278.820105
-13   7680.0  482.513091  263.690977  280.975614
-14   8192.0  459.364487  265.327937  280.467910
-15   8704.0  415.300208  264.091015  281.530996
-16   9216.0  429.483477  270.065931  287.625496
-17   9728.0  435.582084  280.278512  289.667485
-18  10240.0  447.650282  285.104413  289.129408
-19  10752.0  432.241202  245.994291  289.616170
-20  11264.0  428.424741  242.671458  283.371073
-21  11776.0  423.089806  248.460649  288.391833
-22  12288.0  418.909088  253.796902  294.323369
-23  12800.0  415.135142  253.465340  289.265522
-24  13312.0  411.711355  252.959629  291.769875
-25  13824.0  403.620451  257.190689  291.799461
-26  14336.0  399.146178  253.734520  287.919661
-27  14848.0  386.498925  258.039095  290.662311
-28  15360.0  377.318326  260.338991  288.450715
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+5    3584.0  551.384634  207.768111  310.527060
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+7    4608.0  498.162157  231.849059  290.267724
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+12   7168.0  516.612607  253.734520  277.470965
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+17   9728.0  439.683593  280.278512  289.308559
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+19  10752.0  432.241202  246.699797  289.941565
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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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