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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 929be11c1..428550ea5 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 220763590..678757705 100644
--- a/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
+++ b/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
@@ -235,17 +235,17 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
     0        4096.0    9.600000    9.600000
     1        8192.0   19.200000   19.200000
     2       16384.0   38.400001   38.400001
-    3       32768.0   63.999998   63.999998
+    3       32768.0   63.999998   76.800002
     4       65536.0  127.999995  127.999995
     5      131072.0  219.428568  219.428568
-    6      262144.0  341.333321  384.000001
+    6      262144.0  341.333321  341.333321
     7      524288.0  472.615390  472.615390
     8     1048576.0  614.400016  614.400016
-    9     2097152.0  722.823517  722.823517
+    9     2097152.0  722.823517  702.171410
     10    4194304.0  780.190482  780.190482
     11    8388608.0  812.429770  812.429770
     12   16777216.0  833.084721  833.084721
-    13   33554432.0  842.004273  843.811163
+    13   33554432.0  842.004273  842.004273
     14   67108864.0  847.448255  848.362445
     15  134217728.0  849.737435  850.656574
 
@@ -255,7 +255,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 1 minutes  39.155 seconds)
+   **Total running time of the script:** ( 1 minutes  41.030 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 7f086b644..f82c163ce 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
-    1     384.0  438.857137      558.545450   151.703707
+    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   163.839992
+    4     768.0  463.698115      664.216187   162.754967
     ..      ...         ...             ...          ...
-    93  12160.0  479.211815      405.333344   199.038365
-    94  12288.0  484.853264      415.222812   199.197579
-    95  12416.0  460.384708      412.149375   198.954424
-    96  12544.0  457.705824      412.546756   199.012395
-    97  12672.0  457.679461      411.679167   199.167004
+    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
 
     [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  8.135 seconds)
+   **Total running time of the script:** ( 3 minutes  8.844 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 b68255851..fe93e7d41 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              3.276800
-    1    384.0   7.372800  ...   7.899428              7.899428
-    2    512.0  14.563555  ...  16.384000             16.384000
+    0    256.0   2.730667  ...   2.978909              2.978909
+    1    384.0   7.372800  ...   8.507077              8.507077
+    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             40.140799
-    6   1024.0  49.932191  ...  53.773130             53.773130
+    5    896.0  37.971025  ...  40.140799             39.025776
+    6   1024.0  49.932191  ...  53.773130             52.428801
     7   1152.0  45.242181  ...  48.161033             47.396572
     8   1280.0  51.200001  ...  57.690139             57.690139
-    9   1408.0  64.138541  ...  69.009825             68.147202
+    9   1408.0  64.138541  ...  69.009825             67.305878
     10  1536.0  79.526831  ...  79.526831             79.526831
-    11  1664.0  63.372618  ...  63.372618             62.929456
+    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  73.262953  ...  78.033565             77.672296
-    15  2176.0  83.155572  ...  87.115360             86.739860
-    16  2304.0  68.251065  ...  78.064941             77.558029
-    17  2432.0  71.305746  ...  75.522751             75.320281
-    18  2560.0  77.833728  ...  82.331658             82.125311
-    19  2688.0  83.552988  ...  90.748936             90.316801
-    20  2816.0  84.035084  ...  83.873477             84.035084
-    21  2944.0  82.784108  ...  84.324925             84.040530
-    22  3072.0  82.540970  ...  89.170242             89.030036
-    23  3200.0  84.768213  ...  95.096582             95.380032
-    24  3328.0  83.808259  ...  85.500351             86.424125
-    25  3456.0  82.604067  ...  92.033756             91.719645
-    26  3584.0  87.466332  ...  92.696281             96.372338
-    27  3712.0  86.267139  ...  85.970176             88.248537
-    28  3840.0  82.716526  ...  86.400002             91.322872
-    29  3968.0  85.871877  ...  92.163097             87.472354
-    30  4096.0  93.924229  ...  94.055868             87.097813
+    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
 
     [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  0.518 seconds)
+   **Total running time of the script:** ( 6 minutes  27.164 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 d1778b13a..5c5c5d5ad 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  0.012 seconds)
+   **Total running time of the script:** ( 0 minutes  0.325 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 615a4acb5..3ff8b5b9c 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   97.912354  303.407414
-    1    1536.0  118.153850  134.540150  341.333333
-    2    2048.0  125.068704  161.154101  334.367350
-    3    2560.0  119.766080  181.238943  330.322572
-    4    3072.0  124.121216  192.501302  323.368415
-    5    3584.0  127.242599  208.271186  311.652167
-    6    4096.0  130.549806  220.907859  296.990947
-    7    4608.0  105.526723  232.825259  287.251954
-    8    5120.0  108.743364  242.366855  284.444444
-    9    5632.0  109.625308  243.107920  290.060087
-    10   6144.0  112.133840  248.661056  286.879370
-    11   6656.0  112.733948  256.000009  285.767438
-    12   7168.0  114.917836  260.260201  284.821192
-    13   7680.0  115.128047  262.938666  280.121579
-    14   8192.0  115.856217  266.767970  284.526763
-    15   8704.0   94.182151  267.815384  285.377055
-    16   9216.0   96.713601  271.724806  287.999990
-    17   9728.0   97.687028  280.615388  290.027323
-    18  10240.0  100.065144  286.433562  290.153487
-    19  10752.0  101.115983  246.935876  290.594591
-    20  11264.0  103.024392  245.536784  286.980888
-    21  11776.0  103.373808  249.667843  288.981596
-    22  12288.0  106.083454  254.673582  294.617366
-    23  12800.0  106.004143  254.094291  288.180121
-    24  13312.0  107.067028  253.260416  290.443638
-    25  13824.0  107.440415  257.390218  292.056329
-    26  14336.0  109.296061  255.051144  286.959121
-    27  14848.0  109.143034  257.665934  289.952797
-    28  15360.0  110.802526  257.970599  288.000007
-    29  15872.0  110.702706  261.806182  290.341468
+    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
 
 
 
@@ -339,7 +339,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  0.332 seconds)
+   **Total running time of the script:** ( 2 minutes  2.154 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 024811713..c27ac5805 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
 =================
-**12:48.152** total execution time for **getting-started_tutorials** files:
+**13:19.517** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:00.518 | 0.0 MB |
+| :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_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:08.135 | 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_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:00.332 | 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_01-vector-add.py` (``01-vector-add.py``)                       | 01:39.155 | 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_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.012 | 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 |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/master/getting-started/tutorials/01-vector-add.html b/master/getting-started/tutorials/01-vector-add.html
index a388730cf..71ba2c42f 100644
--- a/master/getting-started/tutorials/01-vector-add.html
+++ b/master/getting-started/tutorials/01-vector-add.html
@@ -325,22 +325,22 @@ for different problem sizes.</p>
 0        4096.0    9.600000    9.600000
 1        8192.0   19.200000   19.200000
 2       16384.0   38.400001   38.400001
-3       32768.0   63.999998   63.999998
+3       32768.0   63.999998   76.800002
 4       65536.0  127.999995  127.999995
 5      131072.0  219.428568  219.428568
-6      262144.0  341.333321  384.000001
+6      262144.0  341.333321  341.333321
 7      524288.0  472.615390  472.615390
 8     1048576.0  614.400016  614.400016
-9     2097152.0  722.823517  722.823517
+9     2097152.0  722.823517  702.171410
 10    4194304.0  780.190482  780.190482
 11    8388608.0  812.429770  812.429770
 12   16777216.0  833.084721  833.084721
-13   33554432.0  842.004273  843.811163
+13   33554432.0  842.004273  842.004273
 14   67108864.0  847.448255  848.362445
 15  134217728.0  849.737435  850.656574
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  39.155 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  41.030 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 05dadb98b..d0526376e 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
-1     384.0  438.857137      558.545450   151.703707
+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   163.839992
+4     768.0  463.698115      664.216187   162.754967
 ..      ...         ...             ...          ...
-93  12160.0  479.211815      405.333344   199.038365
-94  12288.0  484.853264      415.222812   199.197579
-95  12416.0  460.384708      412.149375   198.954424
-96  12544.0  457.705824      412.546756   199.012395
-97  12672.0  457.679461      411.679167   199.167004
+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
 
 [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  8.135 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  8.844 seconds)</p>
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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 82b367878..0eb4384cc 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 65698249b..597017ace 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 bbfe56642..fac2c84b8 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 14a11e010..fbab22abc 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 60d25095e..3077f361c 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 14c18c042..e5cb7dc37 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 d527e2e70..68179b011 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   31.999999   31.999999
+    2       16384.0   38.400001   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  384.000001
+    6      262144.0  341.333321  341.333321
     7      524288.0  472.615390  472.615390
     8     1048576.0  614.400016  614.400016
-    9     2097152.0  722.823517  722.823517
+    9     2097152.0  722.823517  702.171410
     10    4194304.0  780.190482  780.190482
     11    8388608.0  812.429770  812.429770
     12   16777216.0  833.084721  833.084721
@@ -254,7 +254,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 1 minutes  40.846 seconds)
+   **Total running time of the script:** ( 1 minutes  43.714 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 1c18c5372..fc76165c6 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      512.000001   190.511628
-    1     384.0  585.142862      585.142862   151.703707
+    0     256.0  512.000001      546.133347   190.511628
+    1     384.0  585.142862      558.545450   151.703707
     2     512.0  655.360017      606.814814   154.566038
-    3     640.0  682.666684      640.000002   160.000000
+    3     640.0  682.666684      640.000002   158.759699
     4     768.0  722.823517      664.216187   162.754967
     ..      ...         ...             ...          ...
     93  12160.0  812.359066      405.755985   198.936606
-    94  12288.0  814.111783      415.661740   199.096718
-    95  12416.0  814.163950      411.296057   198.854847
-    96  12544.0  812.566838      412.971190   199.012395
-    97  12672.0  812.633240      412.097543   199.069228
+    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
 
     [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  24.859 seconds)
+   **Total running time of the script:** ( 3 minutes  21.028 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 28456b343..d83a91b76 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
@@ -466,33 +466,33 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
     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  31.597714  ...  34.028308             34.028308
+    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
-    7   1152.0  44.566925  ...  46.656000             46.656000
+    7   1152.0  45.242181  ...  46.656000             46.656000
     8   1280.0  51.200001  ...  56.888887             56.109587
-    9   1408.0  64.138541  ...  67.305878             66.485074
-    10  1536.0  79.526831  ...  78.643199             78.643199
-    11  1664.0  62.929456  ...  62.061463             61.636381
-    12  1792.0  72.512412  ...  62.441243             62.096267
-    13  1920.0  69.120002  ...  70.172588             70.172588
+    9   1408.0  64.138541  ...  66.485074             66.485074
+    10  1536.0  80.430545  ...  79.526831             79.526831
+    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
     15  2176.0  83.155572  ...  85.998493             85.269692
-    16  2304.0  68.056616  ...  76.809875             76.563695
-    17  2432.0  71.305746  ...  74.918570             84.621881
-    18  2560.0  77.833728  ...  81.310171             80.709358
-    19  2688.0  83.922689  ...  89.464755             89.888756
-    20  2816.0  83.392363  ...  83.074685             83.233226
-    21  2944.0  81.832567  ...  82.509987             82.921853
-    22  3072.0  82.062468  ...  88.612060             89.310890
-    23  3200.0  83.879425  ...  95.451158             95.096582
-    24  3328.0  83.905938  ...  81.346098             84.695641
-    25  3456.0  81.849303  ...  91.200871             88.497878
-    26  3584.0  86.540320  ...  98.808123             98.591437
-    27  3712.0  81.682211  ...  87.821837             88.170647
-    28  3840.0  84.292684  ...  91.360593             89.912191
-    29  3968.0  92.793868  ...  85.034103             91.403695
-    30  4096.0  87.495257  ...  85.816960             91.180520
+    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
 
     [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  32.577 seconds)
+   **Total running time of the script:** ( 5 minutes  19.590 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_03-matrix-multiplication.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 2fe23d369..5d63d8ce4 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
-    1    1536.0  354.461542  133.083026  344.523365
-    2    2048.0  423.724127  158.045011  334.367350
-    3    2560.0  461.954908  182.857144  330.322572
-    4    3072.0  515.580429  191.501303  320.556515
-    5    3584.0  551.384634  208.271186  308.301075
-    6    4096.0  564.965515  220.412561  297.890900
-    7    4608.0  500.416301  231.849059  287.251954
-    8    5120.0  529.655159  243.809526  286.433562
-    9    5632.0  542.843364  244.426754  291.310338
-    10   6144.0  548.163546  250.775512  287.438593
-    11   6656.0  536.053693  256.000009  286.793541
-    12   7168.0  516.612607  253.734520  277.919225
-    13   7680.0  488.912481  266.743841  285.325090
-    14   8192.0  463.698115  258.694729  277.694924
-    15   8704.0  416.958106  267.472468  286.158893
-    16   9216.0  430.319054  273.066667  289.129410
-    17   9728.0  440.098002  279.942444  288.950501
-    18  10240.0  446.836366  287.102804  290.496460
-    19  10752.0  430.079980  246.935876  289.941565
-    20  11264.0  429.786952  246.432094  287.897767
-    21  11776.0  422.457417  249.667843  289.573776
-    22  12288.0  418.314886  254.673582  294.323369
-    23  12800.0  416.260178  254.094291  288.993430
-    24  13312.0  412.775186  252.959629  289.391298
-    25  13824.0  405.594132  257.190689  292.056329
-    26  14336.0  398.222222  255.619613  288.402346
-    27  14848.0  383.586664  256.922861  288.544136
-    28  15360.0  376.932517  258.513318  288.450715
-    29  15872.0  368.046389  262.527914  290.120338
+    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
 
 
 
@@ -329,7 +329,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  13.042 seconds)
+   **Total running time of the script:** ( 2 minutes  11.756 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 38cfd3dfe..f454b9207 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
 =================
-**12:51.335** total execution time for **getting-started_tutorials** files:
+**12:36.100** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:32.577 | 0.0 MB |
+| :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_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:24.859 | 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_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:13.042 | 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_01-vector-add.py` (``01-vector-add.py``)                       | 01:40.846 | 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_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 f88518a4f..74fe667ec 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   31.999999   31.999999
+2       16384.0   38.400001   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  384.000001
+6      262144.0  341.333321  341.333321
 7      524288.0  472.615390  472.615390
 8     1048576.0  614.400016  614.400016
-9     2097152.0  722.823517  722.823517
+9     2097152.0  722.823517  702.171410
 10    4194304.0  780.190482  780.190482
 11    8388608.0  812.429770  812.429770
 12   16777216.0  833.084721  833.084721
@@ -339,7 +339,7 @@ for different problem sizes.</p>
 15  134217728.0  849.737435  850.656574
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  40.846 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  43.714 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 105f291e2..d9b4ffca1 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      512.000001   190.511628
-1     384.0  585.142862      585.142862   151.703707
+0     256.0  512.000001      546.133347   190.511628
+1     384.0  585.142862      558.545450   151.703707
 2     512.0  655.360017      606.814814   154.566038
-3     640.0  682.666684      640.000002   160.000000
+3     640.0  682.666684      640.000002   158.759699
 4     768.0  722.823517      664.216187   162.754967
 ..      ...         ...             ...          ...
 93  12160.0  812.359066      405.755985   198.936606
-94  12288.0  814.111783      415.661740   199.096718
-95  12416.0  814.163950      411.296057   198.854847
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