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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 95e741b44..bf9798208 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 fa72b5a3e..3ad1cebb5 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   63.999998
+    3       32768.0   76.800002   63.999998
     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  39.514 seconds)
+   **Total running time of the script:** ( 1 minutes  42.464 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 b7203c5d0..39b7f7f70 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
+    0     256.0  512.000001      512.000001   186.181817
     1     384.0  614.400016      585.142862   153.600004
     2     512.0  655.360017      585.142849   154.566038
-    3     640.0  706.206879      640.000002   158.759699
+    3     640.0  682.666684      640.000002   158.759699
     4     768.0  722.823517      664.216187   162.754967
     ..      ...         ...             ...          ...
-    93  12160.0  812.359066      406.179533   198.631953
-    94  12288.0  812.429770      415.881552   198.995960
-    95  12416.0  812.498981      412.149375   198.556711
-    96  12544.0  812.566838      412.546756   198.815254
-    97  12672.0  811.007961      412.097543   198.971549
+    93  12160.0  812.359066      406.179533   198.834951
+    94  12288.0  812.429770      415.661740   199.197579
+    95  12416.0  812.498981      412.149375   198.805107
+    96  12544.0  812.566838      412.546756   199.111113
+    97  12672.0  811.007961      412.097543   199.167004
 
     [98 rows x 4 columns]
 
@@ -306,7 +306,7 @@ In the above plot, we can see that:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 3 minutes  22.699 seconds)
+   **Total running time of the script:** ( 3 minutes  19.837 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 49533edb7..230db3e46 100644
--- a/master/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
+++ b/master/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
@@ -459,37 +459,37 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
 
     matmul-performance:
              M     cuBLAS  ...     Triton  Triton (+ LeakyReLU)
-    0    256.0   2.730667  ...   2.978909              2.978909
-    1    384.0   7.372800  ...   8.507077              8.507077
+    0    256.0   2.730667  ...   3.276800              2.978909
+    1    384.0   7.372800  ...   7.899428              7.899428
     2    512.0  14.563555  ...  15.420235             15.420235
     3    640.0  22.260869  ...  24.380953             24.380953
-    4    768.0  32.768000  ...  35.389441             34.028308
-    5    896.0  39.025776  ...  41.321411             39.025776
+    4    768.0  32.768000  ...  34.028308             34.028308
+    5    896.0  37.971025  ...  40.140799             39.025776
     6   1024.0  49.932191  ...  53.773130             52.428801
     7   1152.0  45.242181  ...  48.161033             47.396572
     8   1280.0  51.200001  ...  57.690139             57.690139
     9   1408.0  64.138541  ...  68.147202             67.305878
-    10  1536.0  80.430545  ...  80.430545             78.643199
-    11  1664.0  63.372618  ...  63.372618             62.492442
-    12  1792.0  72.983276  ...  63.499573             63.142831
-    13  1920.0  69.120002  ...  71.626943             71.257735
-    14  2048.0  73.908442  ...  78.033565             76.959706
-    15  2176.0  83.155572  ...  87.115360             85.632545
-    16  2304.0  68.251065  ...  78.064941             76.809875
-    17  2432.0  71.125224  ...  75.522751             74.521127
-    18  2560.0  77.833728  ...  82.331658             80.908642
-    19  2688.0  84.108772  ...  90.966561             89.254248
-    20  2816.0  83.552120  ...  83.712490             83.552120
-    21  2944.0  82.237674  ...  84.324925             83.899046
-    22  3072.0  81.825298  ...  89.735509             89.170242
-    23  3200.0  84.432717  ...  96.240602             94.674553
-    24  3328.0  82.939284  ...  86.736504             86.113988
-    25  3456.0  82.688790  ...  88.014813             81.269178
-    26  3584.0  86.457107  ...  99.684470             99.025764
-    27  3712.0  83.247783  ...  89.594031             85.675250
-    28  3840.0  85.070769  ...  93.090912             87.980905
-    29  3968.0  93.648452  ...  86.114283             87.284643
-    30  4096.0  89.627865  ...  89.240508             93.792965
+    10  1536.0  79.526831  ...  80.430545             78.643199
+    11  1664.0  62.929456  ...  63.372618             62.061463
+    12  1792.0  72.983276  ...  63.142831             62.790080
+    13  1920.0  69.120002  ...  71.257735             70.892307
+    14  2048.0  73.262953  ...  78.033565             76.959706
+    15  2176.0  83.155572  ...  87.494120             85.998493
+    16  2304.0  68.643310  ...  78.064941             76.809875
+    17  2432.0  71.125224  ...  75.320281             74.521127
+    18  2560.0  77.833728  ...  82.539044             81.715711
+    19  2688.0  84.295681  ...  90.966561             89.254248
+    20  2816.0  82.838003  ...  83.873477             83.392363
+    21  2944.0  82.784108  ...  83.477440             83.758038
+    22  3072.0  81.589488  ...  88.473602             88.197981
+    23  3200.0  84.099871  ...  96.096095             95.238096
+    24  3328.0  83.905938  ...  82.088138             85.297742
+    25  3456.0  82.519518  ...  92.244355             92.244355
+    26  3584.0  86.457107  ...  91.377427             97.311031
+    27  3712.0  85.675250  ...  84.053300             87.246590
+    28  3840.0  83.465663  ...  88.971840             89.403396
+    29  3968.0  89.855624  ...  92.512459             87.723894
+    30  4096.0  93.891376  ...  94.187878             91.553703
 
     [31 rows x 5 columns]
 
@@ -499,7 +499,7 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 6 minutes  16.582 seconds)
+   **Total running time of the script:** ( 6 minutes  0.141 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 734355ed6..7338e7590 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  0.484 seconds)
+   **Total running time of the script:** ( 0 minutes  0.493 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 95aec508a..7c951de3a 100644
--- a/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
+++ b/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
@@ -43,16 +43,16 @@ Layer Normalization
     2    2048.0  682.666643  334.367358  520.126988
     3    2560.0  694.237267  362.477870  512.000013
     4    3072.0  712.347810  375.206126  501.551037
-    5    3584.0  725.873439  384.859062  458.751978
-    6    4096.0  728.177767  381.023256  458.293714
-    7    4608.0  670.254540  394.267384  426.173427
-    8    5120.0  688.403381  397.669909  426.666652
-    9    5632.0  704.000002  395.228063  413.357796
-    10   6144.0  702.171410  402.885254  409.600010
+    5    3584.0  725.873439  384.859062  455.111115
+    6    4096.0  728.177767  381.023256  455.111095
+    7    4608.0  670.254540  394.267384  428.651163
+    8    5120.0  688.403381  397.669909  422.268057
+    9    5632.0  704.000002  395.228063  415.262685
+    10   6144.0  702.171410  402.885254  411.313806
     11   6656.0  705.271522  398.861429  400.360920
     12   7168.0  690.891575  396.844306  387.459443
-    13   7680.0  686.480466  392.587863  387.634072
-    14   8192.0  636.271854  393.609605  371.308771
+    13   7680.0  682.666656  392.587863  387.634072
+    14   8192.0  636.271854  392.431125  371.308771
     15   8704.0  630.153861  389.005597  380.502740
     16   9216.0  609.322328  407.337026  383.999986
     17   9728.0  589.575753  409.599987  383.369452
@@ -60,12 +60,12 @@ Layer Normalization
     19  10752.0  551.384634  411.559798  381.445676
     20  11264.0  536.380957  406.826188  373.134567
     21  11776.0  523.377770  409.599991  377.587162
-    22  12288.0  517.389457  413.911572  383.251457
+    22  12288.0  517.389457  413.911572  382.505826
     23  12800.0  505.679014  410.420828  376.470582
     24  13312.0  494.180982  405.699062  376.310952
     25  13824.0  482.934503  411.888257  379.389355
     26  14336.0  471.967074  406.695045  374.185964
-    27  14848.0  461.297068  408.192434  374.712936
+    27  14848.0  461.297068  408.192434  375.304904
     28  15360.0  454.269882  406.214870  378.092307
     29  15872.0  447.887117  406.974373  376.225175
 
@@ -389,7 +389,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 5 minutes  26.747 seconds)
+   **Total running time of the script:** ( 5 minutes  19.504 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 80c90c424..f072fb688 100644
--- a/master/_sources/getting-started/tutorials/sg_execution_times.rst.txt
+++ b/master/_sources/getting-started/tutorials/sg_execution_times.rst.txt
@@ -5,16 +5,16 @@
 
 Computation times
 =================
-**16:46.026** total execution time for **getting-started_tutorials** files:
+**16:22.439** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:16.582 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:00.141 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 05:26.747 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 05:19.504 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:22.699 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:19.837 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:39.514 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:42.464 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.484 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.493 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/master/getting-started/tutorials/01-vector-add.html b/master/getting-started/tutorials/01-vector-add.html
index b3a9499dc..b73b9f5ed 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   63.999998
+3       32768.0   76.800002   63.999998
 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  39.514 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  42.464 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 a99459fdd..1e521e876 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
+0     256.0  512.000001      512.000001   186.181817
 1     384.0  614.400016      585.142862   153.600004
 2     512.0  655.360017      585.142849   154.566038
-3     640.0  706.206879      640.000002   158.759699
+3     640.0  682.666684      640.000002   158.759699
 4     768.0  722.823517      664.216187   162.754967
 ..      ...         ...             ...          ...
-93  12160.0  812.359066      406.179533   198.631953
-94  12288.0  812.429770      415.881552   198.995960
-95  12416.0  812.498981      412.149375   198.556711
-96  12544.0  812.566838      412.546756   198.815254
-97  12672.0  811.007961      412.097543   198.971549
+93  12160.0  812.359066      406.179533   198.834951
+94  12288.0  812.429770      415.661740   199.197579
+95  12416.0  812.498981      412.149375   198.805107
+96  12544.0  812.566838      412.546756   199.111113
+97  12672.0  811.007961      412.097543   199.167004
 
 [98 rows x 4 columns]
 </pre></div>
@@ -392,7 +392,7 @@ We will then compare its performance against (1) <code class="code docutils lite
 Note however that the PyTorch <cite>softmax</cite> operation is more general and will works on tensors of any shape.</p></li>
 </ul>
 </div></blockquote>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  22.699 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  19.837 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 3040b7fcf..3a4820597 100644
--- a/master/getting-started/tutorials/03-matrix-multiplication.html
+++ b/master/getting-started/tutorials/03-matrix-multiplication.html
@@ -565,42 +565,42 @@ torch_output=tensor([[  1.1045, -36.9688,  31.4688,  ..., -11.3906,  24.4531, -3
 <p class="sphx-glr-script-out">Out:</p>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>matmul-performance:
          M     cuBLAS  ...     Triton  Triton (+ LeakyReLU)
-0    256.0   2.730667  ...   2.978909              2.978909
-1    384.0   7.372800  ...   8.507077              8.507077
+0    256.0   2.730667  ...   3.276800              2.978909
+1    384.0   7.372800  ...   7.899428              7.899428
 2    512.0  14.563555  ...  15.420235             15.420235
 3    640.0  22.260869  ...  24.380953             24.380953
-4    768.0  32.768000  ...  35.389441             34.028308
-5    896.0  39.025776  ...  41.321411             39.025776
+4    768.0  32.768000  ...  34.028308             34.028308
+5    896.0  37.971025  ...  40.140799             39.025776
 6   1024.0  49.932191  ...  53.773130             52.428801
 7   1152.0  45.242181  ...  48.161033             47.396572
 8   1280.0  51.200001  ...  57.690139             57.690139
 9   1408.0  64.138541  ...  68.147202             67.305878
-10  1536.0  80.430545  ...  80.430545             78.643199
-11  1664.0  63.372618  ...  63.372618             62.492442
-12  1792.0  72.983276  ...  63.499573             63.142831
-13  1920.0  69.120002  ...  71.626943             71.257735
-14  2048.0  73.908442  ...  78.033565             76.959706
-15  2176.0  83.155572  ...  87.115360             85.632545
-16  2304.0  68.251065  ...  78.064941             76.809875
-17  2432.0  71.125224  ...  75.522751             74.521127
-18  2560.0  77.833728  ...  82.331658             80.908642
-19  2688.0  84.108772  ...  90.966561             89.254248
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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 a9c6fa540..0aad4b892 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 56098db06..0f12664c0 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 e3ccc1281..027d8af8d 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 7eea3d2ee..4423bad84 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 3889a9ebb..1e1206734 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 bc6e450a0..65a92ad93 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 3e2e60402..a602b184d 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
@@ -234,7 +234,7 @@ 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   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
@@ -244,7 +244,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
     10    4194304.0  780.190482  780.190482
     11    8388608.0  812.429770  812.429770
     12   16777216.0  833.084721  833.084721
-    13   33554432.0  842.004273  842.004273
+    13   33554432.0  842.004273  843.811163
     14   67108864.0  847.448255  848.362445
     15  134217728.0  849.737435  850.656574
 
@@ -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  42.455 seconds)
+   **Total running time of the script:** ( 1 minutes  41.005 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 77a85cb42..aa1e4b761 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   190.511628
-    1     384.0  585.142862      558.545450   153.600004
-    2     512.0  655.360017      606.814814   154.566038
+    0     256.0  512.000001      512.000001   186.181817
+    1     384.0  585.142862      585.142862   153.600004
+    2     512.0  655.360017      585.142849   154.566038
     3     640.0  682.666684      640.000002   160.000000
-    4     768.0  722.823517      664.216187   162.754967
+    4     768.0  702.171410      664.216187   162.754967
     ..      ...         ...             ...          ...
-    93  12160.0  814.058574      406.179533   199.140227
-    94  12288.0  814.111783      415.661740   199.298541
-    95  12416.0  812.498981      411.722274   198.854847
-    96  12544.0  812.566838      412.971190   199.111113
-    97  12672.0  812.633240      412.516771   199.167004
+    93  12160.0  814.058574      406.179533   198.530610
+    94  12288.0  814.111783      415.661740   198.794749
+    95  12416.0  812.498981      412.149375   198.457532
+    96  12544.0  812.566838      412.971190   198.716830
+    97  12672.0  812.633240      412.097543   198.776477
 
     [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  24.085 seconds)
+   **Total running time of the script:** ( 3 minutes  22.403 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 8bad85fbe..0742c77a9 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   2.978909  ...   3.276800              2.978909
+    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
+    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  ...  40.140799             39.025776
-    6   1024.0  49.932191  ...  53.773130             52.428801
+    5    896.0  37.971025  ...  39.025776             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
+    8   1280.0  51.200001  ...  56.888887             56.109587
     9   1408.0  64.138541  ...  67.305878             66.485074
     10  1536.0  80.430545  ...  79.526831             78.643199
-    11  1664.0  63.372618  ...  62.929456             62.061463
+    11  1664.0  63.372618  ...  62.492442             62.061463
     12  1792.0  72.983276  ...  72.512412             71.588687
-    13  1920.0  69.467336  ...  70.530615             70.530615
-    14  2048.0  73.908442  ...  77.314362             76.959706
-    15  2176.0  83.155572  ...  86.367588             84.909907
-    16  2304.0  68.446623  ...  77.307030             76.809875
-    17  2432.0  71.305746  ...  85.653855             84.877538
-    18  2560.0  77.833728  ...  81.310171             80.709358
-    19  2688.0  83.737433  ...  89.888756             89.254248
-    20  2816.0  83.233226  ...  83.074685             83.392363
-    21  2944.0  82.715407  ...  83.198715             81.298583
-    22  3072.0  82.420822  ...  89.593522             89.170242
-    23  3200.0  84.544253  ...  96.096095             94.814812
-    24  3328.0  83.808259  ...  81.994643             84.496824
-    25  3456.0  82.604067  ...  91.511426             90.994998
-    26  3584.0  85.552231  ...  95.858629             98.483450
-    27  3712.0  83.317214  ...  90.939777             88.170647
-    28  3840.0  82.654712  ...  90.798032             87.011801
-    29  3968.0  89.855624  ...  87.158986             91.335278
-    30  4096.0  91.743400  ...  90.504200             93.206754
+    13  1920.0  69.120002  ...  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  ...  77.057651             76.563695
+    17  2432.0  71.125224  ...  85.653855             84.877538
+    18  2560.0  77.833728  ...  81.310171             80.908642
+    19  2688.0  83.369354  ...  89.464755             88.836198
+    20  2816.0  82.602666  ...  82.135981             83.233226
+    21  2944.0  81.899809  ...  82.509987             82.921853
+    22  3072.0  82.420822  ...  88.473602             88.060814
+    23  3200.0  84.656085  ...  95.167286             95.380032
+    24  3328.0  80.798309  ...  85.703924             85.500351
+    25  3456.0  82.604067  ...  86.783176             89.480098
+    26  3584.0  87.296493  ...  98.699661             91.377427
+    27  3712.0  85.748791  ...  85.785618             85.822459
+    28  3840.0  85.136259  ...  85.996889             89.259080
+    29  3968.0  93.576636  ...  83.009479             80.971427
+    30  4096.0  91.929947  ...  88.069377             88.243079
 
     [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  25.038 seconds)
+   **Total running time of the script:** ( 5 minutes  23.639 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..5a1f9b31a 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  0.012 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 cd67e48af..4a98f07ac 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   99.497980  307.200008
-    1    1536.0  351.085717  133.565214  341.333333
-    2    2048.0  423.724127  159.067963  319.168844
-    3    2560.0  461.954908  183.402991  325.079368
-    4    3072.0  511.999982  192.501302  319.168834
-    5    3584.0  551.384634  207.768111  309.410081
-    6    4096.0  568.231237  220.412561  299.707322
-    7    4608.0  498.162157  232.825259  286.507772
-    8    5120.0  525.128191  240.941184  283.787523
-    9    5632.0  538.517949  243.985547  290.060087
-    10   6144.0  542.117638  249.502530  286.322318
-    11   6656.0  527.207907  256.410903  285.767438
-    12   7168.0  512.000004  258.306304  282.947381
-    13   7680.0  485.052616  263.314295  282.266452
-    14   8192.0  463.698115  264.613724  281.270376
-    15   8704.0  415.300208  267.472468  286.158893
-    16   9216.0  427.822068  273.066667  289.129410
-    17   9728.0  437.213490  279.942444  289.308559
-    18  10240.0  446.025405  287.102804  291.876482
-    19  10752.0  430.797982  246.699797  290.267711
-    20  11264.0  427.746848  246.656943  288.512281
-    21  11776.0  422.457417  249.667843  288.686414
-    22  12288.0  420.102570  254.234486  294.617366
-    23  12800.0  414.016170  253.884294  289.811310
-    24  13312.0  411.711355  252.360194  290.179836
-    25  13824.0  403.620451  256.991469  292.056329
-    26  14336.0  395.021816  254.862216  287.919661
-    27  14848.0  383.999990  257.108233  289.481735
-    28  15360.0  373.495460  258.332158  288.000007
-    29  15872.0  365.573890  262.708969  290.562936
+    0    1024.0  307.200008   99.096776  307.200008
+    1    1536.0  351.085717  133.083026  341.333333
+    2    2048.0  420.102553  161.684218  336.657521
+    3    2560.0  461.954908  182.857144  330.322572
+    4    3072.0  511.999982  191.501303  315.076914
+    5    3584.0  551.384634  208.271186  310.527060
+    6    4096.0  564.965515  220.412561  296.990947
+    7    4608.0  498.162157  231.849059  290.267724
+    8    5120.0  522.893618  242.845844  286.433562
+    9    5632.0  536.380957  243.107920  290.683877
+    10   6144.0  542.117638  248.242431  286.322318
+    11   6656.0  525.473708  256.000009  286.279570
+    12   7168.0  505.976473  261.844750  288.160801
+    13   7680.0  482.513091  260.707203  277.172933
+    14   8192.0  459.364487  268.957600  286.600589
+    15   8704.0  416.958106  267.815384  284.987724
+    16   9216.0  428.651187  272.729961  289.507855
+    17   9728.0  438.857162  280.278512  288.950501
+    18  10240.0  446.836366  286.433562  290.153487
+    19  10752.0  429.364408  246.229020  289.941565
+    20  11264.0  429.104745  245.091565  285.767446
+    21  11776.0  421.826879  249.227509  288.686414
+    22  12288.0  419.504980  254.453844  294.911986
+    23  12800.0  415.135142  253.465340  288.180121
+    24  13312.0  412.242569  252.559690  290.179836
+    25  13824.0  405.098897  257.190689  292.571423
+    26  14336.0  397.532056  254.673567  286.242939
+    27  14848.0  384.414233  257.108233  289.246765
+    28  15360.0  374.253788  257.610071  288.000007
+    29  15872.0  367.336555  262.708969  291.006885
 
 
 
@@ -329,7 +329,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  13.195 seconds)
+   **Total running time of the script:** ( 2 minutes  12.037 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 6530e36b2..59eb0a372 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
 =================
-**12:44.785** total execution time for **getting-started_tutorials** files:
+**12:39.095** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:25.038 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:23.639 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:24.085 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:22.403 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:13.195 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.037 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:42.455 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:41.005 | 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``)       | 00:00.012 | 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 b67b7e025..bb6c0e15a 100644
--- a/v1.1.2/getting-started/tutorials/01-vector-add.html
+++ b/v1.1.2/getting-started/tutorials/01-vector-add.html
@@ -324,7 +324,7 @@ 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   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
@@ -334,12 +334,12 @@ for different problem sizes.</p>
 10    4194304.0  780.190482  780.190482
 11    8388608.0  812.429770  812.429770
 12   16777216.0  833.084721  833.084721
-13   33554432.0  842.004273  842.004273
+13   33554432.0  842.004273  843.811163
 14   67108864.0  847.448255  848.362445
 15  134217728.0  849.737435  850.656574
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  42.455 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  41.005 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 ae7bb9a28..6ae9be3d7 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   190.511628
-1     384.0  585.142862      558.545450   153.600004
-2     512.0  655.360017      606.814814   154.566038
+0     256.0  512.000001      512.000001   186.181817
+1     384.0  585.142862      585.142862   153.600004
+2     512.0  655.360017      585.142849   154.566038
 3     640.0  682.666684      640.000002   160.000000
-4     768.0  722.823517      664.216187   162.754967
+4     768.0  702.171410      664.216187   162.754967
 ..      ...         ...             ...          ...
-93  12160.0  814.058574      406.179533   199.140227
-94  12288.0  814.111783      415.661740   199.298541
-95  12416.0  812.498981      411.722274   198.854847
-96  12544.0  812.566838      412.971190   199.111113
-97  12672.0  812.633240      412.516771   199.167004
+93  12160.0  814.058574      406.179533   198.530610
+94  12288.0  814.111783      415.661740   198.794749
+95  12416.0  812.498981      412.149375   198.457532
+96  12544.0  812.566838      412.971190   198.716830
+97  12672.0  812.633240      412.097543   198.776477
 
 [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 7dee93223..a5379655e 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
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 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>matmul-performance:
          M     cuBLAS  ...     Triton  Triton (+ LeakyReLU)
-0    256.0   2.978909  ...   3.276800              2.978909
+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
+2    512.0  14.563555  ...  15.420235             15.420235
 3    640.0  22.260869  ...  24.380953             24.380953
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-5    896.0  37.971025  ...  40.140799             39.025776
-6   1024.0  49.932191  ...  53.773130             52.428801
+5    896.0  37.971025  ...  39.025776             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
+8   1280.0  51.200001  ...  56.888887             56.109587
 9   1408.0  64.138541  ...  67.305878             66.485074
 10  1536.0  80.430545  ...  79.526831             78.643199
-11  1664.0  63.372618  ...  62.929456             62.061463
+11  1664.0  63.372618  ...  62.492442             62.061463
 12  1792.0  72.983276  ...  72.512412             71.588687
-13  1920.0  69.467336  ...  70.530615             70.530615
-14  2048.0  73.908442  ...  77.314362             76.959706
-15  2176.0  83.155572  ...  86.367588             84.909907
-16  2304.0  68.446623  ...  77.307030             76.809875
-17  2432.0  71.305746  ...  85.653855             84.877538
-18  2560.0  77.833728  ...  81.310171             80.709358
-19  2688.0  83.737433  ...  89.888756             89.254248
-20  2816.0  83.233226  ...  83.074685             83.392363
-21  2944.0  82.715407  ...  83.198715             81.298583
-22  3072.0  82.420822  ...  89.593522             89.170242
-23  3200.0  84.544253  ...  96.096095             94.814812
-24  3328.0  83.808259  ...  81.994643             84.496824
-25  3456.0  82.604067  ...  91.511426             90.994998
-26  3584.0  85.552231  ...  95.858629             98.483450
-27  3712.0  83.317214  ...  90.939777             88.170647
-28  3840.0  82.654712  ...  90.798032             87.011801
-29  3968.0  89.855624  ...  87.158986             91.335278
-30  4096.0  91.743400  ...  90.504200             93.206754
+13  1920.0  69.120002  ...  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  ...  77.057651             76.563695
+17  2432.0  71.125224  ...  85.653855             84.877538
+18  2560.0  77.833728  ...  81.310171             80.908642
+19  2688.0  83.369354  ...  89.464755             88.836198
+20  2816.0  82.602666  ...  82.135981             83.233226
+21  2944.0  81.899809  ...  82.509987             82.921853
+22  3072.0  82.420822  ...  88.473602             88.060814
+23  3200.0  84.656085  ...  95.167286             95.380032
+24  3328.0  80.798309  ...  85.703924             85.500351
+25  3456.0  82.604067  ...  86.783176             89.480098
+26  3584.0  87.296493  ...  98.699661             91.377427
+27  3712.0  85.748791  ...  85.785618             85.822459
+28  3840.0  85.136259  ...  85.996889             89.259080
+29  3968.0  93.576636  ...  83.009479             80.971427
+30  4096.0  91.929947  ...  88.069377             88.243079
 
 [31 rows x 5 columns]
 </pre></div>
 </div>
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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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 <p><a class="reference download internal" download="" href="../../_downloads/d5fee5b55a64e47f1b5724ec39adf171/03-matrix-multiplication.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">03-matrix-multiplication.py</span></code></a></p>
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..a577c8b26 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 af65c554a..0dd3016ab 100644
--- a/v1.1.2/getting-started/tutorials/05-layer-norm.html
+++ 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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 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>layer-norm-backward:
           N      Triton       Torch        Apex
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-5    3584.0  551.384634  207.768111  309.410081
-6    4096.0  568.231237  220.412561  299.707322
-7    4608.0  498.162157  232.825259  286.507772
-8    5120.0  525.128191  240.941184  283.787523
-9    5632.0  538.517949  243.985547  290.060087
-10   6144.0  542.117638  249.502530  286.322318
-11   6656.0  527.207907  256.410903  285.767438
-12   7168.0  512.000004  258.306304  282.947381
-13   7680.0  485.052616  263.314295  282.266452
-14   8192.0  463.698115  264.613724  281.270376
-15   8704.0  415.300208  267.472468  286.158893
-16   9216.0  427.822068  273.066667  289.129410
-17   9728.0  437.213490  279.942444  289.308559
-18  10240.0  446.025405  287.102804  291.876482
-19  10752.0  430.797982  246.699797  290.267711
-20  11264.0  427.746848  246.656943  288.512281
-21  11776.0  422.457417  249.667843  288.686414
-22  12288.0  420.102570  254.234486  294.617366
-23  12800.0  414.016170  253.884294  289.811310
-24  13312.0  411.711355  252.360194  290.179836
-25  13824.0  403.620451  256.991469  292.056329
-26  14336.0  395.021816  254.862216  287.919661
-27  14848.0  383.999990  257.108233  289.481735
-28  15360.0  373.495460  258.332158  288.000007
-29  15872.0  365.573890  262.708969  290.562936
+0    1024.0  307.200008   99.096776  307.200008
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+3    2560.0  461.954908  182.857144  330.322572
+4    3072.0  511.999982  191.501303  315.076914
+5    3584.0  551.384634  208.271186  310.527060
+6    4096.0  564.965515  220.412561  296.990947
+7    4608.0  498.162157  231.849059  290.267724
+8    5120.0  522.893618  242.845844  286.433562
+9    5632.0  536.380957  243.107920  290.683877
+10   6144.0  542.117638  248.242431  286.322318
+11   6656.0  525.473708  256.000009  286.279570
+12   7168.0  505.976473  261.844750  288.160801
+13   7680.0  482.513091  260.707203  277.172933
+14   8192.0  459.364487  268.957600  286.600589
+15   8704.0  416.958106  267.815384  284.987724
+16   9216.0  428.651187  272.729961  289.507855
+17   9728.0  438.857162  280.278512  288.950501
+18  10240.0  446.836366  286.433562  290.153487
+19  10752.0  429.364408  246.229020  289.941565
+20  11264.0  429.104745  245.091565  285.767446
+21  11776.0  421.826879  249.227509  288.686414
+22  12288.0  419.504980  254.453844  294.911986
+23  12800.0  415.135142  253.465340  288.180121
+24  13312.0  412.242569  252.559690  290.179836
+25  13824.0  405.098897  257.190689  292.571423
+26  14336.0  397.532056  254.673567  286.242939
+27  14848.0  384.414233  257.108233  289.246765
+28  15360.0  374.253788  257.610071  288.000007
+29  15872.0  367.336555  262.708969  291.006885
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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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