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Binary files a/master/_images/sphx_glr_01-vector-add_thumb.png and b/master/_images/sphx_glr_01-vector-add_thumb.png differ
diff --git a/master/_images/sphx_glr_02-fused-softmax_001.png b/master/_images/sphx_glr_02-fused-softmax_001.png
index 66338e6c9..eb44992a5 100644
Binary files a/master/_images/sphx_glr_02-fused-softmax_001.png and b/master/_images/sphx_glr_02-fused-softmax_001.png differ
diff --git a/master/_images/sphx_glr_02-fused-softmax_thumb.png b/master/_images/sphx_glr_02-fused-softmax_thumb.png
index 4e6e7cf01..408c7981d 100644
Binary files a/master/_images/sphx_glr_02-fused-softmax_thumb.png and b/master/_images/sphx_glr_02-fused-softmax_thumb.png differ
diff --git a/master/_images/sphx_glr_03-matrix-multiplication_001.png b/master/_images/sphx_glr_03-matrix-multiplication_001.png
index b17ab0a6b..782a04fe9 100644
Binary files a/master/_images/sphx_glr_03-matrix-multiplication_001.png and b/master/_images/sphx_glr_03-matrix-multiplication_001.png differ
diff --git a/master/_images/sphx_glr_03-matrix-multiplication_thumb.png b/master/_images/sphx_glr_03-matrix-multiplication_thumb.png
index 672624326..346b3c23b 100644
Binary files a/master/_images/sphx_glr_03-matrix-multiplication_thumb.png and b/master/_images/sphx_glr_03-matrix-multiplication_thumb.png differ
diff --git a/master/_images/sphx_glr_05-layer-norm_001.png b/master/_images/sphx_glr_05-layer-norm_001.png
index 224a5f680..14f9e13de 100644
Binary files a/master/_images/sphx_glr_05-layer-norm_001.png and b/master/_images/sphx_glr_05-layer-norm_001.png differ
diff --git a/master/_images/sphx_glr_05-layer-norm_thumb.png b/master/_images/sphx_glr_05-layer-norm_thumb.png
index fe10de483..079d0e60b 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 85446d3d7..86cede4c3 100644
--- a/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
+++ b/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
@@ -235,10 +235,10 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
     0        4096.0    9.600000    9.600000
     1        8192.0   19.200000   19.200000
     2       16384.0   38.400001   38.400001
-    3       32768.0   63.999998   63.999998
+    3       32768.0   76.800002   76.800002
     4       65536.0  127.999995  127.999995
     5      131072.0  219.428568  219.428568
-    6      262144.0  384.000001  384.000001
+    6      262144.0  341.333321  341.333321
     7      524288.0  472.615390  472.615390
     8     1048576.0  614.400016  614.400016
     9     2097152.0  722.823517  722.823517
@@ -255,7 +255,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 1 minutes  52.142 seconds)
+   **Total running time of the script:** ( 1 minutes  51.771 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 2ab1c62a3..9dee37d83 100644
--- a/master/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
+++ b/master/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
@@ -278,16 +278,16 @@ 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   188.321838
-    1     384.0  614.400016      585.142862   151.703707
-    2     512.0  655.360017      585.142849   156.038096
-    3     640.0  706.206879      640.000002   160.000000
-    4     768.0  722.823517      664.216187   163.839992
+    0     256.0  546.133347      546.133347   188.321838
+    1     384.0  614.400016      585.142862   153.600004
+    2     512.0  655.360017      606.814814   154.566038
+    3     640.0  706.206879      640.000002   158.759699
+    4     768.0  722.823517      664.216187   162.754967
     ..      ...         ...             ...          ...
-    93  12160.0  812.359066      405.755985   199.038365
-    94  12288.0  812.429770      415.222812   199.197579
-    95  12416.0  812.498981      411.722274   198.854847
-    96  12544.0  810.925276      413.396498   199.012395
+    93  12160.0  812.359066      406.179533   198.936606
+    94  12288.0  812.429770      415.661740   199.197579
+    95  12416.0  812.498981      412.149375   198.854847
+    96  12544.0  810.925276      412.971190   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  32.092 seconds)
+   **Total running time of the script:** ( 3 minutes  31.799 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 c9da78266..bd29f584f 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  ...   3.276800              3.276800
-    1    384.0   7.372800  ...   8.507077              8.507077
-    2    512.0  14.563555  ...  16.384000             16.384000
+    0    256.0   2.978909  ...   3.276800              3.276800
+    1    384.0   7.372800  ...   7.899428              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             39.025776
-    6   1024.0  49.932191  ...  53.773130             52.428801
-    7   1152.0  45.242181  ...  48.161033             48.161033
+    5    896.0  39.025776  ...  40.140799             39.025776
+    6   1024.0  51.150050  ...  53.773130             52.428801
+    7   1152.0  45.242181  ...  47.396572             47.396572
     8   1280.0  51.200001  ...  57.690139             57.690139
-    9   1408.0  64.138541  ...  69.009825             67.305878
-    10  1536.0  80.430545  ...  81.355034             79.526831
+    9   1408.0  64.138541  ...  68.147202             67.305878
+    10  1536.0  80.430545  ...  81.355034             78.643199
     11  1664.0  62.929456  ...  63.372618             62.492442
     12  1792.0  72.512412  ...  73.460287             59.467852
-    13  1920.0  69.120002  ...  71.626943             70.892307
-    14  2048.0  73.584279  ...  78.398206             77.314362
-    15  2176.0  83.500614  ...  87.876193             85.632545
-    16  2304.0  68.446623  ...  78.064941             77.307030
+    13  1920.0  69.120002  ...  71.257735             71.257735
+    14  2048.0  73.908442  ...  78.398206             77.314362
+    15  2176.0  83.500614  ...  87.876193             86.367588
+    16  2304.0  68.446623  ...  78.064941             76.809875
     17  2432.0  71.305746  ...  85.915795             84.621881
-    18  2560.0  78.019048  ...  82.331658             81.715711
-    19  2688.0  83.552988  ...  90.532356             89.044730
-    20  2816.0  81.521884  ...  84.197315             80.767055
-    21  2944.0  82.646820  ...  82.784108             82.784108
-    22  3072.0  81.589488  ...  89.240511             88.335577
-    23  3200.0  84.544253  ...  96.096095             93.841640
-    24  3328.0  81.530349  ...  84.695641             84.795401
-    25  3456.0  81.518272  ...  91.719645             90.892410
-    26  3584.0  84.825838  ...  92.126428             94.647779
-    27  3712.0  85.748791  ...  83.456425             84.159518
-    28  3840.0  84.679936  ...  93.960918             84.548438
-    29  3968.0  92.512459  ...  84.974886             91.643962
-    30  4096.0  88.534120  ...  85.380235             92.182504
+    18  2560.0  78.019048  ...  82.539044             81.310171
+    19  2688.0  83.369354  ...  90.748936             89.254248
+    20  2816.0  79.733474  ...  84.197315             83.712490
+    21  2944.0  79.610276  ...  83.060049             82.102191
+    22  3072.0  82.301023  ...  89.451983             88.197981
+    23  3200.0  85.447263  ...  97.116842             95.380032
+    24  3328.0  83.178850  ...  85.196803             84.695641
+    25  3456.0  82.688790  ...  84.909497             81.274299
+    26  3584.0  87.381330  ...  98.375705             98.591437
+    27  3712.0  82.423549  ...  89.035062             87.552452
+    28  3840.0  82.716526  ...  85.930069             90.058629
+    29  3968.0  87.913500  ...  91.678389             85.212248
+    30  4096.0  93.206754  ...  86.230472             89.958266
 
     [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:** ( 7 minutes  14.622 seconds)
+   **Total running time of the script:** ( 7 minutes  16.811 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 f428695ec..9eeac46b5 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  0.282 seconds)
+   **Total running time of the script:** ( 0 minutes  0.283 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 49bdaec46..a8d1bac3f 100644
--- a/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
+++ b/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
@@ -40,34 +40,34 @@ Layer Normalization
               N      Triton       Torch        Apex
     0    1024.0  585.142849  277.694907  468.114273
     1    1536.0  630.153868  323.368435  511.999982
-    2    2048.0  682.666643  337.814445  520.126988
-    3    2560.0  694.237267  362.477870  512.000013
+    2    2048.0  668.734716  334.367358  520.126988
+    3    2560.0  694.237267  362.477870  518.481028
     4    3072.0  712.347810  378.092307  501.551037
     5    3584.0  725.873439  384.859062  458.751978
-    6    4096.0  728.177767  381.023256  455.111095
+    6    4096.0  728.177767  381.023256  458.293714
     7    4608.0  670.254540  396.387087  426.173427
-    8    5120.0  688.403381  397.669909  424.455959
-    9    5632.0  704.000002  395.228063  409.599997
-    10   6144.0  702.171410  402.885254  409.600010
-    11   6656.0  700.631610  398.861429  398.861429
-    12   7168.0  690.891575  390.095241  383.571898
-    13   7680.0  678.895043  395.112527  386.415087
-    14   8192.0  630.153853  393.609605  377.729113
-    15   8704.0  624.502255  390.095225  380.502740
-    16   9216.0  606.814809  406.214877  381.023249
-    17   9728.0  587.350922  408.524944  382.427505
-    18  10240.0  564.965524  409.600010  382.803739
-    19  10752.0  546.133312  412.546760  381.445676
-    20  11264.0  531.634232  403.185684  372.363645
-    21  11776.0  520.486200  410.492372  377.587162
-    22  12288.0  513.336807  414.784810  383.251457
-    23  12800.0  504.433489  409.599981  376.470582
-    24  13312.0  494.180982  407.250459  377.645399
-    25  13824.0  482.934503  411.888257  379.389355
-    26  14336.0  471.967074  402.414053  371.760140
-    27  14848.0  461.297068  406.794504  374.122832
-    28  15360.0  454.269882  406.214870  377.511515
-    29  15872.0  447.098578  409.599996  377.343238
+    8    5120.0  688.403381  397.669909  426.666652
+    9    5632.0  704.000002  395.228063  413.357796
+    10   6144.0  697.191505  402.885254  411.313806
+    11   6656.0  705.271522  400.360920  400.360920
+    12   7168.0  686.754468  396.844306  387.459443
+    13   7680.0  682.666656  392.587863  387.634072
+    14   8192.0  633.198054  393.609605  371.308771
+    15   8704.0  627.315309  389.005597  380.502740
+    16   9216.0  606.814809  407.337026  383.999986
+    17   9728.0  587.350922  409.599987  383.369452
+    18  10240.0  564.965524  408.578556  382.803739
+    19  10752.0  547.872604  411.559798  381.445676
+    20  11264.0  533.207081  406.826188  373.134567
+    21  11776.0  520.486200  409.599991  377.587162
+    22  12288.0  514.680630  413.911572  383.251457
+    23  12800.0  504.433489  410.420828  376.470582
+    24  13312.0  494.180982  405.699062  376.976995
+    25  13824.0  481.882350  411.888257  379.389355
+    26  14336.0  471.967074  406.695045  374.185964
+    27  14848.0  461.297068  408.192434  375.304904
+    28  15360.0  454.269882  406.214870  378.092307
+    29  15872.0  446.312810  406.974373  376.225175
 
 
 
@@ -393,7 +393,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 5 minutes  36.211 seconds)
+   **Total running time of the script:** ( 5 minutes  34.312 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_05-layer-norm.py:
diff --git a/master/_sources/getting-started/tutorials/06-fused-attention.rst.txt b/master/_sources/getting-started/tutorials/06-fused-attention.rst.txt
index d78c6a14f..01680ef7c 100644
--- a/master/_sources/getting-started/tutorials/06-fused-attention.rst.txt
+++ b/master/_sources/getting-started/tutorials/06-fused-attention.rst.txt
@@ -390,7 +390,7 @@ This is a Triton implementation of the Flash Attention algorithm
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  0.073 seconds)
+   **Total running time of the script:** ( 0 minutes  0.074 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_06-fused-attention.py:
diff --git a/master/_sources/getting-started/tutorials/07-libdevice-function.rst.txt b/master/_sources/getting-started/tutorials/07-libdevice-function.rst.txt
index 7db38fb6e..617202219 100644
--- a/master/_sources/getting-started/tutorials/07-libdevice-function.rst.txt
+++ b/master/_sources/getting-started/tutorials/07-libdevice-function.rst.txt
@@ -152,7 +152,7 @@ We can also customize the libdevice library path by passing the path to the `lib
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  0.254 seconds)
+   **Total running time of the script:** ( 0 minutes  0.266 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_07-libdevice-function.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 07103ef27..11e5bae80 100644
--- a/master/_sources/getting-started/tutorials/sg_execution_times.rst.txt
+++ b/master/_sources/getting-started/tutorials/sg_execution_times.rst.txt
@@ -5,20 +5,20 @@
 
 Computation times
 =================
-**18:15.675** total execution time for **getting-started_tutorials** files:
+**18:15.317** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 07:14.622 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 07:16.811 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 05:36.211 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 05:34.312 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:32.092 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:31.799 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:52.142 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:51.771 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.282 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.283 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_07-libdevice-function.py` (``07-libdevice-function.py``)       | 00:00.254 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_07-libdevice-function.py` (``07-libdevice-function.py``)       | 00:00.266 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_06-fused-attention.py` (``06-fused-attention.py``)             | 00:00.073 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_06-fused-attention.py` (``06-fused-attention.py``)             | 00:00.074 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/master/getting-started/tutorials/01-vector-add.html b/master/getting-started/tutorials/01-vector-add.html
index 26c57ae00..bf90a2ee3 100644
--- a/master/getting-started/tutorials/01-vector-add.html
+++ b/master/getting-started/tutorials/01-vector-add.html
@@ -327,10 +327,10 @@ for different problem sizes.</p>
 0        4096.0    9.600000    9.600000
 1        8192.0   19.200000   19.200000
 2       16384.0   38.400001   38.400001
-3       32768.0   63.999998   63.999998
+3       32768.0   76.800002   76.800002
 4       65536.0  127.999995  127.999995
 5      131072.0  219.428568  219.428568
-6      262144.0  384.000001  384.000001
+6      262144.0  341.333321  341.333321
 7      524288.0  472.615390  472.615390
 8     1048576.0  614.400016  614.400016
 9     2097152.0  722.823517  722.823517
@@ -342,7 +342,7 @@ 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  52.142 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  51.771 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 4c628176d..e891c7ff1 100644
--- a/master/getting-started/tutorials/02-fused-softmax.html
+++ b/master/getting-started/tutorials/02-fused-softmax.html
@@ -371,16 +371,16 @@ 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)
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-1     384.0  614.400016      585.142862   151.703707
-2     512.0  655.360017      585.142849   156.038096
-3     640.0  706.206879      640.000002   160.000000
-4     768.0  722.823517      664.216187   163.839992
+0     256.0  546.133347      546.133347   188.321838
+1     384.0  614.400016      585.142862   153.600004
+2     512.0  655.360017      606.814814   154.566038
+3     640.0  706.206879      640.000002   158.759699
+4     768.0  722.823517      664.216187   162.754967
 ..      ...         ...             ...          ...
-93  12160.0  812.359066      405.755985   199.038365
-94  12288.0  812.429770      415.222812   199.197579
-95  12416.0  812.498981      411.722274   198.854847
-96  12544.0  810.925276      413.396498   199.012395
+93  12160.0  812.359066      406.179533   198.936606
+94  12288.0  812.429770      415.661740   199.197579
+95  12416.0  812.498981      412.149375   198.854847
+96  12544.0  810.925276      412.971190   199.111113
 97  12672.0  811.007961      412.097543   199.167004
 
 [98 rows x 4 columns]
@@ -394,7 +394,7 @@ 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/master/getting-started/tutorials/03-matrix-multiplication.html b/master/getting-started/tutorials/03-matrix-multiplication.html
index 25d0a9eaa..c3d6dfc27 100644
--- a/master/getting-started/tutorials/03-matrix-multiplication.html
+++ b/master/getting-started/tutorials/03-matrix-multiplication.html
@@ -567,42 +567,42 @@ 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   2.730667  ...   3.276800              3.276800
-1    384.0   7.372800  ...   8.507077              8.507077
-2    512.0  14.563555  ...  16.384000             16.384000
+0    256.0   2.978909  ...   3.276800              3.276800
+1    384.0   7.372800  ...   7.899428              8.507077
+2    512.0  14.563555  ...  15.420235             16.384000
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-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             48.161033
+5    896.0  39.025776  ...  40.140799             39.025776
+6   1024.0  51.150050  ...  53.773130             52.428801
+7   1152.0  45.242181  ...  47.396572             47.396572
 8   1280.0  51.200001  ...  57.690139             57.690139
-9   1408.0  64.138541  ...  69.009825             67.305878
-10  1536.0  80.430545  ...  81.355034             79.526831
+9   1408.0  64.138541  ...  68.147202             67.305878
+10  1536.0  80.430545  ...  81.355034             78.643199
 11  1664.0  62.929456  ...  63.372618             62.492442
 12  1792.0  72.512412  ...  73.460287             59.467852
-13  1920.0  69.120002  ...  71.626943             70.892307
-14  2048.0  73.584279  ...  78.398206             77.314362
-15  2176.0  83.500614  ...  87.876193             85.632545
-16  2304.0  68.446623  ...  78.064941             77.307030
+13  1920.0  69.120002  ...  71.257735             71.257735
+14  2048.0  73.908442  ...  78.398206             77.314362
+15  2176.0  83.500614  ...  87.876193             86.367588
+16  2304.0  68.446623  ...  78.064941             76.809875
 17  2432.0  71.305746  ...  85.915795             84.621881
-18  2560.0  78.019048  ...  82.331658             81.715711
-19  2688.0  83.552988  ...  90.532356             89.044730
-20  2816.0  81.521884  ...  84.197315             80.767055
-21  2944.0  82.646820  ...  82.784108             82.784108
-22  3072.0  81.589488  ...  89.240511             88.335577
-23  3200.0  84.544253  ...  96.096095             93.841640
-24  3328.0  81.530349  ...  84.695641             84.795401
-25  3456.0  81.518272  ...  91.719645             90.892410
-26  3584.0  84.825838  ...  92.126428             94.647779
-27  3712.0  85.748791  ...  83.456425             84.159518
-28  3840.0  84.679936  ...  93.960918             84.548438
-29  3968.0  92.512459  ...  84.974886             91.643962
-30  4096.0  88.534120  ...  85.380235             92.182504
+18  2560.0  78.019048  ...  82.539044             81.310171
+19  2688.0  83.369354  ...  90.748936             89.254248
+20  2816.0  79.733474  ...  84.197315             83.712490
+21  2944.0  79.610276  ...  83.060049             82.102191
+22  3072.0  82.301023  ...  89.451983             88.197981
+23  3200.0  85.447263  ...  97.116842             95.380032
+24  3328.0  83.178850  ...  85.196803             84.695641
+25  3456.0  82.688790  ...  84.909497             81.274299
+26  3584.0  87.381330  ...  98.375705             98.591437
+27  3712.0  82.423549  ...  89.035062             87.552452
+28  3840.0  82.716526  ...  85.930069             90.058629
+29  3968.0  87.913500  ...  91.678389             85.212248
+30  4096.0  93.206754  ...  86.230472             89.958266
 
 [31 rows x 5 columns]
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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/master/getting-started/tutorials/04-low-memory-dropout.html b/master/getting-started/tutorials/04-low-memory-dropout.html
index 70e561e4b..95d633486 100644
--- a/master/getting-started/tutorials/04-low-memory-dropout.html
+++ b/master/getting-started/tutorials/04-low-memory-dropout.html
@@ -374,7 +374,7 @@ 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/master/getting-started/tutorials/05-layer-norm.html b/master/getting-started/tutorials/05-layer-norm.html
index 0ea11da27..7a423333e 100644
--- a/master/getting-started/tutorials/05-layer-norm.html
+++ b/master/getting-started/tutorials/05-layer-norm.html
@@ -198,34 +198,34 @@ to download the full example code</p>
           N      Triton       Torch        Apex
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 1    1536.0  630.153868  323.368435  511.999982
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-3    2560.0  694.237267  362.477870  512.000013
+2    2048.0  668.734716  334.367358  520.126988
+3    2560.0  694.237267  362.477870  518.481028
 4    3072.0  712.347810  378.092307  501.551037
 5    3584.0  725.873439  384.859062  458.751978
-6    4096.0  728.177767  381.023256  455.111095
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 7    4608.0  670.254540  396.387087  426.173427
-8    5120.0  688.403381  397.669909  424.455959
-9    5632.0  704.000002  395.228063  409.599997
-10   6144.0  702.171410  402.885254  409.600010
-11   6656.0  700.631610  398.861429  398.861429
-12   7168.0  690.891575  390.095241  383.571898
-13   7680.0  678.895043  395.112527  386.415087
-14   8192.0  630.153853  393.609605  377.729113
-15   8704.0  624.502255  390.095225  380.502740
-16   9216.0  606.814809  406.214877  381.023249
-17   9728.0  587.350922  408.524944  382.427505
-18  10240.0  564.965524  409.600010  382.803739
-19  10752.0  546.133312  412.546760  381.445676
-20  11264.0  531.634232  403.185684  372.363645
-21  11776.0  520.486200  410.492372  377.587162
-22  12288.0  513.336807  414.784810  383.251457
-23  12800.0  504.433489  409.599981  376.470582
-24  13312.0  494.180982  407.250459  377.645399
-25  13824.0  482.934503  411.888257  379.389355
-26  14336.0  471.967074  402.414053  371.760140
-27  14848.0  461.297068  406.794504  374.122832
-28  15360.0  454.269882  406.214870  377.511515
-29  15872.0  447.098578  409.599996  377.343238
+8    5120.0  688.403381  397.669909  426.666652
+9    5632.0  704.000002  395.228063  413.357796
+10   6144.0  697.191505  402.885254  411.313806
+11   6656.0  705.271522  400.360920  400.360920
+12   7168.0  686.754468  396.844306  387.459443
+13   7680.0  682.666656  392.587863  387.634072
+14   8192.0  633.198054  393.609605  371.308771
+15   8704.0  627.315309  389.005597  380.502740
+16   9216.0  606.814809  407.337026  383.999986
+17   9728.0  587.350922  409.599987  383.369452
+18  10240.0  564.965524  408.578556  382.803739
+19  10752.0  547.872604  411.559798  381.445676
+20  11264.0  533.207081  406.826188  373.134567
+21  11776.0  520.486200  409.599991  377.587162
+22  12288.0  514.680630  413.911572  383.251457
+23  12800.0  504.433489  410.420828  376.470582
+24  13312.0  494.180982  405.699062  376.976995
+25  13824.0  481.882350  411.888257  379.389355
+26  14336.0  471.967074  406.695045  374.185964
+27  14848.0  461.297068  408.192434  375.304904
+28  15360.0  454.269882  406.214870  378.092307
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 <span class="n">bench_layer_norm</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">save_path</span><span class="o">=</span><span class="s1">&#39;.&#39;</span><span class="p">,</span> <span class="n">print_data</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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diff --git a/master/getting-started/tutorials/06-fused-attention.html b/master/getting-started/tutorials/06-fused-attention.html
index 0921e530d..bb7fefc3e 100644
--- a/master/getting-started/tutorials/06-fused-attention.html
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@@ -548,7 +548,7 @@ to download the full example code</p>
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 <tr class="row-odd"><td><p><a class="reference internal" href="06-fused-attention.html#sphx-glr-getting-started-tutorials-06-fused-attention-py"><span class="std std-ref">Fused Attention</span></a> (<code class="docutils literal notranslate"><span class="pre">06-fused-attention.py</span></code>)</p></td>
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diff --git a/master/searchindex.js b/master/searchindex.js
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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 fd05e59ae..e8cd60d33 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 0972c421f..2dca4dd53 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 2a28a1de8..a898b5e9e 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
@@ -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  843.811163
+    13   33554432.0  842.004273  842.004273
     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  47.807 seconds)
+   **Total running time of the script:** ( 1 minutes  41.371 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 6af66992d..27b05ac56 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   186.181817
-    1     384.0  585.142862      585.142862   151.703707
-    2     512.0  655.360017      585.142849   156.038096
+    1     384.0  614.400016      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   163.839992
+    4     768.0  722.823517      664.216187   162.754967
     ..      ...         ...             ...          ...
-    93  12160.0  814.058574      406.179533   198.936606
-    94  12288.0  814.111783      415.661740   199.197579
-    95  12416.0  813.330613      412.149375   198.854847
-    96  12544.0  812.566838      413.396498   199.012395
-    97  12672.0  812.633240      412.097543   199.167004
+    93  12160.0  814.058574      406.179533   199.038365
+    94  12288.0  814.111783      415.661740   199.399583
+    95  12416.0  812.498981      412.149375   198.954424
+    96  12544.0  812.566838      412.971190   199.308841
+    97  12672.0  812.633240      412.097543   199.264875
 
     [98 rows x 4 columns]
 
@@ -314,7 +314,7 @@ In the above plot, we can see that:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 3 minutes  23.484 seconds)
+   **Total running time of the script:** ( 3 minutes  23.212 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 e27f6aa51..3e219a3ee 100644
--- a/v1.1.2/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
@@ -462,37 +462,37 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
 
     matmul-performance:
              M     cuBLAS  ...     Triton  Triton (+ LeakyReLU)
-    0    256.0   2.730667  ...   3.276800              3.276800
+    0    256.0   2.730667  ...   2.978909              2.978909
     1    384.0   7.372800  ...   8.507077              8.507077
     2    512.0  14.563555  ...  16.384000             16.384000
     3    640.0  22.260869  ...  24.380953             24.380953
     4    768.0  32.768000  ...  34.028308             34.028308
-    5    896.0  39.025776  ...  40.140799             39.025776
+    5    896.0  39.025776  ...  39.025776             39.025776
     6   1024.0  51.150050  ...  53.773130             52.428801
     7   1152.0  45.242181  ...  46.656000             46.656000
-    8   1280.0  51.200001  ...  56.888887             56.888887
-    9   1408.0  64.138541  ...  67.305878             67.305878
+    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  62.929456  ...  62.061463             62.061463
     12  1792.0  72.512412  ...  72.047592             71.588687
     13  1920.0  69.120002  ...  70.530615             70.530615
-    14  2048.0  73.908442  ...  77.314362             76.959706
-    15  2176.0  83.500614  ...  85.998493             85.632545
-    16  2304.0  68.446623  ...  76.809875             76.563695
-    17  2432.0  71.305746  ...  83.366361             84.877538
-    18  2560.0  77.833728  ...  81.310171             81.108913
-    19  2688.0  82.823267  ...  89.888756             89.254248
-    20  2816.0  79.154642  ...  83.552120             82.602666
-    21  2944.0  82.237674  ...  82.373605             83.060049
-    22  3072.0  78.697851  ...  88.473602             89.170242
-    23  3200.0  83.879425  ...  94.604578             94.256261
-    24  3328.0  82.369902  ...  84.348328             84.298943
-    25  3456.0  82.773682  ...  84.156124             87.870919
-    26  3584.0  87.296493  ...  97.100854             88.849200
-    27  3712.0  84.088676  ...  83.247783             86.641231
-    28  3840.0  84.615146  ...  85.863352             91.097196
-    29  3968.0  85.812429  ...  84.156250             90.254387
-    30  4096.0  89.210850  ...  93.271527             86.313653
+    14  2048.0  73.908442  ...  76.959706             76.959706
+    15  2176.0  83.155572  ...  86.367588             85.632545
+    16  2304.0  68.251065  ...  76.809875             76.563695
+    17  2432.0  71.305746  ...  84.621881             84.877538
+    18  2560.0  77.833728  ...  80.908642             80.908642
+    19  2688.0  83.369354  ...  88.836198             88.628636
+    20  2816.0  79.587973  ...  83.074685             82.602666
+    21  2944.0  81.431424  ...  82.784108             81.967162
+    22  3072.0  82.661468  ...  82.241254             88.197981
+    23  3200.0  84.432717  ...  95.167286             95.238096
+    24  3328.0  82.748617  ...  84.695641             84.496824
+    25  3456.0  81.518272  ...  85.767626             88.400840
+    26  3584.0  87.296493  ...  98.483450             91.470385
+    27  3712.0  84.159518  ...  88.483034             83.947349
+    28  3840.0  84.615146  ...  92.468225             84.228485
+    29  3968.0  92.442373  ...  85.093402             90.724116
+    30  4096.0  87.495257  ...  87.495257             92.182504
 
     [31 rows x 5 columns]
 
@@ -502,7 +502,7 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 5 minutes  26.564 seconds)
+   **Total running time of the script:** ( 5 minutes  22.961 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 d71978ae6..7a320b2e6 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  303.407414
-    1    1536.0  351.085717  135.529409  344.523365
-    2    2048.0  427.408686  160.104230  323.368435
-    3    2560.0  465.454542  182.314537  326.808501
-    4    3072.0  515.580429  192.501302  316.429186
+    0    1024.0  311.088617   99.096776  311.088617
+    1    1536.0  351.085717  133.083026  338.201833
+    2    2048.0  423.724127  162.217818  325.509933
+    3    2560.0  461.954908  182.314537  326.808501
+    4    3072.0  511.999982  191.005181  317.793096
     5    3584.0  554.941930  208.271186  308.301075
-    6    4096.0  571.534884  220.907859  297.890900
-    7    4608.0  500.416301  232.825259  291.799469
-    8    5120.0  527.381977  241.414550  285.104413
-    9    5632.0  538.517949  243.545956  290.060087
-    10   6144.0  546.133354  249.081070  286.322318
-    11   6656.0  528.953642  256.000009  287.309361
-    12   7168.0  512.000004  258.694737  283.881181
-    13   7680.0  482.513091  264.447629  280.975614
-    14   8192.0  460.440290  267.493874  285.767442
-    15   8704.0  416.958106  268.159180  285.377055
-    16   9216.0  429.483477  272.394084  288.751954
-    17   9728.0  438.033784  280.278512  289.308559
-    18  10240.0  446.025405  287.102804  290.840246
-    19  10752.0  430.797982  246.699797  290.594591
-    20  11264.0  427.746848  246.432094  288.512281
-    21  11776.0  421.826879  249.667843  288.686414
-    22  12288.0  419.504980  254.453844  294.617366
-    23  12800.0  415.696898  253.884294  289.811310
-    24  13312.0  411.711355  252.559690  290.443638
-    25  13824.0  407.087128  256.991469  292.056329
-    26  14336.0  396.844280  253.921779  286.719986
-    27  14848.0  384.414233  257.293872  289.012175
-    28  15360.0  376.932517  257.970599  288.676598
-    29  15872.0  369.116300  263.253636  291.452168
+    6    4096.0  568.231237  220.412561  294.323343
+    7    4608.0  498.162157  231.849059  291.799469
+    8    5120.0  525.128191  242.845844  287.775181
+    9    5632.0  538.517949  243.545956  290.683877
+    10   6144.0  542.117638  248.661056  286.322318
+    11   6656.0  527.207907  256.000009  286.279570
+    12   7168.0  507.469040  262.243907  288.644296
+    13   7680.0  482.513091  260.338991  276.756754
+    14   8192.0  460.440290  269.326017  287.018988
+    15   8704.0  416.958106  267.815384  284.987724
+    16   9216.0  428.651187  273.066667  289.507855
+    17   9728.0  438.857162  280.278512  288.950501
+    18  10240.0  447.650282  286.433562  289.811322
+    19  10752.0  429.364408  246.464170  290.267711
+    20  11264.0  429.104745  245.091565  285.767446
+    21  11776.0  421.198220  249.447482  288.686414
+    22  12288.0  420.102570  254.673582  294.911986
+    23  12800.0  415.696898  253.465340  288.180121
+    24  13312.0  412.242569  252.559690  290.179836
+    25  13824.0  405.098897  257.390218  292.571423
+    26  14336.0  398.222222  254.862216  286.481278
+    27  14848.0  383.999990  257.293872  289.246765
+    28  15360.0  374.253788  257.610071  286.433562
+    29  15872.0  366.982663  262.708969  291.229369
 
 
 
@@ -329,7 +329,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  12.911 seconds)
+   **Total running time of the script:** ( 2 minutes  12.205 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 152b0dc95..3067f23a8 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
 =================
-**12:50.776** total execution time for **getting-started_tutorials** files:
+**12:39.760** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:26.564 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:22.961 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:23.484 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:23.212 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.911 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.205 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:47.807 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:41.371 | 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 ab527d4c3..5e3c2fc20 100644
--- a/v1.1.2/getting-started/tutorials/01-vector-add.html
+++ b/v1.1.2/getting-started/tutorials/01-vector-add.html
@@ -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  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  47.807 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  41.371 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 68a34eef6..d0c977925 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
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>softmax-performance:
           N      Triton  Torch (native)  Torch (jit)
 0     256.0  512.000001      546.133347   186.181817
-1     384.0  585.142862      585.142862   151.703707
-2     512.0  655.360017      585.142849   156.038096
+1     384.0  614.400016      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   163.839992
+4     768.0  722.823517      664.216187   162.754967
 ..      ...         ...             ...          ...
-93  12160.0  814.058574      406.179533   198.936606
-94  12288.0  814.111783      415.661740   199.197579
-95  12416.0  813.330613      412.149375   198.854847
-96  12544.0  812.566838      413.396498   199.012395
-97  12672.0  812.633240      412.097543   199.167004
+93  12160.0  814.058574      406.179533   199.038365
+94  12288.0  814.111783      415.661740   199.399583
+95  12416.0  812.498981      412.149375   198.954424
+96  12544.0  812.566838      412.971190   199.308841
+97  12672.0  812.633240      412.097543   199.264875
 
 [98 rows x 4 columns]
 </pre></div>
@@ -397,7 +397,7 @@ We will then compare its performance against (1) <code class="code docutils lite
 Note however that the PyTorch <cite>softmax</cite> operation is more general and will works on tensors of any shape.</p></li>
 </ul>
 </div></blockquote>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  23.484 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  23.212 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/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html b/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html
index 9b9dbe3dd..1572d2121 100644
--- a/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html
+++ b/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html
@@ -568,42 +568,42 @@ torch_output=tensor([[  1.1045, -36.9688,  31.4688,  ..., -11.3906,  24.4531, -3
 <p class="sphx-glr-script-out">Out:</p>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>matmul-performance:
          M     cuBLAS  ...     Triton  Triton (+ LeakyReLU)
-0    256.0   2.730667  ...   3.276800              3.276800
+0    256.0   2.730667  ...   2.978909              2.978909
 1    384.0   7.372800  ...   8.507077              8.507077
 2    512.0  14.563555  ...  16.384000             16.384000
 3    640.0  22.260869  ...  24.380953             24.380953
 4    768.0  32.768000  ...  34.028308             34.028308
-5    896.0  39.025776  ...  40.140799             39.025776
+5    896.0  39.025776  ...  39.025776             39.025776
 6   1024.0  51.150050  ...  53.773130             52.428801
 7   1152.0  45.242181  ...  46.656000             46.656000
-8   1280.0  51.200001  ...  56.888887             56.888887
-9   1408.0  64.138541  ...  67.305878             67.305878
+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  62.929456  ...  62.061463             62.061463
 12  1792.0  72.512412  ...  72.047592             71.588687
 13  1920.0  69.120002  ...  70.530615             70.530615
-14  2048.0  73.908442  ...  77.314362             76.959706
-15  2176.0  83.500614  ...  85.998493             85.632545
-16  2304.0  68.446623  ...  76.809875             76.563695
-17  2432.0  71.305746  ...  83.366361             84.877538
-18  2560.0  77.833728  ...  81.310171             81.108913
-19  2688.0  82.823267  ...  89.888756             89.254248
-20  2816.0  79.154642  ...  83.552120             82.602666
-21  2944.0  82.237674  ...  82.373605             83.060049
-22  3072.0  78.697851  ...  88.473602             89.170242
-23  3200.0  83.879425  ...  94.604578             94.256261
-24  3328.0  82.369902  ...  84.348328             84.298943
-25  3456.0  82.773682  ...  84.156124             87.870919
-26  3584.0  87.296493  ...  97.100854             88.849200
-27  3712.0  84.088676  ...  83.247783             86.641231
-28  3840.0  84.615146  ...  85.863352             91.097196
-29  3968.0  85.812429  ...  84.156250             90.254387
-30  4096.0  89.210850  ...  93.271527             86.313653
+14  2048.0  73.908442  ...  76.959706             76.959706
+15  2176.0  83.155572  ...  86.367588             85.632545
+16  2304.0  68.251065  ...  76.809875             76.563695
+17  2432.0  71.305746  ...  84.621881             84.877538
+18  2560.0  77.833728  ...  80.908642             80.908642
+19  2688.0  83.369354  ...  88.836198             88.628636
+20  2816.0  79.587973  ...  83.074685             82.602666
+21  2944.0  81.431424  ...  82.784108             81.967162
+22  3072.0  82.661468  ...  82.241254             88.197981
+23  3200.0  84.432717  ...  95.167286             95.238096
+24  3328.0  82.748617  ...  84.695641             84.496824
+25  3456.0  81.518272  ...  85.767626             88.400840
+26  3584.0  87.296493  ...  98.483450             91.470385
+27  3712.0  84.159518  ...  88.483034             83.947349
+28  3840.0  84.615146  ...  92.468225             84.228485
+29  3968.0  92.442373  ...  85.093402             90.724116
+30  4096.0  87.495257  ...  87.495257             92.182504
 
 [31 rows x 5 columns]
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 5 minutes  26.564 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 5 minutes  22.961 seconds)</p>
 <div class="sphx-glr-footer class sphx-glr-footer-example docutils container" id="sphx-glr-download-getting-started-tutorials-03-matrix-multiplication-py">
 <div class="sphx-glr-download sphx-glr-download-python docutils container">
 <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/05-layer-norm.html b/v1.1.2/getting-started/tutorials/05-layer-norm.html
index 9a3460c77..f84b1873c 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>
 <p class="sphx-glr-script-out">Out:</p>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>layer-norm-backward:
           N      Triton       Torch        Apex
-0    1024.0  311.088617   98.698793  303.407414
-1    1536.0  351.085717  135.529409  344.523365
-2    2048.0  427.408686  160.104230  323.368435
-3    2560.0  465.454542  182.314537  326.808501
-4    3072.0  515.580429  192.501302  316.429186
+0    1024.0  311.088617   99.096776  311.088617
+1    1536.0  351.085717  133.083026  338.201833
+2    2048.0  423.724127  162.217818  325.509933
+3    2560.0  461.954908  182.314537  326.808501
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 5    3584.0  554.941930  208.271186  308.301075
-6    4096.0  571.534884  220.907859  297.890900
-7    4608.0  500.416301  232.825259  291.799469
-8    5120.0  527.381977  241.414550  285.104413
-9    5632.0  538.517949  243.545956  290.060087
-10   6144.0  546.133354  249.081070  286.322318
-11   6656.0  528.953642  256.000009  287.309361
-12   7168.0  512.000004  258.694737  283.881181
-13   7680.0  482.513091  264.447629  280.975614
-14   8192.0  460.440290  267.493874  285.767442
-15   8704.0  416.958106  268.159180  285.377055
-16   9216.0  429.483477  272.394084  288.751954
-17   9728.0  438.033784  280.278512  289.308559
-18  10240.0  446.025405  287.102804  290.840246
-19  10752.0  430.797982  246.699797  290.594591
-20  11264.0  427.746848  246.432094  288.512281
-21  11776.0  421.826879  249.667843  288.686414
-22  12288.0  419.504980  254.453844  294.617366
-23  12800.0  415.696898  253.884294  289.811310
-24  13312.0  411.711355  252.559690  290.443638
-25  13824.0  407.087128  256.991469  292.056329
-26  14336.0  396.844280  253.921779  286.719986
-27  14848.0  384.414233  257.293872  289.012175
-28  15360.0  376.932517  257.970599  288.676598
-29  15872.0  369.116300  263.253636  291.452168
+6    4096.0  568.231237  220.412561  294.323343
+7    4608.0  498.162157  231.849059  291.799469
+8    5120.0  525.128191  242.845844  287.775181
+9    5632.0  538.517949  243.545956  290.683877
+10   6144.0  542.117638  248.661056  286.322318
+11   6656.0  527.207907  256.000009  286.279570
+12   7168.0  507.469040  262.243907  288.644296
+13   7680.0  482.513091  260.338991  276.756754
+14   8192.0  460.440290  269.326017  287.018988
+15   8704.0  416.958106  267.815384  284.987724
+16   9216.0  428.651187  273.066667  289.507855
+17   9728.0  438.857162  280.278512  288.950501
+18  10240.0  447.650282  286.433562  289.811322
+19  10752.0  429.364408  246.464170  290.267711
+20  11264.0  429.104745  245.091565  285.767446
+21  11776.0  421.198220  249.447482  288.686414
+22  12288.0  420.102570  254.673582  294.911986
+23  12800.0  415.696898  253.465340  288.180121
+24  13312.0  412.242569  252.559690  290.179836
+25  13824.0  405.098897  257.390218  292.571423
+26  14336.0  398.222222  254.862216  286.481278
+27  14848.0  383.999990  257.293872  289.246765
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