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diff --git a/master/_images/sphx_glr_02-fused-softmax_001.png b/master/_images/sphx_glr_02-fused-softmax_001.png
index ec6756b6a..19568cee6 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 ebeecd1d9..929d706b5 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 7268ffe2a..6f27808ba 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 c84a44faa..5ba4e332a 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 1e4b7414c..07992297b 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 45fc7bc30..775059ed7 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 a1a9af19d..7b6d8a228 100644
--- a/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
+++ b/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
@@ -233,19 +233,19 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
     vector-add-performance:
                size      Triton       Torch
     0        4096.0    9.600000    9.600000
-    1        8192.0   15.999999   19.200000
+    1        8192.0   19.200000   19.200000
     2       16384.0   38.400001   38.400001
-    3       32768.0   76.800002   76.800002
+    3       32768.0   63.999998   63.999998
     4       65536.0  127.999995  127.999995
     5      131072.0  219.428568  219.428568
-    6      262144.0  341.333321  341.333321
+    6      262144.0  341.333321  384.000001
     7      524288.0  472.615390  472.615390
     8     1048576.0  614.400016  614.400016
     9     2097152.0  722.823517  702.171410
     10    4194304.0  780.190482  780.190482
     11    8388608.0  812.429770  812.429770
     12   16777216.0  833.084721  833.084721
-    13   33554432.0  842.004273  842.004273
+    13   33554432.0  842.004273  843.811163
     14   67108864.0  847.448255  848.362445
     15  134217728.0  849.737435  850.656574
 
@@ -255,7 +255,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 1 minutes  43.980 seconds)
+   **Total running time of the script:** ( 1 minutes  46.918 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 f9ee5bf28..5b86eba94 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  546.133347      546.133347   188.321838
-    1     384.0  585.142862      558.545450   151.703707
-    2     512.0  655.360017      606.814814   154.566038
-    3     640.0  706.206879      640.000002   160.000000
-    4     768.0  722.823517      646.736871   163.839992
+    0     256.0  512.000001      512.000001   190.511628
+    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
+    4     768.0  722.823517      664.216187   162.754967
     ..      ...         ...             ...          ...
-    93  12160.0  812.359066      405.755985   198.936606
-    94  12288.0  812.429770      415.661740   199.197579
-    95  12416.0  812.498981      412.149375   198.904612
-    96  12544.0  810.925276      412.546756   199.012395
-    97  12672.0  811.007961      411.679167   199.167004
+    93  12160.0  812.359066      406.179533   198.834951
+    94  12288.0  812.429770      415.881552   199.096718
+    95  12416.0  812.498981      412.149375   198.755369
+    96  12544.0  810.925276      412.971190   199.012395
+    97  12672.0  811.007961      412.097543   199.069228
 
     [98 rows x 4 columns]
 
@@ -306,7 +306,7 @@ In the above plot, we can see that:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 3 minutes  29.352 seconds)
+   **Total running time of the script:** ( 3 minutes  31.142 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 907d41ebd..26b7c12bd 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   2.978909  ...   2.978909              2.978909
-    1    384.0   7.372800  ...   8.507077              8.507077
-    2    512.0  14.563555  ...  15.420235             16.384000
+    0    256.0   2.730667  ...   2.978909              3.276800
+    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  37.971025  ...  40.140799             39.025776
+    5    896.0  39.025776  ...  40.140799             39.025776
     6   1024.0  49.932191  ...  53.773130             52.428801
-    7   1152.0  45.242181  ...  48.161033             47.396572
+    7   1152.0  45.242181  ...  47.396572             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  ...  72.983276             59.467852
-    13  1920.0  69.120002  ...  71.257735             70.892307
-    14  2048.0  73.908442  ...  78.033565             76.959706
-    15  2176.0  83.155572  ...  87.494120             86.367588
-    16  2304.0  68.446623  ...  78.064941             77.558029
-    17  2432.0  71.305746  ...  86.711310             85.134737
-    18  2560.0  77.833728  ...  82.956960             81.512437
-    19  2688.0  83.737433  ...  90.966561             89.254248
-    20  2816.0  80.173175  ...  83.392363             84.035084
-    21  2944.0  82.102191  ...  83.060049             83.337844
-    22  3072.0  80.430545  ...  89.735509             87.787755
-    23  3200.0  83.116885  ...  95.096582             96.096095
-    24  3328.0  83.419811  ...  84.447271             83.130825
-    25  3456.0  81.932484  ...  87.252780             91.407671
-    26  3584.0  87.296493  ...  99.574077             98.699661
-    27  3712.0  83.247783  ...  89.553872             81.415926
-    28  3840.0  84.679936  ...  93.405401             84.679936
-    29  3968.0  92.652949  ...  88.744681             85.361267
-    30  4096.0  91.553703  ...  85.001726             84.626564
+    12  1792.0  72.983276  ...  73.460287             59.467852
+    13  1920.0  68.776119  ...  71.257735             71.257735
+    14  2048.0  73.584279  ...  78.033565             77.314362
+    15  2176.0  83.155572  ...  87.494120             85.998493
+    16  2304.0  68.251065  ...  78.320893             77.558029
+    17  2432.0  71.305746  ...  86.711310             86.179335
+    18  2560.0  78.019048  ...  82.747477             81.715711
+    19  2688.0  83.369354  ...  90.316801             89.254248
+    20  2816.0  84.197315  ...  84.523664             84.035084
+    21  2944.0  81.498008  ...  83.758038             82.237674
+    22  3072.0  82.420822  ...  90.452244             88.060814
+    23  3200.0  84.880639  ...  97.116842             95.665176
+    24  3328.0  83.130825  ...  85.500351             85.703924
+    25  3456.0  82.099354  ...  91.928814             86.596744
+    26  3584.0  86.623693  ...  92.600816             95.960933
+    27  3712.0  85.675250  ...  89.957089             87.860458
+    28  3840.0  81.198237  ...  86.130841             90.205545
+    29  3968.0  87.913500  ...  92.442373             87.976885
+    30  4096.0  93.401342  ...  87.211002             85.543487
 
     [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  32.019 seconds)
+   **Total running time of the script:** ( 6 minutes  34.968 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 8c652cdd2..d1778b13a 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  0.013 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/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt b/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
index fc5781c8b..bc3da4dcd 100644
--- a/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
+++ b/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
@@ -39,35 +39,35 @@ Layer Normalization
     layer-norm:
               N      Triton       Torch        Apex
     0    1024.0  585.142849  277.694907  468.114273
-    1    1536.0  630.153868  327.679984  511.999982
+    1    1536.0  630.153868  323.368435  511.999982
     2    2048.0  668.734716  334.367358  520.126988
-    3    2560.0  694.237267  362.477870  518.481028
-    4    3072.0  702.171410  375.206126  501.551037
-    5    3584.0  725.873439  384.859062  455.111115
-    6    4096.0  728.177767  381.023256  451.972420
-    7    4608.0  670.254540  394.267384  418.909088
+    3    2560.0  694.237267  365.714281  518.481028
+    4    3072.0  712.347810  378.092307  496.484863
+    5    3584.0  725.873439  384.859062  451.527536
+    6    4096.0  728.177767  381.023256  455.111095
+    7    4608.0  670.254540  394.267384  421.302872
     8    5120.0  688.403381  397.669909  424.455959
-    9    5632.0  704.000002  395.228063  411.470331
+    9    5632.0  698.542675  396.969169  411.470331
     10   6144.0  697.191505  402.885254  409.600010
-    11   6656.0  700.631610  398.861429  400.360920
-    12   7168.0  686.754468  394.116833  384.859062
-    13   7680.0  678.895043  393.846167  385.203746
-    14   8192.0  633.198054  388.937680  369.216905
-    15   8704.0  624.502255  390.095225  379.465939
-    16   9216.0  604.327881  407.337026  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  411.559798  381.445676
-    20  11264.0  533.207081  405.909906  375.466676
-    21  11776.0  520.486200  409.599991  377.587162
-    22  12288.0  513.336807  413.911572  383.251457
-    23  12800.0  504.433489  409.599981  375.779805
-    24  13312.0  494.180982  405.699062  376.310952
-    25  13824.0  481.882350  411.888257  378.739711
-    26  14336.0  470.997935  405.257949  371.158581
-    27  14848.0  460.403127  407.492270  374.712936
-    28  15360.0  454.269882  406.887417  377.511515
-    29  15872.0  446.312810  406.974373  375.668625
+    11   6656.0  700.631610  400.360920  400.360920
+    12   7168.0  686.754468  396.844306  387.459443
+    13   7680.0  682.666656  393.846167  386.415087
+    14   8192.0  636.271854  393.609605  371.308771
+    15   8704.0  627.315309  389.005597  381.545190
+    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  546.133312  412.546760  381.445676
+    20  11264.0  533.207081  406.826188  373.134567
+    21  11776.0  520.486200  410.492372  377.587162
+    22  12288.0  514.680630  414.784810  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  447.098578  406.974373  376.225175
 
 
 
@@ -393,7 +393,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 5 minutes  37.208 seconds)
+   **Total running time of the script:** ( 5 minutes  37.668 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_05-layer-norm.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 228c0d6c8..297ebf116 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  0.011 seconds)
+   **Total running time of the script:** ( 0 minutes  0.010 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 977a7087e..7ac348c76 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
 =================
-**17:22.656** total execution time for **getting-started_tutorials** files:
+**17:30.791** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:32.019 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:34.968 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 05:37.208 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 05:37.668 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:29.352 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:31.142 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:43.980 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:46.918 | 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_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.013 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.012 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_07-libdevice-function.py` (``07-libdevice-function.py``)       | 00:00.011 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_07-libdevice-function.py` (``07-libdevice-function.py``)       | 00:00.010 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/master/getting-started/tutorials/01-vector-add.html b/master/getting-started/tutorials/01-vector-add.html
index 91a52e6c6..87bebbcbc 100644
--- a/master/getting-started/tutorials/01-vector-add.html
+++ b/master/getting-started/tutorials/01-vector-add.html
@@ -325,24 +325,24 @@ for different problem sizes.</p>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>vector-add-performance:
            size      Triton       Torch
 0        4096.0    9.600000    9.600000
-1        8192.0   15.999999   19.200000
+1        8192.0   19.200000   19.200000
 2       16384.0   38.400001   38.400001
-3       32768.0   76.800002   76.800002
+3       32768.0   63.999998   63.999998
 4       65536.0  127.999995  127.999995
 5      131072.0  219.428568  219.428568
-6      262144.0  341.333321  341.333321
+6      262144.0  341.333321  384.000001
 7      524288.0  472.615390  472.615390
 8     1048576.0  614.400016  614.400016
 9     2097152.0  722.823517  702.171410
 10    4194304.0  780.190482  780.190482
 11    8388608.0  812.429770  812.429770
 12   16777216.0  833.084721  833.084721
-13   33554432.0  842.004273  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  43.980 seconds)</p>
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 <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 f8591fbe8..2f70de111 100644
--- a/master/getting-started/tutorials/02-fused-softmax.html
+++ b/master/getting-started/tutorials/02-fused-softmax.html
@@ -371,17 +371,17 @@ 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)
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-1     384.0  585.142862      558.545450   151.703707
-2     512.0  655.360017      606.814814   154.566038
-3     640.0  706.206879      640.000002   160.000000
-4     768.0  722.823517      646.736871   163.839992
+0     256.0  512.000001      512.000001   190.511628
+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
+4     768.0  722.823517      664.216187   162.754967
 ..      ...         ...             ...          ...
-93  12160.0  812.359066      405.755985   198.936606
-94  12288.0  812.429770      415.661740   199.197579
-95  12416.0  812.498981      412.149375   198.904612
-96  12544.0  810.925276      412.546756   199.012395
-97  12672.0  811.007961      411.679167   199.167004
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 [98 rows x 4 columns]
 </pre></div>
@@ -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>
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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 4cea04e74..807093639 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   2.978909  ...   2.978909              2.978909
-1    384.0   7.372800  ...   8.507077              8.507077
-2    512.0  14.563555  ...  15.420235             16.384000
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+1    384.0   7.372800  ...   7.899428              7.899428
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-5    896.0  37.971025  ...  40.140799             39.025776
+5    896.0  39.025776  ...  40.140799             39.025776
 6   1024.0  49.932191  ...  53.773130             52.428801
-7   1152.0  45.242181  ...  48.161033             47.396572
+7   1152.0  45.242181  ...  47.396572             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  ...  72.983276             59.467852
-13  1920.0  69.120002  ...  71.257735             70.892307
-14  2048.0  73.908442  ...  78.033565             76.959706
-15  2176.0  83.155572  ...  87.494120             86.367588
-16  2304.0  68.446623  ...  78.064941             77.558029
-17  2432.0  71.305746  ...  86.711310             85.134737
-18  2560.0  77.833728  ...  82.956960             81.512437
-19  2688.0  83.737433  ...  90.966561             89.254248
-20  2816.0  80.173175  ...  83.392363             84.035084
-21  2944.0  82.102191  ...  83.060049             83.337844
-22  3072.0  80.430545  ...  89.735509             87.787755
-23  3200.0  83.116885  ...  95.096582             96.096095
-24  3328.0  83.419811  ...  84.447271             83.130825
-25  3456.0  81.932484  ...  87.252780             91.407671
-26  3584.0  87.296493  ...  99.574077             98.699661
-27  3712.0  83.247783  ...  89.553872             81.415926
-28  3840.0  84.679936  ...  93.405401             84.679936
-29  3968.0  92.652949  ...  88.744681             85.361267
-30  4096.0  91.553703  ...  85.001726             84.626564
+12  1792.0  72.983276  ...  73.460287             59.467852
+13  1920.0  68.776119  ...  71.257735             71.257735
+14  2048.0  73.584279  ...  78.033565             77.314362
+15  2176.0  83.155572  ...  87.494120             85.998493
+16  2304.0  68.251065  ...  78.320893             77.558029
+17  2432.0  71.305746  ...  86.711310             86.179335
+18  2560.0  78.019048  ...  82.747477             81.715711
+19  2688.0  83.369354  ...  90.316801             89.254248
+20  2816.0  84.197315  ...  84.523664             84.035084
+21  2944.0  81.498008  ...  83.758038             82.237674
+22  3072.0  82.420822  ...  90.452244             88.060814
+23  3200.0  84.880639  ...  97.116842             95.665176
+24  3328.0  83.130825  ...  85.500351             85.703924
+25  3456.0  82.099354  ...  91.928814             86.596744
+26  3584.0  86.623693  ...  92.600816             95.960933
+27  3712.0  85.675250  ...  89.957089             87.860458
+28  3840.0  81.198237  ...  86.130841             90.205545
+29  3968.0  87.913500  ...  92.442373             87.976885
+30  4096.0  93.401342  ...  87.211002             85.543487
 
 [31 rows x 5 columns]
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diff --git a/master/getting-started/tutorials/04-low-memory-dropout.html b/master/getting-started/tutorials/04-low-memory-dropout.html
index 25e0df593..ff3f3aec8 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 11424b276..c22316df7 100644
--- a/master/getting-started/tutorials/05-layer-norm.html
+++ b/master/getting-started/tutorials/05-layer-norm.html
@@ -197,35 +197,35 @@ to download the full example code</p>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>layer-norm:
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+6    4096.0  728.177767  381.023256  455.111095
+7    4608.0  670.254540  394.267384  421.302872
 8    5120.0  688.403381  397.669909  424.455959
-9    5632.0  704.000002  395.228063  411.470331
+9    5632.0  698.542675  396.969169  411.470331
 10   6144.0  697.191505  402.885254  409.600010
-11   6656.0  700.631610  398.861429  400.360920
-12   7168.0  686.754468  394.116833  384.859062
-13   7680.0  678.895043  393.846167  385.203746
-14   8192.0  633.198054  388.937680  369.216905
-15   8704.0  624.502255  390.095225  379.465939
-16   9216.0  604.327881  407.337026  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  411.559798  381.445676
-20  11264.0  533.207081  405.909906  375.466676
-21  11776.0  520.486200  409.599991  377.587162
-22  12288.0  513.336807  413.911572  383.251457
-23  12800.0  504.433489  409.599981  375.779805
-24  13312.0  494.180982  405.699062  376.310952
-25  13824.0  481.882350  411.888257  378.739711
-26  14336.0  470.997935  405.257949  371.158581
-27  14848.0  460.403127  407.492270  374.712936
-28  15360.0  454.269882  406.887417  377.511515
-29  15872.0  446.312810  406.974373  375.668625
+11   6656.0  700.631610  400.360920  400.360920
+12   7168.0  686.754468  396.844306  387.459443
+13   7680.0  682.666656  393.846167  386.415087
+14   8192.0  636.271854  393.609605  371.308771
+15   8704.0  627.315309  389.005597  381.545190
+16   9216.0  606.814809  407.337026  383.999986
+17   9728.0  587.350922  409.599987  383.369452
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+20  11264.0  533.207081  406.826188  373.134567
+21  11776.0  520.486200  410.492372  377.587162
+22  12288.0  514.680630  414.784810  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  447.098578  406.974373  376.225175
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diff --git a/master/getting-started/tutorials/07-libdevice-function.html b/master/getting-started/tutorials/07-libdevice-function.html
index fb23af6bd..e8648e0b7 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 d9b81a9bf..8d0846ba4 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 ac2fac9e6..b460b1c04 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 0a55d97f7..91fbdf6b1 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
@@ -234,13 +234,13 @@ 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  384.000001
     7      524288.0  472.615390  472.615390
     8     1048576.0  614.400016  614.400016
-    9     2097152.0  722.823517  722.823517
+    9     2097152.0  722.823517  702.171410
     10    4194304.0  780.190482  780.190482
     11    8388608.0  812.429770  812.429770
     12   16777216.0  833.084721  833.084721
@@ -254,7 +254,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 1 minutes  41.667 seconds)
+   **Total running time of the script:** ( 1 minutes  48.817 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 f5dd27594..bff019aaf 100644
--- a/v1.1.2/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
@@ -286,17 +286,17 @@ We will then compare its performance against (1) :code:`torch.softmax` and (2) t
 
     softmax-performance:
               N      Triton  Torch (native)  Torch (jit)
-    0     256.0  512.000001      512.000001   188.321838
+    0     256.0  512.000001      512.000001   184.089886
     1     384.0  585.142862      585.142862   153.600004
-    2     512.0  655.360017      606.814814   154.566038
+    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
     ..      ...         ...             ...          ...
-    93  12160.0  814.058574      406.179533   198.834951
-    94  12288.0  814.111783      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  812.633240      412.097543   199.069228
+    93  12160.0  814.058574      406.179533   198.733401
+    94  12288.0  814.111783      415.661740   198.995960
+    95  12416.0  812.498981      412.149375   198.655991
+    96  12544.0  812.566838      412.758863   198.913776
+    97  12672.0  812.633240      412.097543   198.971549
 
     [98 rows x 4 columns]
 
@@ -314,7 +314,7 @@ In the above plot, we can see that:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 3 minutes  21.183 seconds)
+   **Total running time of the script:** ( 3 minutes  23.631 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 311abce93..5c6c78b1c 100644
--- a/v1.1.2/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
@@ -463,36 +463,36 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
     matmul-performance:
              M     cuBLAS  ...     Triton  Triton (+ LeakyReLU)
     0    256.0   2.730667  ...   2.978909              2.978909
-    1    384.0   7.372800  ...   8.507077              7.899428
+    1    384.0   7.372800  ...   8.507077              8.507077
     2    512.0  14.563555  ...  15.420235             15.420235
-    3    640.0  22.260869  ...  24.380953             23.272727
+    3    640.0  22.260869  ...  24.380953             24.380953
     4    768.0  32.768000  ...  34.028308             34.028308
     5    896.0  39.025776  ...  40.140799             39.025776
-    6   1024.0  51.150050  ...  52.428801             52.428801
+    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             56.109587
     9   1408.0  64.138541  ...  67.305878             66.485074
     10  1536.0  80.430545  ...  79.526831             78.643199
-    11  1664.0  63.372618  ...  62.492442             62.061463
-    12  1792.0  72.983276  ...  72.047592             71.588687
-    13  1920.0  69.120002  ...  70.172588             70.172588
-    14  2048.0  73.584279  ...  77.314362             76.608294
-    15  2176.0  83.500614  ...  85.998493             85.269692
+    11  1664.0  62.929456  ...  62.492442             62.061463
+    12  1792.0  72.983276  ...  72.047592             72.047592
+    13  1920.0  69.467336  ...  70.530615             70.530615
+    14  2048.0  73.908442  ...  77.314362             76.608294
+    15  2176.0  83.155572  ...  85.998493             85.632545
     16  2304.0  68.251065  ...  76.809875             76.809875
-    17  2432.0  71.305746  ...  74.918570             84.877538
-    18  2560.0  77.833728  ...  80.908642             80.908642
-    19  2688.0  83.186525  ...  89.464755             89.888756
-    20  2816.0  84.035084  ...  81.521884             83.233226
-    21  2944.0  81.967162  ...  82.509987             82.509987
-    22  3072.0  82.661468  ...  87.516392             88.060814
-    23  3200.0  84.880639  ...  94.674553             94.256261
-    24  3328.0  80.617354  ...  84.795401             85.297742
-    25  3456.0  81.271743  ...  85.858966             90.382926
-    26  3584.0  86.540320  ...  98.808123             92.505546
-    27  3712.0  83.247783  ...  87.860458             85.785610
-    28  3840.0  84.744825  ...  85.996889             88.757620
-    29  3968.0  91.954739  ...  91.816356             84.797731
-    30  4096.0  93.924229  ...  92.884244             90.933423
+    17  2432.0  71.305746  ...  85.134737             85.134737
+    18  2560.0  78.019048  ...  81.108913             81.108913
+    19  2688.0  83.552988  ...  90.102270             89.254248
+    20  2816.0  81.067298  ...  83.712490             83.074685
+    21  2944.0  82.921853  ...  81.832567             81.967162
+    22  3072.0  82.782312  ...  88.335577             88.060814
+    23  3200.0  84.768213  ...  95.736729             94.955488
+    24  3328.0  83.130825  ...  84.695641             84.003845
+    25  3456.0  81.849303  ...  85.133652             87.823058
+    26  3584.0  87.042978  ...  98.483450             93.467144
+    27  3712.0  85.896254  ...  88.015279             86.980708
+    28  3840.0  84.874902  ...  87.046044             91.625518
+    29  3968.0  86.941626  ...  91.816356             85.871877
+    30  4096.0  94.055868  ...  89.958266             88.272097
 
     [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  27.970 seconds)
+   **Total running time of the script:** ( 5 minutes  25.500 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 71aeaf97e..096db28b2 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   99.096776  307.200008
-    1    1536.0  351.085717  133.083026  339.760379
+    0    1024.0  307.200008   99.497980  311.088617
+    1    1536.0  351.085717  133.083026  341.333333
     2    2048.0  423.724127  162.217818  336.657521
     3    2560.0  461.954908  182.857144  330.322572
     4    3072.0  511.999982  191.501303  320.556515
-    5    3584.0  554.941930  207.768111  309.410081
+    5    3584.0  551.384634  208.271186  308.301075
     6    4096.0  568.231237  220.412561  297.890900
-    7    4608.0  498.162157  231.364016  287.251954
+    7    4608.0  498.162157  231.849059  287.251954
     8    5120.0  525.128191  242.845844  283.787523
-    9    5632.0  538.517949  243.107920  291.310338
-    10   6144.0  542.117638  248.661056  286.322318
-    11   6656.0  527.207907  256.410903  286.279570
-    12   7168.0  505.976473  262.243907  288.644296
-    13   7680.0  482.513091  260.338991  276.756754
+    9    5632.0  538.517949  243.107920  290.683877
+    10   6144.0  542.117638  248.242431  285.767458
+    11   6656.0  527.207907  256.000009  286.793541
+    12   7168.0  507.469040  261.844750  288.160801
+    13   7680.0  482.513091  260.707203  277.590365
     14   8192.0  460.440290  268.957600  286.600589
-    15   8704.0  416.958106  267.472468  284.987724
+    15   8704.0  416.958106  267.815384  284.987724
     16   9216.0  428.651187  273.066667  289.507855
-    17   9728.0  438.857162  280.615388  288.950501
-    18  10240.0  446.836366  286.767793  290.153487
+    17   9728.0  438.857162  280.278512  288.950501
+    18  10240.0  446.836366  286.433562  290.496460
     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  254.453844  294.911986
-    23  12800.0  415.135142  253.465340  289.948079
-    24  13312.0  412.242569  252.559690  289.916513
-    25  13824.0  404.604870  257.190689  292.571423
-    26  14336.0  397.761846  254.862216  286.481278
+    20  11264.0  428.424741  245.091565  285.767446
+    21  11776.0  421.198220  249.227509  288.686414
+    22  12288.0  420.102570  254.673582  295.207195
+    23  12800.0  415.696898  253.674644  288.721817
+    24  13312.0  412.242569  252.559690  290.179836
+    25  13824.0  405.098897  257.390218  292.829653
+    26  14336.0  397.761846  254.673567  286.481278
     27  14848.0  384.414233  257.108233  289.246765
-    28  15360.0  374.253788  257.790220  288.225185
-    29  15872.0  366.629453  262.890274  291.229369
+    28  15360.0  374.634130  257.790220  287.775181
+    29  15872.0  366.982663  262.890274  291.229369
 
 
 
@@ -329,7 +329,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  12.660 seconds)
+   **Total running time of the script:** ( 2 minutes  12.706 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 435954a68..2a815a003 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
 =================
-**12:43.491** total execution time for **getting-started_tutorials** files:
+**12:50.666** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:27.970 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:25.500 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:21.183 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:23.631 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.660 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.706 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:41.667 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:48.817 | 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 2394e0c1c..c806de2d6 100644
--- a/v1.1.2/getting-started/tutorials/01-vector-add.html
+++ b/v1.1.2/getting-started/tutorials/01-vector-add.html
@@ -324,13 +324,13 @@ 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  384.000001
 7      524288.0  472.615390  472.615390
 8     1048576.0  614.400016  614.400016
-9     2097152.0  722.823517  722.823517
+9     2097152.0  722.823517  702.171410
 10    4194304.0  780.190482  780.190482
 11    8388608.0  812.429770  812.429770
 12   16777216.0  833.084721  833.084721
@@ -339,7 +339,7 @@ for different problem sizes.</p>
 15  134217728.0  849.737435  850.656574
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  41.667 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  48.817 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 37112cab2..8362438ad 100644
--- a/v1.1.2/getting-started/tutorials/02-fused-softmax.html
+++ b/v1.1.2/getting-started/tutorials/02-fused-softmax.html
@@ -374,17 +374,17 @@ We will then compare its performance against (1) <code class="code docutils lite
 <p class="sphx-glr-script-out">Out:</p>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>softmax-performance:
           N      Triton  Torch (native)  Torch (jit)
-0     256.0  512.000001      512.000001   188.321838
+0     256.0  512.000001      512.000001   184.089886
 1     384.0  585.142862      585.142862   153.600004
-2     512.0  655.360017      606.814814   154.566038
+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
 ..      ...         ...             ...          ...
-93  12160.0  814.058574      406.179533   198.834951
-94  12288.0  814.111783      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  812.633240      412.097543   199.069228
+93  12160.0  814.058574      406.179533   198.733401
+94  12288.0  814.111783      415.661740   198.995960
+95  12416.0  812.498981      412.149375   198.655991
+96  12544.0  812.566838      412.758863   198.913776
+97  12672.0  812.633240      412.097543   198.971549
 
 [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  21.183 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  23.631 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 a10f908df..b4e4425a5 100644
--- a/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html
+++ b/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html
@@ -569,41 +569,41 @@ torch_output=tensor([[  1.1045, -36.9688,  31.4688,  ..., -11.3906,  24.4531, -3
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>matmul-performance:
          M     cuBLAS  ...     Triton  Triton (+ LeakyReLU)
 0    256.0   2.730667  ...   2.978909              2.978909
-1    384.0   7.372800  ...   8.507077              7.899428
+1    384.0   7.372800  ...   8.507077              8.507077
 2    512.0  14.563555  ...  15.420235             15.420235
-3    640.0  22.260869  ...  24.380953             23.272727
+3    640.0  22.260869  ...  24.380953             24.380953
 4    768.0  32.768000  ...  34.028308             34.028308
 5    896.0  39.025776  ...  40.140799             39.025776
-6   1024.0  51.150050  ...  52.428801             52.428801
+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             56.109587
 9   1408.0  64.138541  ...  67.305878             66.485074
 10  1536.0  80.430545  ...  79.526831             78.643199
-11  1664.0  63.372618  ...  62.492442             62.061463
-12  1792.0  72.983276  ...  72.047592             71.588687
-13  1920.0  69.120002  ...  70.172588             70.172588
-14  2048.0  73.584279  ...  77.314362             76.608294
-15  2176.0  83.500614  ...  85.998493             85.269692
+11  1664.0  62.929456  ...  62.492442             62.061463
+12  1792.0  72.983276  ...  72.047592             72.047592
+13  1920.0  69.467336  ...  70.530615             70.530615
+14  2048.0  73.908442  ...  77.314362             76.608294
+15  2176.0  83.155572  ...  85.998493             85.632545
 16  2304.0  68.251065  ...  76.809875             76.809875
-17  2432.0  71.305746  ...  74.918570             84.877538
-18  2560.0  77.833728  ...  80.908642             80.908642
-19  2688.0  83.186525  ...  89.464755             89.888756
-20  2816.0  84.035084  ...  81.521884             83.233226
-21  2944.0  81.967162  ...  82.509987             82.509987
-22  3072.0  82.661468  ...  87.516392             88.060814
-23  3200.0  84.880639  ...  94.674553             94.256261
-24  3328.0  80.617354  ...  84.795401             85.297742
-25  3456.0  81.271743  ...  85.858966             90.382926
-26  3584.0  86.540320  ...  98.808123             92.505546
-27  3712.0  83.247783  ...  87.860458             85.785610
-28  3840.0  84.744825  ...  85.996889             88.757620
-29  3968.0  91.954739  ...  91.816356             84.797731
-30  4096.0  93.924229  ...  92.884244             90.933423
+17  2432.0  71.305746  ...  85.134737             85.134737
+18  2560.0  78.019048  ...  81.108913             81.108913
+19  2688.0  83.552988  ...  90.102270             89.254248
+20  2816.0  81.067298  ...  83.712490             83.074685
+21  2944.0  82.921853  ...  81.832567             81.967162
+22  3072.0  82.782312  ...  88.335577             88.060814
+23  3200.0  84.768213  ...  95.736729             94.955488
+24  3328.0  83.130825  ...  84.695641             84.003845
+25  3456.0  81.849303  ...  85.133652             87.823058
+26  3584.0  87.042978  ...  98.483450             93.467144
+27  3712.0  85.896254  ...  88.015279             86.980708
+28  3840.0  84.874902  ...  87.046044             91.625518
+29  3968.0  86.941626  ...  91.816356             85.871877
+30  4096.0  94.055868  ...  89.958266             88.272097
 
 [31 rows x 5 columns]
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 5 minutes  27.970 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 5 minutes  25.500 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 4877f7903..ab0d286a1 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  307.200008   99.096776  307.200008
-1    1536.0  351.085717  133.083026  339.760379
+0    1024.0  307.200008   99.497980  311.088617
+1    1536.0  351.085717  133.083026  341.333333
 2    2048.0  423.724127  162.217818  336.657521
 3    2560.0  461.954908  182.857144  330.322572
 4    3072.0  511.999982  191.501303  320.556515
-5    3584.0  554.941930  207.768111  309.410081
+5    3584.0  551.384634  208.271186  308.301075
 6    4096.0  568.231237  220.412561  297.890900
-7    4608.0  498.162157  231.364016  287.251954
+7    4608.0  498.162157  231.849059  287.251954
 8    5120.0  525.128191  242.845844  283.787523
-9    5632.0  538.517949  243.107920  291.310338
-10   6144.0  542.117638  248.661056  286.322318
-11   6656.0  527.207907  256.410903  286.279570
-12   7168.0  505.976473  262.243907  288.644296
-13   7680.0  482.513091  260.338991  276.756754
+9    5632.0  538.517949  243.107920  290.683877
+10   6144.0  542.117638  248.242431  285.767458
+11   6656.0  527.207907  256.000009  286.793541
+12   7168.0  507.469040  261.844750  288.160801
+13   7680.0  482.513091  260.707203  277.590365
 14   8192.0  460.440290  268.957600  286.600589
-15   8704.0  416.958106  267.472468  284.987724
+15   8704.0  416.958106  267.815384  284.987724
 16   9216.0  428.651187  273.066667  289.507855
-17   9728.0  438.857162  280.615388  288.950501
-18  10240.0  446.836366  286.767793  290.153487
+17   9728.0  438.857162  280.278512  288.950501
+18  10240.0  446.836366  286.433562  290.496460
 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  254.453844  294.911986
-23  12800.0  415.135142  253.465340  289.948079
-24  13312.0  412.242569  252.559690  289.916513
-25  13824.0  404.604870  257.190689  292.571423
-26  14336.0  397.761846  254.862216  286.481278
+20  11264.0  428.424741  245.091565  285.767446
+21  11776.0  421.198220  249.227509  288.686414
+22  12288.0  420.102570  254.673582  295.207195
+23  12800.0  415.696898  253.674644  288.721817
+24  13312.0  412.242569  252.559690  290.179836
+25  13824.0  405.098897  257.390218  292.829653
+26  14336.0  397.761846  254.673567  286.481278
 27  14848.0  384.414233  257.108233  289.246765
-28  15360.0  374.253788  257.790220  288.225185
-29  15872.0  366.629453  262.890274  291.229369
+28  15360.0  374.634130  257.790220  287.775181
+29  15872.0  366.982663  262.890274  291.229369
 </pre></div>
 </div>
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@@ -477,7 +477,7 @@ to download the full example code</p>
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