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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 4ccac83a3..b72c3688c 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 b52715562..d9469536c 100644
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diff --git a/master/_images/sphx_glr_03-matrix-multiplication_001.png b/master/_images/sphx_glr_03-matrix-multiplication_001.png
index 61fb63b0d..1b2f59920 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 8f4303601..3c5b9b7ed 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 33c12cadf..8e91539a2 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 588cf049c..a94b007f6 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 e3022bcf7..5fd985ea2 100644
--- a/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
+++ b/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
@@ -235,13 +235,13 @@ 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  341.333321
     7      524288.0  472.615390  472.615390
     8     1048576.0  614.400016  614.400016
-    9     2097152.0  722.823517  722.823517
+    9     2097152.0  722.823517  702.171410
     10    4194304.0  780.190482  780.190482
     11    8388608.0  812.429770  812.429770
     12   16777216.0  833.084721  833.084721
@@ -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  50.020 seconds)
+   **Total running time of the script:** ( 1 minutes  47.206 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 b4b0ad79a..60f2c6003 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   186.181817
-    1     384.0  614.400016      585.142862   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      664.216187   163.839992
+    0     256.0  512.000001      512.000001   188.321838
+    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      406.179533   198.936606
-    94  12288.0  812.429770      415.222812   199.096718
-    95  12416.0  812.498981      412.149375   198.854847
-    96  12544.0  810.925276      412.971190   199.012395
-    97  12672.0  811.007961      412.097543   199.167004
+    93  12160.0  812.359066      406.179533   198.733401
+    94  12288.0  812.429770      415.661740   198.995960
+    95  12416.0  810.840807      412.149375   198.655991
+    96  12544.0  810.925276      412.971190   198.913776
+    97  12672.0  811.007961      412.097543   198.971549
 
     [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  32.089 seconds)
+   **Total running time of the script:** ( 3 minutes  31.827 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 5a0558c63..e9c2fa8da 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              2.978909
+    0    256.0   2.730667  ...   2.978909              2.978909
     1    384.0   7.372800  ...   7.899428              7.899428
-    2    512.0  14.563555  ...  16.384000             15.420235
+    2    512.0  14.563555  ...  15.420235             15.420235
     3    640.0  22.260869  ...  24.380953             24.380953
-    4    768.0  32.768000  ...  35.389441             34.028308
-    5    896.0  39.025776  ...  40.140799             39.025776
+    4    768.0  31.597714  ...  34.028308             34.028308
+    5    896.0  37.971025  ...  40.140799             39.025776
     6   1024.0  49.932191  ...  53.773130             52.428801
     7   1152.0  45.242181  ...  47.396572             47.396572
     8   1280.0  51.200001  ...  57.690139             57.690139
-    9   1408.0  64.138541  ...  68.147202             66.485074
-    10  1536.0  80.430545  ...  80.430545             78.643199
+    9   1408.0  64.138541  ...  68.147202             67.305878
+    10  1536.0  80.430545  ...  81.355034             79.526831
     11  1664.0  62.929456  ...  63.372618             62.492442
-    12  1792.0  72.983276  ...  72.983276             59.154861
-    13  1920.0  69.120002  ...  71.257735             71.257735
+    12  1792.0  72.983276  ...  73.460287             59.467852
+    13  1920.0  69.467336  ...  71.257735             70.892307
     14  2048.0  73.584279  ...  78.398206             77.314362
     15  2176.0  83.155572  ...  87.494120             85.998493
-    16  2304.0  68.446623  ...  78.320893             77.558029
-    17  2432.0  71.305746  ...  86.711310             75.421383
-    18  2560.0  77.833728  ...  82.747477             81.715711
-    19  2688.0  83.552988  ...  90.532356             89.464755
-    20  2816.0  84.197315  ...  84.035084             84.035084
-    21  2944.0  82.784108  ...  83.969728             83.060049
-    22  3072.0  81.825298  ...  89.593522             88.473602
-    23  3200.0  84.768213  ...  96.096095             95.808380
-    24  3328.0  83.226931  ...  85.908470             84.596116
-    25  3456.0  81.766291  ...  91.824110             91.097818
-    26  3584.0  87.466332  ...  91.194972             94.847460
-    27  3712.0  85.822459  ...  87.246590             87.860458
-    28  3840.0  81.859361  ...  87.011801             90.168771
-    29  3968.0  89.921841  ...  91.954739             85.271796
-    30  4096.0  93.596744  ...  88.243079             90.382307
+    16  2304.0  68.056616  ...  78.064941             77.307030
+    17  2432.0  71.125224  ...  86.179335             85.653855
+    18  2560.0  77.833728  ...  82.747477             81.512437
+    19  2688.0  83.737433  ...  90.966561             89.888756
+    20  2816.0  84.523664  ...  85.017948             84.197315
+    21  2944.0  82.034625  ...  83.899046             82.373605
+    22  3072.0  81.943708  ...  89.735509             88.890270
+    23  3200.0  84.656085  ...  96.969694             94.674553
+    24  3328.0  83.226931  ...  85.703924             84.995628
+    25  3456.0  82.519518  ...  91.928814             88.595129
+    26  3584.0  83.177979  ...  88.412386             94.947616
+    27  3712.0  85.822459  ...  84.766519             86.867254
+    28  3840.0  84.744825  ...  87.286505             86.738820
+    29  3968.0  93.219206  ...  85.992909             91.403695
+    30  4096.0  86.369197  ...  87.324485             91.804194
 
     [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  13.827 seconds)
+   **Total running time of the script:** ( 6 minutes  35.166 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 edbf188ee..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  0.279 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 295b2a90c..d67c9ffe1 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  668.734716  337.814445  528.516136
+    2    2048.0  668.734716  334.367358  520.126988
     3    2560.0  694.237267  362.477870  512.000013
-    4    3072.0  712.347810  375.206126  501.551037
+    4    3072.0  712.347810  375.206126  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  396.387087  421.302872
-    8    5120.0  688.403381  395.748783  422.268057
-    9    5632.0  698.542675  396.969169  409.599997
-    10   6144.0  702.171410  402.885254  409.600010
-    11   6656.0  700.631610  400.360920  400.360920
-    12   7168.0  678.627194  386.154893  384.859062
-    13   7680.0  682.666656  391.337574  386.415087
-    14   8192.0  645.674867  390.095241  376.643677
-    15   8704.0  624.502255  390.095225  379.465939
-    16   9216.0  604.327881  405.098894  383.002605
-    17   9728.0  585.142883  409.599987  382.427505
-    18  10240.0  564.965524  409.600010  382.803739
-    19  10752.0  546.133312  410.577576  380.601764
-    20  11264.0  531.634232  395.228063  370.069806
-    21  11776.0  520.486200  409.599991  376.831982
+    7    4608.0  670.254540  394.267384  421.302872
+    8    5120.0  688.403381  397.669909  424.455959
+    9    5632.0  698.542675  395.228063  411.470331
+    10   6144.0  697.191505  402.885254  411.313806
+    11   6656.0  700.631610  398.861429  398.861429
+    12   7168.0  690.891575  396.844306  387.459443
+    13   7680.0  678.895043  392.587863  386.415087
+    14   8192.0  633.198054  393.609605  372.363633
+    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  546.133312  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  516.031509  413.911572  383.251457
-    23  12800.0  504.433489  410.420828  375.779805
+    23  12800.0  504.433489  410.420828  376.470582
     24  13312.0  494.180982  405.699062  376.310952
-    25  13824.0  481.882350  411.888257  378.739711
-    26  14336.0  471.967074  401.709294  372.969090
-    27  14848.0  461.297068  407.492270  375.898745
-    28  15360.0  453.431739  406.887417  378.092307
-    29  15872.0  447.098578  406.323209  376.225175
+    25  13824.0  481.882350  411.122660  379.389355
+    26  14336.0  470.997935  406.695045  374.185964
+    27  14848.0  460.403127  408.192434  375.304904
+    28  15360.0  454.269882  406.214870  378.092307
+    29  15872.0  447.887117  406.974373  376.225175
 
 
 
@@ -393,7 +393,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 5 minutes  32.552 seconds)
+   **Total running time of the script:** ( 5 minutes  41.246 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 5761392dc..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  0.501 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 44bfca6b7..99b934979 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
 =================
-**18:09.339** total execution time for **getting-started_tutorials** files:
+**17:35.538** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 07:13.827 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:35.166 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 05:32.552 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 05:41.246 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:32.089 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:31.827 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:50.020 | 0.0 MB |
-+---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_07-libdevice-function.py` (``07-libdevice-function.py``)       | 00:00.501 | 0.0 MB |
-+---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.279 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:47.206 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
 | :ref:`sphx_glr_getting-started_tutorials_06-fused-attention.py` (``06-fused-attention.py``)             | 00:00.072 | 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``)       | 00:00.010 | 0.0 MB |
++---------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/master/getting-started/tutorials/01-vector-add.html b/master/getting-started/tutorials/01-vector-add.html
index 3917cd1d1..9da2fd71a 100644
--- a/master/getting-started/tutorials/01-vector-add.html
+++ b/master/getting-started/tutorials/01-vector-add.html
@@ -327,13 +327,13 @@ 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  341.333321
 7      524288.0  472.615390  472.615390
 8     1048576.0  614.400016  614.400016
-9     2097152.0  722.823517  722.823517
+9     2097152.0  722.823517  702.171410
 10    4194304.0  780.190482  780.190482
 11    8388608.0  812.429770  812.429770
 12   16777216.0  833.084721  833.084721
@@ -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  50.020 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  47.206 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 25aa798fb..e7739df08 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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-4     768.0  722.823517      664.216187   163.839992
+0     256.0  512.000001      512.000001   188.321838
+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      406.179533   198.936606
-94  12288.0  812.429770      415.222812   199.096718
-95  12416.0  812.498981      412.149375   198.854847
-96  12544.0  810.925276      412.971190   199.012395
-97  12672.0  811.007961      412.097543   199.167004
+93  12160.0  812.359066      406.179533   198.733401
+94  12288.0  812.429770      415.661740   198.995960
+95  12416.0  810.840807      412.149375   198.655991
+96  12544.0  810.925276      412.971190   198.913776
+97  12672.0  811.007961      412.097543   198.971549
 
 [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>
 </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 bd28125d6..c4c8da735 100644
--- a/master/getting-started/tutorials/03-matrix-multiplication.html
+++ b/master/getting-started/tutorials/03-matrix-multiplication.html
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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              2.978909
+0    256.0   2.730667  ...   2.978909              2.978909
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-2    512.0  14.563555  ...  16.384000             15.420235
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-4    768.0  32.768000  ...  35.389441             34.028308
-5    896.0  39.025776  ...  40.140799             39.025776
+4    768.0  31.597714  ...  34.028308             34.028308
+5    896.0  37.971025  ...  40.140799             39.025776
 6   1024.0  49.932191  ...  53.773130             52.428801
 7   1152.0  45.242181  ...  47.396572             47.396572
 8   1280.0  51.200001  ...  57.690139             57.690139
-9   1408.0  64.138541  ...  68.147202             66.485074
-10  1536.0  80.430545  ...  80.430545             78.643199
+9   1408.0  64.138541  ...  68.147202             67.305878
+10  1536.0  80.430545  ...  81.355034             79.526831
 11  1664.0  62.929456  ...  63.372618             62.492442
-12  1792.0  72.983276  ...  72.983276             59.154861
-13  1920.0  69.120002  ...  71.257735             71.257735
+12  1792.0  72.983276  ...  73.460287             59.467852
+13  1920.0  69.467336  ...  71.257735             70.892307
 14  2048.0  73.584279  ...  78.398206             77.314362
 15  2176.0  83.155572  ...  87.494120             85.998493
-16  2304.0  68.446623  ...  78.320893             77.558029
-17  2432.0  71.305746  ...  86.711310             75.421383
-18  2560.0  77.833728  ...  82.747477             81.715711
-19  2688.0  83.552988  ...  90.532356             89.464755
-20  2816.0  84.197315  ...  84.035084             84.035084
-21  2944.0  82.784108  ...  83.969728             83.060049
-22  3072.0  81.825298  ...  89.593522             88.473602
-23  3200.0  84.768213  ...  96.096095             95.808380
-24  3328.0  83.226931  ...  85.908470             84.596116
-25  3456.0  81.766291  ...  91.824110             91.097818
-26  3584.0  87.466332  ...  91.194972             94.847460
-27  3712.0  85.822459  ...  87.246590             87.860458
-28  3840.0  81.859361  ...  87.011801             90.168771
-29  3968.0  89.921841  ...  91.954739             85.271796
-30  4096.0  93.596744  ...  88.243079             90.382307
+16  2304.0  68.056616  ...  78.064941             77.307030
+17  2432.0  71.125224  ...  86.179335             85.653855
+18  2560.0  77.833728  ...  82.747477             81.512437
+19  2688.0  83.737433  ...  90.966561             89.888756
+20  2816.0  84.523664  ...  85.017948             84.197315
+21  2944.0  82.034625  ...  83.899046             82.373605
+22  3072.0  81.943708  ...  89.735509             88.890270
+23  3200.0  84.656085  ...  96.969694             94.674553
+24  3328.0  83.226931  ...  85.703924             84.995628
+25  3456.0  82.519518  ...  91.928814             88.595129
+26  3584.0  83.177979  ...  88.412386             94.947616
+27  3712.0  85.822459  ...  84.766519             86.867254
+28  3840.0  84.744825  ...  87.286505             86.738820
+29  3968.0  93.219206  ...  85.992909             91.403695
+30  4096.0  86.369197  ...  87.324485             91.804194
 
 [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 4d3b4cd90..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 9972f3865..cef86c8cb 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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 3    2560.0  694.237267  362.477870  512.000013
-4    3072.0  712.347810  375.206126  501.551037
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 5    3584.0  725.873439  384.859062  451.527536
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-7    4608.0  670.254540  396.387087  421.302872
-8    5120.0  688.403381  395.748783  422.268057
-9    5632.0  698.542675  396.969169  409.599997
-10   6144.0  702.171410  402.885254  409.600010
-11   6656.0  700.631610  400.360920  400.360920
-12   7168.0  678.627194  386.154893  384.859062
-13   7680.0  682.666656  391.337574  386.415087
-14   8192.0  645.674867  390.095241  376.643677
-15   8704.0  624.502255  390.095225  379.465939
-16   9216.0  604.327881  405.098894  383.002605
-17   9728.0  585.142883  409.599987  382.427505
-18  10240.0  564.965524  409.600010  382.803739
-19  10752.0  546.133312  410.577576  380.601764
-20  11264.0  531.634232  395.228063  370.069806
-21  11776.0  520.486200  409.599991  376.831982
+7    4608.0  670.254540  394.267384  421.302872
+8    5120.0  688.403381  397.669909  424.455959
+9    5632.0  698.542675  395.228063  411.470331
+10   6144.0  697.191505  402.885254  411.313806
+11   6656.0  700.631610  398.861429  398.861429
+12   7168.0  690.891575  396.844306  387.459443
+13   7680.0  678.895043  392.587863  386.415087
+14   8192.0  633.198054  393.609605  372.363633
+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  546.133312  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  516.031509  413.911572  383.251457
-23  12800.0  504.433489  410.420828  375.779805
+23  12800.0  504.433489  410.420828  376.470582
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-25  13824.0  481.882350  411.888257  378.739711
-26  14336.0  471.967074  401.709294  372.969090
-27  14848.0  461.297068  407.492270  375.898745
-28  15360.0  453.431739  406.887417  378.092307
-29  15872.0  447.098578  406.323209  376.225175
+25  13824.0  481.882350  411.122660  379.389355
+26  14336.0  470.997935  406.695045  374.185964
+27  14848.0  460.403127  408.192434  375.304904
+28  15360.0  454.269882  406.214870  378.092307
+29  15872.0  447.887117  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 78aa2388d..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 6e51aad3f..e689397cd 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 136e9bd61..a6e38639d 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 98eb6cd8a..d0edfb7d0 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
@@ -234,10 +234,10 @@ 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   76.800002
+    3       32768.0   76.800002   63.999998
     4       65536.0  127.999995  127.999995
     5      131072.0  219.428568  219.428568
-    6      262144.0  341.333321  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  702.171410
@@ -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  41.456 seconds)
+   **Total running time of the script:** ( 1 minutes  44.433 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 8558d49e8..db2d24b2f 100644
--- a/v1.1.2/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
@@ -286,17 +286,17 @@ We will then compare its performance against (1) :code:`torch.softmax` and (2) t
 
     softmax-performance:
               N      Triton  Torch (native)  Torch (jit)
-    0     256.0  512.000001      546.133347   186.181817
-    1     384.0  585.142862      585.142862   151.703707
-    2     512.0  655.360017      606.814814   156.038096
-    3     640.0  682.666684      640.000002   160.000000
-    4     768.0  722.823517      664.216187   163.839992
+    0     256.0  512.000001      512.000001   186.181817
+    1     384.0  585.142862      585.142862   153.600004
+    2     512.0  655.360017      585.142849   154.566038
+    3     640.0  682.666684      640.000002   158.759699
+    4     768.0  702.171410      664.216187   162.754967
     ..      ...         ...             ...          ...
-    93  12160.0  814.058574      405.755985   198.834951
-    94  12288.0  814.111783      415.222812   199.197579
-    95  12416.0  812.498981      411.722274   198.755369
-    96  12544.0  812.566838      412.758863   198.963085
-    97  12672.0  812.633240      412.097543   199.069228
+    93  12160.0  813.207932      406.179533   198.936606
+    94  12288.0  812.429770      415.222812   199.197579
+    95  12416.0  812.498981      412.149375   198.854847
+    96  12544.0  812.566838      412.971190   199.111113
+    97  12672.0  812.633240      412.097543   199.167004
 
     [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  20.765 seconds)
+   **Total running time of the script:** ( 3 minutes  22.736 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 68dff5843..d1b83eaa9 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
-    1    384.0   7.372800  ...   7.899428              7.899428
-    2    512.0  14.563555  ...  16.384000             16.384000
+    0    256.0   2.730667  ...   2.978909              2.978909
+    1    384.0   7.372800  ...   8.507077              7.899428
+    2    512.0  14.563555  ...  15.420235             15.420235
     3    640.0  22.260869  ...  24.380953             24.380953
     4    768.0  32.768000  ...  34.028308             34.028308
     5    896.0  39.025776  ...  40.140799             39.025776
-    6   1024.0  51.150050  ...  52.428801             52.428801
+    6   1024.0  49.932191  ...  52.428801             52.428801
     7   1152.0  45.242181  ...  46.656000             46.656000
     8   1280.0  51.200001  ...  56.888887             56.109587
-    9   1408.0  64.138541  ...  67.305878             66.485074
-    10  1536.0  80.430545  ...  79.526831             79.526831
+    9   1408.0  64.138541  ...  66.485074             66.485074
+    10  1536.0  80.430545  ...  79.526831             78.643199
     11  1664.0  62.929456  ...  62.492442             62.061463
     12  1792.0  72.983276  ...  72.047592             71.588687
-    13  1920.0  69.467336  ...  70.172588             70.172588
-    14  2048.0  73.908442  ...  76.959706             76.608294
+    13  1920.0  68.776119  ...  70.172588             70.172588
+    14  2048.0  73.584279  ...  76.959706             76.608294
     15  2176.0  83.155572  ...  85.998493             85.269692
-    16  2304.0  68.446623  ...  76.809875             76.563695
-    17  2432.0  71.305746  ...  85.134737             84.877538
-    18  2560.0  77.833728  ...  81.310171             80.908642
-    19  2688.0  83.552988  ...  89.676257             89.888756
-    20  2816.0  81.521884  ...  82.916747             82.759409
-    21  2944.0  82.509987  ...  81.698415             81.832567
-    22  3072.0  79.526831  ...  88.612060             89.310890
-    23  3200.0  84.880639  ...  95.380032             95.096582
-    24  3328.0  83.130825  ...  84.995628             84.895397
-    25  3456.0  81.766291  ...  90.484366             90.841203
-    26  3584.0  87.211821  ...  91.656871             97.734120
-    27  3712.0  85.748791  ...  86.191546             86.867254
-    28  3840.0  83.528704  ...  88.900318             91.625518
-    29  3968.0  87.035620  ...  91.609561             88.680186
-    30  4096.0  93.990003  ...  92.948562             88.330190
+    16  2304.0  68.056616  ...  76.809875             76.563695
+    17  2432.0  71.125224  ...  85.134737             84.621881
+    18  2560.0  78.019048  ...  81.310171             80.908642
+    19  2688.0  83.552988  ...  89.888756             89.676257
+    20  2816.0  83.392363  ...  83.392363             82.759409
+    21  2944.0  82.784108  ...  82.646820             82.921853
+    22  3072.0  82.540970  ...  88.473602             87.246694
+    23  3200.0  83.009080  ...  94.534716             94.955488
+    24  3328.0  83.226931  ...  84.397770             84.795401
+    25  3456.0  81.932484  ...  85.133652             86.876687
+    26  3584.0  87.211821  ...  98.591437             92.410473
+    27  3712.0  85.019017  ...  88.600751             86.791782
+    28  3840.0  84.940091  ...  91.473945             88.332269
+    29  3968.0  93.112506  ...  82.953048             81.079024
+    30  4096.0  92.500158  ...  83.467926             85.353087
 
     [31 rows x 5 columns]
 
@@ -502,7 +502,7 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 5 minutes  19.908 seconds)
+   **Total running time of the script:** ( 5 minutes  18.852 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 dfedbcfa8..7284049ee 100644
--- a/v1.1.2/_sources/getting-started/tutorials/05-layer-norm.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/05-layer-norm.rst.txt
@@ -38,36 +38,36 @@ Layer Normalization
 
     layer-norm-backward:
               N      Triton       Torch        Apex
-    0    1024.0  311.088617   99.497980  311.088617
-    1    1536.0  354.461542  133.565214  338.201833
-    2    2048.0  420.102553  162.754967  325.509933
-    3    2560.0  461.954908  182.857144  330.322572
-    4    3072.0  511.999982  191.501303  312.406770
-    5    3584.0  547.872604  208.271186  309.410081
-    6    4096.0  568.231237  220.412561  300.623865
-    7    4608.0  500.416301  231.364016  289.507855
-    8    5120.0  522.893618  242.845844  286.433562
-    9    5632.0  542.843364  242.671458  287.591490
-    10   6144.0  542.117638  250.349744  286.879370
-    11   6656.0  534.260858  255.182111  284.242007
-    12   7168.0  513.528374  255.619613  279.726817
-    13   7680.0  481.253256  263.314295  277.590365
-    14   8192.0  463.698115  266.406514  277.694924
-    15   8704.0  417.791980  263.757583  281.530996
-    16   9216.0  429.483477  272.394084  289.507855
-    17   9728.0  438.033784  281.630872  289.667485
-    18  10240.0  446.836366  285.435547  287.775181
-    19  10752.0  431.518385  246.464170  290.922209
-    20  11264.0  429.786952  245.760001  287.897767
-    21  11776.0  421.826879  249.447482  288.686414
-    22  12288.0  419.504980  254.673582  294.617366
-    23  12800.0  415.696898  253.465340  288.721817
-    24  13312.0  410.125805  250.775503  288.867982
-    25  13824.0  404.604870  257.190689  292.056329
-    26  14336.0  399.146178  255.429842  288.160801
-    27  14848.0  381.942121  256.184041  287.496569
-    28  15360.0  373.495460  259.605636  288.902809
-    29  15872.0  368.046389  262.527914  291.006885
+    0    1024.0  307.200008   99.096776  307.200008
+    1    1536.0  351.085717  133.083026  335.127270
+    2    2048.0  420.102553  161.684218  336.657521
+    3    2560.0  461.954908  182.857144  326.808501
+    4    3072.0  511.999982  191.005181  317.793096
+    5    3584.0  551.384634  207.768111  307.199992
+    6    4096.0  568.231237  220.412561  293.444785
+    7    4608.0  495.928261  231.364016  290.267724
+    8    5120.0  525.128191  242.845844  285.767451
+    9    5632.0  536.380957  243.107920  290.683877
+    10   6144.0  542.117638  248.242431  285.767458
+    11   6656.0  527.207907  256.000009  286.279570
+    12   7168.0  505.976473  261.844750  288.160801
+    13   7680.0  481.253256  260.707203  277.590365
+    14   8192.0  459.364487  268.957600  286.183409
+    15   8704.0  416.127506  267.472468  284.987724
+    16   9216.0  428.651187  272.729961  289.507855
+    17   9728.0  438.857162  280.278512  288.950501
+    18  10240.0  446.836366  286.433562  290.153487
+    19  10752.0  429.364408  246.464170  289.941565
+    20  11264.0  429.104745  245.091565  285.767446
+    21  11776.0  421.198220  249.227509  288.686414
+    22  12288.0  419.504980  254.453844  294.911986
+    23  12800.0  415.135142  253.465340  289.811310
+    24  13312.0  412.242569  252.559690  290.179836
+    25  13824.0  404.604870  257.190689  292.571423
+    26  14336.0  397.761846  254.673567  286.481278
+    27  14848.0  383.999990  257.108233  289.012175
+    28  15360.0  374.253788  257.610071  287.326580
+    29  15872.0  366.629453  262.708969  291.229369
 
 
 
@@ -329,7 +329,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  12.763 seconds)
+   **Total running time of the script:** ( 2 minutes  11.720 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 8157eefc0..a2eb8a01e 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
 =================
-**12:34.902** total execution time for **getting-started_tutorials** files:
+**12:37.752** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:19.908 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:18.852 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:20.765 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:22.736 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.763 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:11.720 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:41.456 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:44.433 | 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 dc7a72569..738b30959 100644
--- a/v1.1.2/getting-started/tutorials/01-vector-add.html
+++ b/v1.1.2/getting-started/tutorials/01-vector-add.html
@@ -324,10 +324,10 @@ 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   76.800002
+3       32768.0   76.800002   63.999998
 4       65536.0  127.999995  127.999995
 5      131072.0  219.428568  219.428568
-6      262144.0  341.333321  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  702.171410
@@ -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  41.456 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  44.433 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 9d9e46596..9dc0bfe8d 100644
--- a/v1.1.2/getting-started/tutorials/02-fused-softmax.html
+++ b/v1.1.2/getting-started/tutorials/02-fused-softmax.html
@@ -374,17 +374,17 @@ We will then compare its performance against (1) <code class="code docutils lite
 <p class="sphx-glr-script-out">Out:</p>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>softmax-performance:
           N      Triton  Torch (native)  Torch (jit)
-0     256.0  512.000001      546.133347   186.181817
-1     384.0  585.142862      585.142862   151.703707
-2     512.0  655.360017      606.814814   156.038096
-3     640.0  682.666684      640.000002   160.000000
-4     768.0  722.823517      664.216187   163.839992
+0     256.0  512.000001      512.000001   186.181817
+1     384.0  585.142862      585.142862   153.600004
+2     512.0  655.360017      585.142849   154.566038
+3     640.0  682.666684      640.000002   158.759699
+4     768.0  702.171410      664.216187   162.754967
 ..      ...         ...             ...          ...
-93  12160.0  814.058574      405.755985   198.834951
-94  12288.0  814.111783      415.222812   199.197579
-95  12416.0  812.498981      411.722274   198.755369
-96  12544.0  812.566838      412.758863   198.963085
-97  12672.0  812.633240      412.097543   199.069228
+93  12160.0  813.207932      406.179533   198.936606
+94  12288.0  812.429770      415.222812   199.197579
+95  12416.0  812.498981      412.149375   198.854847
+96  12544.0  812.566838      412.971190   199.111113
+97  12672.0  812.633240      412.097543   199.167004
 
 [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  20.765 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  22.736 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 e5565f703..29079ce11 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
-1    384.0   7.372800  ...   7.899428              7.899428
-2    512.0  14.563555  ...  16.384000             16.384000
+0    256.0   2.730667  ...   2.978909              2.978909
+1    384.0   7.372800  ...   8.507077              7.899428
+2    512.0  14.563555  ...  15.420235             15.420235
 3    640.0  22.260869  ...  24.380953             24.380953
 4    768.0  32.768000  ...  34.028308             34.028308
 5    896.0  39.025776  ...  40.140799             39.025776
-6   1024.0  51.150050  ...  52.428801             52.428801
+6   1024.0  49.932191  ...  52.428801             52.428801
 7   1152.0  45.242181  ...  46.656000             46.656000
 8   1280.0  51.200001  ...  56.888887             56.109587
-9   1408.0  64.138541  ...  67.305878             66.485074
-10  1536.0  80.430545  ...  79.526831             79.526831
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+10  1536.0  80.430545  ...  79.526831             78.643199
 11  1664.0  62.929456  ...  62.492442             62.061463
 12  1792.0  72.983276  ...  72.047592             71.588687
-13  1920.0  69.467336  ...  70.172588             70.172588
-14  2048.0  73.908442  ...  76.959706             76.608294
+13  1920.0  68.776119  ...  70.172588             70.172588
+14  2048.0  73.584279  ...  76.959706             76.608294
 15  2176.0  83.155572  ...  85.998493             85.269692
-16  2304.0  68.446623  ...  76.809875             76.563695
-17  2432.0  71.305746  ...  85.134737             84.877538
-18  2560.0  77.833728  ...  81.310171             80.908642
-19  2688.0  83.552988  ...  89.676257             89.888756
-20  2816.0  81.521884  ...  82.916747             82.759409
-21  2944.0  82.509987  ...  81.698415             81.832567
-22  3072.0  79.526831  ...  88.612060             89.310890
-23  3200.0  84.880639  ...  95.380032             95.096582
-24  3328.0  83.130825  ...  84.995628             84.895397
-25  3456.0  81.766291  ...  90.484366             90.841203
-26  3584.0  87.211821  ...  91.656871             97.734120
-27  3712.0  85.748791  ...  86.191546             86.867254
-28  3840.0  83.528704  ...  88.900318             91.625518
-29  3968.0  87.035620  ...  91.609561             88.680186
-30  4096.0  93.990003  ...  92.948562             88.330190
+16  2304.0  68.056616  ...  76.809875             76.563695
+17  2432.0  71.125224  ...  85.134737             84.621881
+18  2560.0  78.019048  ...  81.310171             80.908642
+19  2688.0  83.552988  ...  89.888756             89.676257
+20  2816.0  83.392363  ...  83.392363             82.759409
+21  2944.0  82.784108  ...  82.646820             82.921853
+22  3072.0  82.540970  ...  88.473602             87.246694
+23  3200.0  83.009080  ...  94.534716             94.955488
+24  3328.0  83.226931  ...  84.397770             84.795401
+25  3456.0  81.932484  ...  85.133652             86.876687
+26  3584.0  87.211821  ...  98.591437             92.410473
+27  3712.0  85.019017  ...  88.600751             86.791782
+28  3840.0  84.940091  ...  91.473945             88.332269
+29  3968.0  93.112506  ...  82.953048             81.079024
+30  4096.0  92.500158  ...  83.467926             85.353087
 
 [31 rows x 5 columns]
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 5 minutes  19.908 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 5 minutes  18.852 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 c67d81827..c88bc7eb4 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   99.497980  311.088617
-1    1536.0  354.461542  133.565214  338.201833
-2    2048.0  420.102553  162.754967  325.509933
-3    2560.0  461.954908  182.857144  330.322572
-4    3072.0  511.999982  191.501303  312.406770
-5    3584.0  547.872604  208.271186  309.410081
-6    4096.0  568.231237  220.412561  300.623865
-7    4608.0  500.416301  231.364016  289.507855
-8    5120.0  522.893618  242.845844  286.433562
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-10   6144.0  542.117638  250.349744  286.879370
-11   6656.0  534.260858  255.182111  284.242007
-12   7168.0  513.528374  255.619613  279.726817
-13   7680.0  481.253256  263.314295  277.590365
-14   8192.0  463.698115  266.406514  277.694924
-15   8704.0  417.791980  263.757583  281.530996
-16   9216.0  429.483477  272.394084  289.507855
-17   9728.0  438.033784  281.630872  289.667485
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-19  10752.0  431.518385  246.464170  290.922209
-20  11264.0  429.786952  245.760001  287.897767
-21  11776.0  421.826879  249.447482  288.686414
-22  12288.0  419.504980  254.673582  294.617366
-23  12800.0  415.696898  253.465340  288.721817
-24  13312.0  410.125805  250.775503  288.867982
-25  13824.0  404.604870  257.190689  292.056329
-26  14336.0  399.146178  255.429842  288.160801
-27  14848.0  381.942121  256.184041  287.496569
-28  15360.0  373.495460  259.605636  288.902809
-29  15872.0  368.046389  262.527914  291.006885
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+1    1536.0  351.085717  133.083026  335.127270
+2    2048.0  420.102553  161.684218  336.657521
+3    2560.0  461.954908  182.857144  326.808501
+4    3072.0  511.999982  191.005181  317.793096
+5    3584.0  551.384634  207.768111  307.199992
+6    4096.0  568.231237  220.412561  293.444785
+7    4608.0  495.928261  231.364016  290.267724
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