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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 79eb5a28c..b43cc811a 100644
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diff --git a/master/_images/sphx_glr_02-fused-softmax_thumb.png b/master/_images/sphx_glr_02-fused-softmax_thumb.png
index 8935d12e2..26b4ad159 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 5c40856ce..f31025b9a 100644
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diff --git a/master/_images/sphx_glr_03-matrix-multiplication_thumb.png b/master/_images/sphx_glr_03-matrix-multiplication_thumb.png
index 1c1e614fa..526e99f62 100644
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diff --git a/master/_images/sphx_glr_05-layer-norm_001.png b/master/_images/sphx_glr_05-layer-norm_001.png
index ac5f2c082..1b41f3f5a 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 f61bb6b06..aa1f521bf 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 a0ed00d35..7ec8ec44a 100644
--- a/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
+++ b/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
@@ -234,14 +234,14 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
                size      Triton       Torch
     0        4096.0    9.600000    9.600000
     1        8192.0   19.200000   19.200000
-    2       16384.0   31.999999   38.400001
+    2       16384.0   38.400001   38.400001
     3       32768.0   76.800002   76.800002
     4       65536.0  127.999995  127.999995
     5      131072.0  219.428568  219.428568
     6      262144.0  341.333321  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  47.685 seconds)
+   **Total running time of the script:** ( 1 minutes  42.248 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 c6b19ff4d..02a395730 100644
--- a/master/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
+++ b/master/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
@@ -278,17 +278,17 @@ We will then compare its performance against (1) :code:`torch.softmax` and (2) t
 
     softmax-performance:
               N      Triton  Torch (native)  Torch (jit)
-    0     256.0  512.000001      512.000001   188.321838
+    0     256.0  512.000001      512.000001   186.181817
     1     384.0  614.400016      585.142862   153.600004
     2     512.0  655.360017      585.142849   154.566038
-    3     640.0  706.206879      640.000002   160.000000
+    3     640.0  682.666684      640.000002   158.759699
     4     768.0  722.823517      664.216187   162.754967
     ..      ...         ...             ...          ...
-    93  12160.0  812.359066      406.179533   198.530610
-    94  12288.0  812.429770      415.661740   198.895304
-    95  12416.0  812.498981      412.149375   198.457532
-    96  12544.0  810.925276      412.971190   198.716830
-    97  12672.0  811.007961      412.097543   198.776477
+    93  12160.0  812.359066      406.179533   198.834951
+    94  12288.0  812.429770      415.222812   199.197579
+    95  12416.0  810.840807      412.149375   198.854847
+    96  12544.0  810.925276      412.546756   199.111113
+    97  12672.0  811.007961      412.097543   199.167004
 
     [98 rows x 4 columns]
 
@@ -306,7 +306,7 @@ In the above plot, we can see that:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 3 minutes  33.159 seconds)
+   **Total running time of the script:** ( 3 minutes  25.192 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 b91ea463d..96286151a 100644
--- a/master/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
+++ b/master/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
@@ -461,35 +461,35 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
              M     cuBLAS  ...     Triton  Triton (+ LeakyReLU)
     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  37.971025  ...  40.140799             39.025776
+    4    768.0  32.768000  ...  34.028308             34.028308
+    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  79.526831  ...  81.355034             79.526831
+    10  1536.0  80.430545  ...  80.430545             79.526831
     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  73.584279  ...  78.398206             77.314362
-    15  2176.0  83.155572  ...  87.494120             85.632545
+    12  1792.0  72.983276  ...  73.460287             59.467852
+    13  1920.0  68.776119  ...  71.626943             71.257735
+    14  2048.0  73.908442  ...  78.398206             77.314362
+    15  2176.0  83.500614  ...  87.494120             85.998493
     16  2304.0  68.446623  ...  78.064941             77.307030
-    17  2432.0  71.305746  ...  86.711310             86.179335
-    18  2560.0  78.019048  ...  82.331658             81.715711
-    19  2688.0  83.369354  ...  90.532356             89.464755
-    20  2816.0  84.360174  ...  84.687779             83.873477
-    21  2944.0  82.373605  ...  83.758038             82.102191
-    22  3072.0  82.540970  ...  89.593522             88.612060
-    23  3200.0  84.544253  ...  96.822991             95.665176
-    24  3328.0  83.905938  ...  85.398926             84.101981
-    25  3456.0  82.773682  ...  86.318594             88.400840
-    26  3584.0  86.457107  ...  97.416461             98.699661
-    27  3712.0  83.317214  ...  88.955779             85.491947
-    28  3840.0  84.036474  ...  93.801526             84.679936
-    29  3968.0  93.576636  ...  81.025193             81.512316
-    30  4096.0  88.475759  ...  93.858555             89.928129
+    17  2432.0  71.125224  ...  86.179335             85.653855
+    18  2560.0  77.833728  ...  82.331658             81.108913
+    19  2688.0  83.737433  ...  91.185232             89.888756
+    20  2816.0  83.233216  ...  84.441840             84.197315
+    21  2944.0  81.564701  ...  83.758038             82.373605
+    22  3072.0  82.540970  ...  89.593522             88.335577
+    23  3200.0  83.989503  ...  95.096582             89.012517
+    24  3328.0  82.464255  ...  82.939284             84.596116
+    25  3456.0  81.932484  ...  90.994998             91.200871
+    26  3584.0  87.127323  ...  99.354022             92.600816
+    27  3712.0  84.159518  ...  89.353616             83.247783
+    28  3840.0  85.136259  ...  93.484358             86.738820
+    29  3968.0  92.302520  ...  87.976885             90.926929
+    30  4096.0  91.741443  ...  90.933416             91.304576
 
     [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  24.521 seconds)
+   **Total running time of the script:** ( 6 minutes  44.471 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_03-matrix-multiplication.py:
diff --git a/master/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt b/master/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
index f428695ec..f8c09a8d5 100644
--- a/master/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
+++ b/master/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
@@ -240,7 +240,7 @@ References
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  0.282 seconds)
+   **Total running time of the script:** ( 0 minutes  0.275 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 4a0955bd1..98a94cb66 100644
--- a/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
+++ b/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
@@ -42,32 +42,32 @@ Layer Normalization
     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  512.000013
-    4    3072.0  712.347810  375.206126  496.484863
-    5    3584.0  725.873439  384.859062  455.111115
-    6    4096.0  728.177767  381.023256  448.876695
+    4    3072.0  712.347810  378.092307  501.551037
+    5    3584.0  725.873439  384.859062  458.751978
+    6    4096.0  728.177767  381.023256  458.293714
     7    4608.0  670.254540  396.387087  426.173427
     8    5120.0  688.403381  397.669909  426.666652
-    9    5632.0  698.542675  396.969169  413.357796
-    10   6144.0  702.171410  402.885254  411.313806
-    11   6656.0  700.631610  400.360920  400.360920
-    12   7168.0  690.891575  396.844306  387.459443
-    13   7680.0  678.895043  393.846167  387.634072
-    14   8192.0  633.198054  393.609605  371.308771
-    15   8704.0  627.315309  389.005597  380.502740
-    16   9216.0  606.814809  407.337026  383.999986
-    17   9728.0  587.350922  409.599987  383.369452
+    9    5632.0  698.542675  395.228063  413.357796
+    10   6144.0  697.191505  402.885254  411.313806
+    11   6656.0  700.631610  400.360920  398.861429
+    12   7168.0  690.891575  396.844306  388.772874
+    13   7680.0  678.895043  392.587863  387.634072
+    14   8192.0  639.375598  393.609605  372.363633
+    15   8704.0  624.502255  389.005597  380.502740
+    16   9216.0  604.327881  407.337026  383.002605
+    17   9728.0  585.142883  409.599987  383.369452
     18  10240.0  564.965524  408.578556  382.803739
-    19  10752.0  547.872604  411.559798  381.445676
+    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  378.345375
-    22  12288.0  514.680630  414.784810  383.251457
+    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  376.470582
-    24  13312.0  494.180982  405.699062  376.976995
-    25  13824.0  481.882350  411.888257  379.389355
+    24  13312.0  494.180982  405.699062  376.310952
+    25  13824.0  482.934503  411.888257  379.389355
     26  14336.0  471.967074  406.695045  374.185964
     27  14848.0  461.297068  408.192434  375.304904
     28  15360.0  454.269882  406.214870  378.092307
-    29  15872.0  447.098578  407.627589  376.783377
+    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  40.195 seconds)
+   **Total running time of the script:** ( 5 minutes  28.983 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 d3cced941..490652a7f 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  0.253 seconds)
+   **Total running time of the script:** ( 0 minutes  0.249 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 1266f550e..b99c083b0 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
 =================
-**18:26.166** total execution time for **getting-started_tutorials** files:
+**17:21.490** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 07:24.521 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:44.471 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 05:40.195 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 05:28.983 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:33.159 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:25.192 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:47.685 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:42.248 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.282 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.275 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_07-libdevice-function.py` (``07-libdevice-function.py``)       | 00:00.253 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_07-libdevice-function.py` (``07-libdevice-function.py``)       | 00:00.249 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
 | :ref:`sphx_glr_getting-started_tutorials_06-fused-attention.py` (``06-fused-attention.py``)             | 00:00.072 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/master/getting-started/tutorials/01-vector-add.html b/master/getting-started/tutorials/01-vector-add.html
index f57825040..492365ad9 100644
--- a/master/getting-started/tutorials/01-vector-add.html
+++ b/master/getting-started/tutorials/01-vector-add.html
@@ -326,14 +326,14 @@ for different problem sizes.</p>
            size      Triton       Torch
 0        4096.0    9.600000    9.600000
 1        8192.0   19.200000   19.200000
-2       16384.0   31.999999   38.400001
+2       16384.0   38.400001   38.400001
 3       32768.0   76.800002   76.800002
 4       65536.0  127.999995  127.999995
 5      131072.0  219.428568  219.428568
 6      262144.0  341.333321  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  47.685 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  42.248 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 20f39b150..e4bd8f1fb 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)
-0     256.0  512.000001      512.000001   188.321838
+0     256.0  512.000001      512.000001   186.181817
 1     384.0  614.400016      585.142862   153.600004
 2     512.0  655.360017      585.142849   154.566038
-3     640.0  706.206879      640.000002   160.000000
+3     640.0  682.666684      640.000002   158.759699
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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 58ec997f9..9f9717398 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 b18c208ca..deeac38a5 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 f03488132..1d31a2662 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
@@ -240,7 +240,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
     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
+    9     2097152.0  722.823517  722.823517
     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  43.508 seconds)
+   **Total running time of the script:** ( 1 minutes  43.622 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 823093607..da59e5eb2 100644
--- a/v1.1.2/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
@@ -286,17 +286,17 @@ We will then compare its performance against (1) :code:`torch.softmax` and (2) t
 
     softmax-performance:
               N      Triton  Torch (native)  Torch (jit)
-    0     256.0  512.000001      512.000001   190.511628
-    1     384.0  585.142862      585.142862   153.600004
-    2     512.0  655.360017      585.142849   154.566038
+    0     256.0  512.000001      512.000001   186.181817
+    1     384.0  585.142862      585.142862   151.703707
+    2     512.0  655.360017      585.142849   153.121496
     3     640.0  682.666684      640.000002   158.759699
-    4     768.0  722.823517      664.216187   162.754967
+    4     768.0  722.823517      664.216187   161.684218
     ..      ...         ...             ...          ...
-    93  12160.0  812.359066      406.179533   198.936606
-    94  12288.0  814.111783      415.661740   199.197579
-    95  12416.0  812.498981      412.149375   198.854847
-    96  12544.0  812.566838      412.546756   199.111113
-    97  12672.0  812.633240      412.097543   199.167004
+    93  12160.0  812.359066      406.179533   198.530610
+    94  12288.0  814.111783      415.661740   198.694297
+    95  12416.0  812.498981      412.149375   198.407990
+    96  12544.0  812.566838      412.546756   198.618504
+    97  12672.0  812.633240      412.097543   198.679085
 
     [98 rows x 4 columns]
 
@@ -314,7 +314,7 @@ In the above plot, we can see that:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 3 minutes  23.971 seconds)
+   **Total running time of the script:** ( 3 minutes  22.734 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 f11e71a13..27696fe89 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  ...   7.899428              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             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  ...  53.773130             52.428801
+    6   1024.0  51.150050  ...  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             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  ...  76.959706             76.608294
-    15  2176.0  83.155572  ...  85.998493             85.269692
-    16  2304.0  68.251065  ...  76.809875             76.563695
+    13  1920.0  69.120002  ...  70.530615             70.530615
+    14  2048.0  73.908442  ...  77.314362             76.959706
+    15  2176.0  83.500614  ...  85.998493             85.632545
+    16  2304.0  68.056616  ...  76.563695             76.563695
     17  2432.0  71.125224  ...  74.918570             84.877538
-    18  2560.0  77.833728  ...  81.310171             80.709358
-    19  2688.0  83.552988  ...  89.888756             89.464755
-    20  2816.0  81.981598  ...  83.712490             83.392363
-    21  2944.0  82.373605  ...  83.337844             82.102191
-    22  3072.0  82.540970  ...  88.960098             89.451983
-    23  3200.0  84.656085  ...  96.168294             95.522391
-    24  3328.0  83.516586  ...  84.003845             84.695641
-    25  3456.0  82.435141  ...  91.200871             87.536988
-    26  3584.0  87.381330  ...  91.007486             95.249353
-    27  3712.0  85.748791  ...  87.094458             88.092894
-    28  3840.0  85.136259  ...  92.390975             86.332554
-    29  3968.0  93.219206  ...  85.811488             91.266964
-    30  4096.0  86.536250  ...  84.733417             92.150858
+    18  2560.0  77.833728  ...  81.310171             80.908642
+    19  2688.0  83.737433  ...  90.316801             89.254248
+    20  2816.0  80.173175  ...  83.712490             83.392363
+    21  2944.0  82.237674  ...  82.784108             83.060049
+    22  3072.0  82.661468  ...  87.855861             88.750943
+    23  3200.0  83.224970  ...  91.954023             92.485553
+    24  3328.0  81.622783  ...  84.895397             84.695641
+    25  3456.0  82.350937  ...  91.304157             87.536988
+    26  3584.0  86.540320  ...  98.808123             95.654673
+    27  3712.0  82.355598  ...  88.015279             85.822459
+    28  3840.0  84.744825  ...  92.545605             88.261772
+    29  3968.0  92.758598  ...  84.096442             91.472214
+    30  4096.0  87.466748  ...  87.781379             92.150858
 
     [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  20.277 seconds)
+   **Total running time of the script:** ( 5 minutes  22.824 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 b7c4d1f33..07f5060cb 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
@@ -40,34 +40,34 @@ Layer Normalization
               N      Triton       Torch        Apex
     0    1024.0  307.200008   99.096776  307.200008
     1    1536.0  351.085717  133.083026  338.201833
-    2    2048.0  420.102553  161.684218  336.657521
-    3    2560.0  461.954908  182.857144  328.556154
-    4    3072.0  511.999982  191.501303  319.168834
-    5    3584.0  551.384634  207.768111  308.301075
-    6    4096.0  564.965515  220.412561  298.796351
-    7    4608.0  495.928261  231.849059  286.507772
-    8    5120.0  522.893618  242.845844  283.787523
-    9    5632.0  536.380957  243.107920  291.310338
-    10   6144.0  542.117638  248.661056  286.322318
-    11   6656.0  525.473708  256.000009  286.279570
-    12   7168.0  505.976473  261.844750  288.160801
-    13   7680.0  482.513091  260.338991  277.172933
-    14   8192.0  460.440290  268.957600  286.600589
-    15   8704.0  416.958106  267.815384  284.987724
-    16   9216.0  428.651187  272.729961  289.507855
+    2    2048.0  420.102553  162.217818  327.679984
+    3    2560.0  461.954908  182.857144  326.808501
+    4    3072.0  511.999982  191.501303  317.793096
+    5    3584.0  554.941930  208.271186  308.301075
+    6    4096.0  568.231237  220.412561  294.323343
+    7    4608.0  495.928261  231.364016  291.799469
+    8    5120.0  525.128191  242.845844  287.775181
+    9    5632.0  538.517949  243.107920  290.683877
+    10   6144.0  544.118087  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  481.253256  260.707203  276.756754
+    14   8192.0  460.440290  269.326017  287.018988
+    15   8704.0  416.958106  267.815384  284.599455
+    16   9216.0  428.651187  273.066667  289.507855
     17   9728.0  438.857162  280.278512  288.950501
     18  10240.0  446.836366  286.433562  290.153487
-    19  10752.0  428.651173  246.464170  290.267711
+    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  253.256381  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  254.862216  286.481278
-    27  14848.0  384.414233  257.108233  289.012175
-    28  15360.0  374.253788  257.610071  287.326580
-    29  15872.0  366.982663  262.890274  291.229369
+    21  11776.0  421.198220  249.227509  288.686414
+    22  12288.0  420.102570  254.234486  294.911986
+    23  12800.0  415.696898  253.465340  288.180121
+    24  13312.0  412.242569  252.959629  290.179836
+    25  13824.0  404.604870  257.390218  292.571423
+    26  14336.0  397.761846  254.673567  286.481278
+    27  14848.0  384.414233  257.293872  289.012175
+    28  15360.0  374.634130  257.610071  286.433562
+    29  15872.0  366.982663  262.708969  291.229369
 
 
 
@@ -329,7 +329,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  12.641 seconds)
+   **Total running time of the script:** ( 2 minutes  12.942 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 e74b4dc6e..8e70b9711 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
 =================
-**12:40.407** total execution time for **getting-started_tutorials** files:
+**12:42.133** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:20.277 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:22.824 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:23.971 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:22.734 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.641 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.942 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:43.508 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:43.622 | 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 b8dd28037..8f541b2a8 100644
--- a/v1.1.2/getting-started/tutorials/01-vector-add.html
+++ b/v1.1.2/getting-started/tutorials/01-vector-add.html
@@ -330,7 +330,7 @@ for different problem sizes.</p>
 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
+9     2097152.0  722.823517  722.823517
 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  43.508 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  43.622 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 47c58295c..f9120d50e 100644
--- a/v1.1.2/getting-started/tutorials/02-fused-softmax.html
+++ b/v1.1.2/getting-started/tutorials/02-fused-softmax.html
@@ -374,17 +374,17 @@ We will then compare its performance against (1) <code class="code docutils lite
 <p class="sphx-glr-script-out">Out:</p>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>softmax-performance:
           N      Triton  Torch (native)  Torch (jit)
-0     256.0  512.000001      512.000001   190.511628
-1     384.0  585.142862      585.142862   153.600004
-2     512.0  655.360017      585.142849   154.566038
+0     256.0  512.000001      512.000001   186.181817
+1     384.0  585.142862      585.142862   151.703707
+2     512.0  655.360017      585.142849   153.121496
 3     640.0  682.666684      640.000002   158.759699
-4     768.0  722.823517      664.216187   162.754967
+4     768.0  722.823517      664.216187   161.684218
 ..      ...         ...             ...          ...
-93  12160.0  812.359066      406.179533   198.936606
-94  12288.0  814.111783      415.661740   199.197579
-95  12416.0  812.498981      412.149375   198.854847
-96  12544.0  812.566838      412.546756   199.111113
-97  12672.0  812.633240      412.097543   199.167004
+93  12160.0  812.359066      406.179533   198.530610
+94  12288.0  814.111783      415.661740   198.694297
+95  12416.0  812.498981      412.149375   198.407990
+96  12544.0  812.566838      412.546756   198.618504
+97  12672.0  812.633240      412.097543   198.679085
 
 [98 rows x 4 columns]
 </pre></div>
@@ -397,7 +397,7 @@ We will then compare its performance against (1) <code class="code docutils lite
 Note however that the PyTorch <cite>softmax</cite> operation is more general and will works on tensors of any shape.</p></li>
 </ul>
 </div></blockquote>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  23.971 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  22.734 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 21674d03b..166bd4511 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  ...   7.899428              7.899428
+1    384.0   7.372800  ...   8.507077              8.507077
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-6   1024.0  51.150050  ...  53.773130             52.428801
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 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  ...  76.959706             76.608294
-15  2176.0  83.155572  ...  85.998493             85.269692
-16  2304.0  68.251065  ...  76.809875             76.563695
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+14  2048.0  73.908442  ...  77.314362             76.959706
+15  2176.0  83.500614  ...  85.998493             85.632545
+16  2304.0  68.056616  ...  76.563695             76.563695
 17  2432.0  71.125224  ...  74.918570             84.877538
-18  2560.0  77.833728  ...  81.310171             80.709358
-19  2688.0  83.552988  ...  89.888756             89.464755
-20  2816.0  81.981598  ...  83.712490             83.392363
-21  2944.0  82.373605  ...  83.337844             82.102191
-22  3072.0  82.540970  ...  88.960098             89.451983
-23  3200.0  84.656085  ...  96.168294             95.522391
-24  3328.0  83.516586  ...  84.003845             84.695641
-25  3456.0  82.435141  ...  91.200871             87.536988
-26  3584.0  87.381330  ...  91.007486             95.249353
-27  3712.0  85.748791  ...  87.094458             88.092894
-28  3840.0  85.136259  ...  92.390975             86.332554
-29  3968.0  93.219206  ...  85.811488             91.266964
-30  4096.0  86.536250  ...  84.733417             92.150858
+18  2560.0  77.833728  ...  81.310171             80.908642
+19  2688.0  83.737433  ...  90.316801             89.254248
+20  2816.0  80.173175  ...  83.712490             83.392363
+21  2944.0  82.237674  ...  82.784108             83.060049
+22  3072.0  82.661468  ...  87.855861             88.750943
+23  3200.0  83.224970  ...  91.954023             92.485553
+24  3328.0  81.622783  ...  84.895397             84.695641
+25  3456.0  82.350937  ...  91.304157             87.536988
+26  3584.0  86.540320  ...  98.808123             95.654673
+27  3712.0  82.355598  ...  88.015279             85.822459
+28  3840.0  84.744825  ...  92.545605             88.261772
+29  3968.0  92.758598  ...  84.096442             91.472214
+30  4096.0  87.466748  ...  87.781379             92.150858
 
 [31 rows x 5 columns]
 </pre></div>
 </div>
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+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 5 minutes  22.824 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 d7241f171..68368ac6a 100644
--- a/v1.1.2/getting-started/tutorials/05-layer-norm.html
+++ b/v1.1.2/getting-started/tutorials/05-layer-norm.html
@@ -196,34 +196,34 @@ to download the full example code</p>
           N      Triton       Torch        Apex
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-2    2048.0  420.102553  161.684218  336.657521
-3    2560.0  461.954908  182.857144  328.556154
-4    3072.0  511.999982  191.501303  319.168834
-5    3584.0  551.384634  207.768111  308.301075
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-14   8192.0  460.440290  268.957600  286.600589
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-19  10752.0  428.651173  246.464170  290.267711
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-25  13824.0  404.604870  257.190689  292.571423
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+23  12800.0  415.696898  253.465340  288.180121
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+29  15872.0  366.982663  262.708969  291.229369
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@@ -477,7 +477,7 @@ to download the full example code</p>
 <span class="n">bench_layer_norm</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">save_path</span><span class="o">=</span><span class="s1">&#39;.&#39;</span><span class="p">,</span> <span class="n">print_data</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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