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diff --git a/master/_images/sphx_glr_05-layer-norm_thumb.png b/master/_images/sphx_glr_05-layer-norm_thumb.png
index 822b60a12..cd3d4aff7 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 b3557594b..8499049c9 100644
--- a/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
+++ b/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
@@ -234,8 +234,8 @@ 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   38.400001   38.400001
-    3       32768.0   63.999998   63.999998
+    2       16384.0   38.400001   31.999999
+    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
@@ -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  40.930 seconds)
+   **Total running time of the script:** ( 1 minutes  44.163 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 3435612fc..cb84ae614 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      512.000001   186.181817
+    0     256.0  512.000001      512.000001   182.044442
     1     384.0  614.400016      585.142862   153.600004
     2     512.0  655.360017      585.142849   154.566038
-    3     640.0  706.206879      640.000002   158.759699
+    3     640.0  682.666684      640.000002   158.759699
     4     768.0  722.823517      664.216187   162.754967
     ..      ...         ...             ...          ...
-    93  12160.0  812.359066      406.179533   198.936606
-    94  12288.0  812.429770      415.222812   199.197579
-    95  12416.0  812.498981      412.149375   198.854847
-    96  12544.0  812.566838      412.758863   199.111113
-    97  12672.0  811.007961      412.097543   199.167004
+    93  12160.0  812.359066      406.179533   198.530610
+    94  12288.0  812.429770      415.661740   198.794749
+    95  12416.0  812.498981      412.149375   198.457532
+    96  12544.0  812.566838      412.546756   198.716830
+    97  12672.0  812.633240      412.097543   198.776477
 
     [98 rows x 4 columns]
 
@@ -306,7 +306,7 @@ In the above plot, we can see that:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 3 minutes  22.248 seconds)
+   **Total running time of the script:** ( 3 minutes  24.461 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 97c0e2dce..aaa679afa 100644
--- a/master/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
+++ b/master/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
@@ -459,37 +459,37 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
 
     matmul-performance:
              M     cuBLAS  ...     Triton  Triton (+ LeakyReLU)
-    0    256.0   2.730667  ...   2.978909              3.276800
+    0    256.0   2.730667  ...   2.978909              2.978909
     1    384.0   7.372800  ...   7.899428              7.899428
-    2    512.0  14.563555  ...  15.420235             16.384000
+    2    512.0  14.563555  ...  15.420235             15.420235
     3    640.0  22.260869  ...  24.380953             24.380953
     4    768.0  32.768000  ...  34.028308             34.028308
-    5    896.0  39.025776  ...  40.140799             39.025776
+    5    896.0  37.971025  ...  41.321411             39.025776
     6   1024.0  49.932191  ...  53.773130             52.428801
     7   1152.0  45.242181  ...  48.161033             47.396572
     8   1280.0  51.200001  ...  57.690139             57.690139
-    9   1408.0  64.138541  ...  69.009825             67.305878
-    10  1536.0  79.526831  ...  79.526831             78.643199
-    11  1664.0  63.372618  ...  63.372618             62.492442
-    12  1792.0  72.983276  ...  63.499573             63.142831
+    9   1408.0  64.138541  ...  68.147202             67.305878
+    10  1536.0  79.526831  ...  80.430545             78.643199
+    11  1664.0  63.372618  ...  63.372618             62.061463
+    12  1792.0  72.983276  ...  63.499573             62.790080
     13  1920.0  68.776119  ...  71.257735             70.892307
     14  2048.0  73.262953  ...  78.033565             76.959706
-    15  2176.0  83.155572  ...  87.494120             85.998493
-    16  2304.0  68.446623  ...  78.064941             76.809875
-    17  2432.0  71.305746  ...  75.522751             74.521127
+    15  2176.0  83.155572  ...  87.115360             85.632545
+    16  2304.0  68.643310  ...  78.064941             76.809875
+    17  2432.0  71.125224  ...  75.522751             74.521127
     18  2560.0  77.833728  ...  82.331658             81.310171
-    19  2688.0  83.737433  ...  91.185232             89.888756
-    20  2816.0  83.873477  ...  84.523664             81.067298
-    21  2944.0  81.967162  ...  83.477440             82.237674
-    22  3072.0  82.301023  ...  88.960098             87.651868
-    23  3200.0  84.656085  ...  96.240602             94.814812
-    24  3328.0  83.130825  ...  84.995628             84.496824
-    25  3456.0  82.604067  ...  84.686523             81.189898
-    26  3584.0  87.381330  ...  99.684470             97.311031
-    27  3712.0  85.055211  ...  88.015279             87.552452
-    28  3840.0  84.940091  ...  93.090912             84.164384
-    29  3968.0  92.793868  ...  84.917596             91.403695
-    30  4096.0  88.272097  ...  89.299883             93.206754
+    19  2688.0  83.737433  ...  90.966561             89.464755
+    20  2816.0  83.712490  ...  84.523664             83.392363
+    21  2944.0  82.373605  ...  84.324925             83.899046
+    22  3072.0  80.890151  ...  88.335577             79.526831
+    23  3200.0  83.989503  ...  96.530922             93.979441
+    24  3328.0  83.808259  ...  86.736504             86.113988
+    25  3456.0  80.380430  ...  92.138932             89.679166
+    26  3584.0  88.152348  ...  92.505546             95.451583
+    27  3712.0  82.423549  ...  87.706180             87.170458
+    28  3840.0  84.292684  ...  92.275341             86.943395
+    29  3968.0  91.816356  ...  87.035620             90.054568
+    30  4096.0  91.867031  ...  93.924229             87.896352
 
     [31 rows x 5 columns]
 
@@ -499,7 +499,7 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 6 minutes  9.260 seconds)
+   **Total running time of the script:** ( 6 minutes  11.431 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_03-matrix-multiplication.py:
diff --git a/master/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt b/master/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
index 734355ed6..76206e73d 100644
--- a/master/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
+++ b/master/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
@@ -240,7 +240,7 @@ References
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  0.484 seconds)
+   **Total running time of the script:** ( 0 minutes  0.486 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 6fe966b10..d17738bba 100644
--- a/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
+++ b/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
@@ -45,29 +45,29 @@ Layer Normalization
     4    3072.0  712.347810  375.206126  501.551037
     5    3584.0  725.873439  384.859062  458.751978
     6    4096.0  728.177767  381.023256  458.293714
-    7    4608.0  670.254540  396.387087  426.173427
+    7    4608.0  670.254540  394.267384  426.173427
     8    5120.0  688.403381  397.669909  426.666652
     9    5632.0  704.000002  395.228063  413.357796
     10   6144.0  702.171410  402.885254  411.313806
     11   6656.0  705.271522  398.861429  398.861429
-    12   7168.0  695.078767  396.844306  388.772874
-    13   7680.0  682.666656  392.587863  387.634072
-    14   8192.0  642.509816  393.609605  372.363633
-    15   8704.0  627.315309  389.005597  380.502740
-    16   9216.0  606.814809  407.337026  383.002605
-    17   9728.0  589.575753  409.599987  383.369452
-    18  10240.0  566.920437  408.578556  382.803739
+    12   7168.0  695.078767  396.844306  387.459443
+    13   7680.0  682.666656  392.587863  386.415087
+    14   8192.0  642.509816  392.431125  372.363633
+    15   8704.0  630.153861  389.005597  380.502740
+    16   9216.0  609.322328  407.337026  383.999986
+    17   9728.0  589.575753  409.599987  382.427505
+    18  10240.0  568.888869  408.578556  382.803739
     19  10752.0  551.384634  411.559798  381.445676
     20  11264.0  536.380957  406.826188  373.134567
     21  11776.0  523.377770  409.599991  377.587162
-    22  12288.0  518.754611  413.911572  383.251457
+    22  12288.0  517.389457  413.911572  382.505826
     23  12800.0  505.679014  410.420828  376.470582
     24  13312.0  494.180982  405.699062  376.310952
     25  13824.0  482.934503  411.888257  379.389355
     26  14336.0  471.967074  406.695045  374.185964
-    27  14848.0  461.297068  408.192434  375.304904
-    28  15360.0  454.269882  406.214870  378.092307
-    29  15872.0  447.887117  406.974373  376.225175
+    27  14848.0  461.297068  408.192434  374.712936
+    28  15360.0  454.269882  406.214870  377.801688
+    29  15872.0  447.098578  406.974373  376.225175
 
 
 
@@ -389,7 +389,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 5 minutes  19.676 seconds)
+   **Total running time of the script:** ( 5 minutes  21.651 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_05-layer-norm.py:
diff --git a/master/_sources/getting-started/tutorials/sg_execution_times.rst.txt b/master/_sources/getting-started/tutorials/sg_execution_times.rst.txt
index cc97a5cba..540867775 100644
--- a/master/_sources/getting-started/tutorials/sg_execution_times.rst.txt
+++ b/master/_sources/getting-started/tutorials/sg_execution_times.rst.txt
@@ -5,16 +5,16 @@
 
 Computation times
 =================
-**16:32.599** total execution time for **getting-started_tutorials** files:
+**16:42.191** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:09.260 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:11.431 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 05:19.676 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 05:21.651 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:22.248 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:24.461 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:40.930 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:44.163 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.484 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.486 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/master/getting-started/tutorials/01-vector-add.html b/master/getting-started/tutorials/01-vector-add.html
index 0ea1b9080..afcbdfd8c 100644
--- a/master/getting-started/tutorials/01-vector-add.html
+++ b/master/getting-started/tutorials/01-vector-add.html
@@ -324,8 +324,8 @@ 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   38.400001   38.400001
-3       32768.0   63.999998   63.999998
+2       16384.0   38.400001   31.999999
+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
@@ -340,7 +340,7 @@ for different problem sizes.</p>
 15  134217728.0  849.737435  850.656574
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  40.930 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  44.163 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 c5a4b0fa4..fdc87dd20 100644
--- a/master/getting-started/tutorials/02-fused-softmax.html
+++ b/master/getting-started/tutorials/02-fused-softmax.html
@@ -369,17 +369,17 @@ We will then compare its performance against (1) <code class="code docutils lite
 <p class="sphx-glr-script-out">Out:</p>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>softmax-performance:
           N      Triton  Torch (native)  Torch (jit)
-0     256.0  546.133347      512.000001   186.181817
+0     256.0  512.000001      512.000001   182.044442
 1     384.0  614.400016      585.142862   153.600004
 2     512.0  655.360017      585.142849   154.566038
-3     640.0  706.206879      640.000002   158.759699
+3     640.0  682.666684      640.000002   158.759699
 4     768.0  722.823517      664.216187   162.754967
 ..      ...         ...             ...          ...
-93  12160.0  812.359066      406.179533   198.936606
-94  12288.0  812.429770      415.222812   199.197579
-95  12416.0  812.498981      412.149375   198.854847
-96  12544.0  812.566838      412.758863   199.111113
-97  12672.0  811.007961      412.097543   199.167004
+93  12160.0  812.359066      406.179533   198.530610
+94  12288.0  812.429770      415.661740   198.794749
+95  12416.0  812.498981      412.149375   198.457532
+96  12544.0  812.566838      412.546756   198.716830
+97  12672.0  812.633240      412.097543   198.776477
 
 [98 rows x 4 columns]
 </pre></div>
@@ -392,7 +392,7 @@ We will then compare its performance against (1) <code class="code docutils lite
 Note however that the PyTorch <cite>softmax</cite> operation is more general and will works on tensors of any shape.</p></li>
 </ul>
 </div></blockquote>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  22.248 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  24.461 seconds)</p>
 <div class="sphx-glr-footer class sphx-glr-footer-example docutils container" id="sphx-glr-download-getting-started-tutorials-02-fused-softmax-py">
 <div class="sphx-glr-download sphx-glr-download-python docutils container">
 <p><a class="reference download internal" download="" href="../../_downloads/d91442ac2982c4e0cc3ab0f43534afbc/02-fused-softmax.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">02-fused-softmax.py</span></code></a></p>
diff --git a/master/getting-started/tutorials/03-matrix-multiplication.html b/master/getting-started/tutorials/03-matrix-multiplication.html
index d34930904..7f623f0b3 100644
--- a/master/getting-started/tutorials/03-matrix-multiplication.html
+++ b/master/getting-started/tutorials/03-matrix-multiplication.html
@@ -565,42 +565,42 @@ torch_output=tensor([[  1.1045, -36.9688,  31.4688,  ..., -11.3906,  24.4531, -3
 <p class="sphx-glr-script-out">Out:</p>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>matmul-performance:
          M     cuBLAS  ...     Triton  Triton (+ LeakyReLU)
-0    256.0   2.730667  ...   2.978909              3.276800
+0    256.0   2.730667  ...   2.978909              2.978909
 1    384.0   7.372800  ...   7.899428              7.899428
-2    512.0  14.563555  ...  15.420235             16.384000
+2    512.0  14.563555  ...  15.420235             15.420235
 3    640.0  22.260869  ...  24.380953             24.380953
 4    768.0  32.768000  ...  34.028308             34.028308
-5    896.0  39.025776  ...  40.140799             39.025776
+5    896.0  37.971025  ...  41.321411             39.025776
 6   1024.0  49.932191  ...  53.773130             52.428801
 7   1152.0  45.242181  ...  48.161033             47.396572
 8   1280.0  51.200001  ...  57.690139             57.690139
-9   1408.0  64.138541  ...  69.009825             67.305878
-10  1536.0  79.526831  ...  79.526831             78.643199
-11  1664.0  63.372618  ...  63.372618             62.492442
-12  1792.0  72.983276  ...  63.499573             63.142831
+9   1408.0  64.138541  ...  68.147202             67.305878
+10  1536.0  79.526831  ...  80.430545             78.643199
+11  1664.0  63.372618  ...  63.372618             62.061463
+12  1792.0  72.983276  ...  63.499573             62.790080
 13  1920.0  68.776119  ...  71.257735             70.892307
 14  2048.0  73.262953  ...  78.033565             76.959706
-15  2176.0  83.155572  ...  87.494120             85.998493
-16  2304.0  68.446623  ...  78.064941             76.809875
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index 063bd3121..f3652cd7c 100644
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diff --git a/v1.1.2/_images/sphx_glr_02-fused-softmax_thumb.png b/v1.1.2/_images/sphx_glr_02-fused-softmax_thumb.png
index 21887205e..b7c1c2420 100644
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diff --git a/v1.1.2/_images/sphx_glr_03-matrix-multiplication_001.png b/v1.1.2/_images/sphx_glr_03-matrix-multiplication_001.png
index 0251a2572..0d5759037 100644
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diff --git a/v1.1.2/_images/sphx_glr_03-matrix-multiplication_thumb.png b/v1.1.2/_images/sphx_glr_03-matrix-multiplication_thumb.png
index 8afdc45ad..28757cd6a 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 03b9484d8..5dc73bfcc 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 da9602886..aad32b059 100644
Binary files a/v1.1.2/_images/sphx_glr_05-layer-norm_thumb.png and b/v1.1.2/_images/sphx_glr_05-layer-norm_thumb.png differ
diff --git a/v1.1.2/_sources/getting-started/tutorials/01-vector-add.rst.txt b/v1.1.2/_sources/getting-started/tutorials/01-vector-add.rst.txt
index f9aad8e1d..ee10a0c81 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
@@ -237,10 +237,10 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
     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
+    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  702.171410  702.171410
     10    4194304.0  780.190482  780.190482
     11    8388608.0  812.429770  812.429770
     12   16777216.0  833.084721  833.084721
@@ -254,7 +254,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 1 minutes  39.173 seconds)
+   **Total running time of the script:** ( 1 minutes  43.042 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 c6d87133e..9e9e8854d 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   184.089886
+    0     256.0  512.000001      546.133347   188.321838
     1     384.0  585.142862      585.142862   153.600004
     2     512.0  655.360017      585.142849   154.566038
-    3     640.0  682.666684      640.000002   160.000000
+    3     640.0  682.666684      640.000002   158.759699
     4     768.0  722.823517      664.216187   163.839992
     ..      ...         ...             ...          ...
-    93  12160.0  814.058574      405.755985   199.038365
-    94  12288.0  814.111783      415.222812   199.298541
-    95  12416.0  812.498981      411.722274   198.954424
-    96  12544.0  812.566838      412.971190   199.209928
-    97  12672.0  812.633240      412.097543   199.264875
+    93  12160.0  812.359066      405.333344   198.936606
+    94  12288.0  814.111783      415.661740   199.197579
+    95  12416.0  812.498981      411.296057   198.854847
+    96  12544.0  812.566838      412.971190   199.012395
+    97  12672.0  812.633240      412.097543   199.069228
 
     [98 rows x 4 columns]
 
@@ -314,7 +314,7 @@ In the above plot, we can see that:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 3 minutes  21.960 seconds)
+   **Total running time of the script:** ( 3 minutes  22.391 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 efa1cead9..114ec9098 100644
--- a/v1.1.2/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
@@ -463,36 +463,36 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
     matmul-performance:
              M     cuBLAS  ...     Triton  Triton (+ LeakyReLU)
     0    256.0   2.730667  ...   2.978909              2.978909
-    1    384.0   7.372800  ...   8.192000              7.899428
-    2    512.0  14.563555  ...  15.420235             15.420235
+    1    384.0   7.372800  ...   8.507077              7.899428
+    2    512.0  14.563555  ...  16.384000             15.420235
     3    640.0  22.260869  ...  24.380953             24.380953
     4    768.0  32.768000  ...  34.028308             34.028308
-    5    896.0  37.971025  ...  39.025776             37.971025
-    6   1024.0  49.932191  ...  53.773130             52.428801
+    5    896.0  37.971025  ...  40.140799             39.025776
+    6   1024.0  49.932191  ...  52.428801             52.428801
     7   1152.0  45.242181  ...  46.656000             46.656000
     8   1280.0  51.200001  ...  56.888887             56.109587
-    9   1408.0  64.138541  ...  67.305878             66.485074
-    10  1536.0  80.430545  ...  79.526831             78.643199
-    11  1664.0  63.372618  ...  62.929456             62.061463
-    12  1792.0  72.983276  ...  72.512412             71.588687
-    13  1920.0  69.467336  ...  70.172588             70.172588
+    9   1408.0  64.138541  ...  67.305878             65.684049
+    10  1536.0  79.526831  ...  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  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  ...  77.057651             76.563695
-    17  2432.0  71.125224  ...  85.134737             84.877538
-    18  2560.0  77.833728  ...  81.310171             80.709358
-    19  2688.0  83.552988  ...  89.676257             89.254248
-    20  2816.0  83.074685  ...  83.873477             83.392363
-    21  2944.0  82.102191  ...  82.102191             82.237674
-    22  3072.0  81.943708  ...  88.335577             88.335577
-    23  3200.0  84.768213  ...  95.522391             94.814812
-    24  3328.0  82.939284  ...  85.146420             84.298943
-    25  3456.0  82.519518  ...  91.407671             90.994998
-    26  3584.0  84.825838  ...  95.553020             87.129957
-    27  3712.0  84.017953  ...  86.528661             84.946722
-    28  3840.0  84.874902  ...  89.187096             89.548180
-    29  3968.0  93.540768  ...  85.932350             85.271796
-    30  4096.0  93.012976  ...  87.381330             87.267706
+    15  2176.0  83.155572  ...  86.367588             85.269692
+    16  2304.0  68.251065  ...  76.809875             76.563695
+    17  2432.0  71.125224  ...  83.366361             84.877538
+    18  2560.0  77.833728  ...  81.108913             80.908642
+    19  2688.0  83.552988  ...  89.464755             89.676257
+    20  2816.0  84.197315  ...  83.392363             82.602666
+    21  2944.0  82.102191  ...  82.784108             82.921853
+    22  3072.0  81.766218  ...  89.310890             87.516392
+    23  3200.0  84.880639  ...  89.761569             89.260810
+    24  3328.0  81.901361  ...  84.895397             84.596116
+    25  3456.0  81.600781  ...  91.097818             88.400840
+    26  3584.0  86.540320  ...  98.699661             98.916823
+    27  3712.0  83.317214  ...  88.640059             83.040189
+    28  3840.0  85.136259  ...  87.771425             90.649182
+    29  3968.0  93.612530  ...  87.159957             88.615785
+    30  4096.0  89.627865  ...  87.324485             91.180520
 
     [31 rows x 5 columns]
 
@@ -502,7 +502,7 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 5 minutes  26.160 seconds)
+   **Total running time of the script:** ( 5 minutes  51.754 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_03-matrix-multiplication.py:
diff --git a/v1.1.2/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt b/v1.1.2/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
index 3a385a5bb..a488d82b6 100644
--- a/v1.1.2/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
@@ -238,7 +238,7 @@ References
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  0.011 seconds)
+   **Total running time of the script:** ( 0 minutes  0.118 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_04-low-memory-dropout.py:
diff --git a/v1.1.2/_sources/getting-started/tutorials/05-layer-norm.rst.txt b/v1.1.2/_sources/getting-started/tutorials/05-layer-norm.rst.txt
index 7b9299e4d..b640b6543 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   97.912354  299.707322
-    1    1536.0  351.085717  133.083026  338.201833
-    2    2048.0  420.102553  161.684218  325.509933
-    3    2560.0  458.507457  182.314537  328.556154
-    4    3072.0  519.211251  191.005181  317.793096
-    5    3584.0  547.872604  207.768111  311.652167
-    6    4096.0  568.231237  220.412561  300.623865
-    7    4608.0  498.162157  232.336141  287.251954
-    8    5120.0  527.381977  242.366855  284.444444
-    9    5632.0  542.843364  241.371422  287.591490
-    10   6144.0  544.118087  250.775512  288.563606
-    11   6656.0  528.953642  255.590406  285.257135
-    12   7168.0  510.480705  252.246330  276.134819
-    13   7680.0  483.779539  263.314295  278.009056
-    14   8192.0  461.521112  264.970349  279.272725
-    15   8704.0  417.791980  266.448988  283.826081
-    16   9216.0  428.651187  269.408031  287.251954
-    17   9728.0  440.513191  281.630872  290.749688
-    18  10240.0  445.217381  284.444444  286.767793
-    19  10752.0  431.518385  246.229020  289.291486
-    20  11264.0  425.056596  242.671458  282.778242
-    21  11776.0  423.089806  250.331271  290.466593
-    22  12288.0  418.909088  251.631408  292.281467
-    23  12800.0  415.135142  254.304635  290.359162
-    24  13312.0  412.775186  252.959629  289.391298
-    25  13824.0  402.152729  257.390218  291.543045
-    26  14336.0  398.683664  253.547537  287.919661
-    27  14848.0  383.999990  261.063730  294.019794
-    28  15360.0  373.495460  259.971797  288.902809
-    29  15872.0  366.982663  261.267482  289.899545
+    0    1024.0  307.200008   94.160917  289.129413
+    1    1536.0  347.773587  135.032961  338.201833
+    2    2048.0  423.724127  161.684218  323.368435
+    3    2560.0  461.954908  183.402991  326.808501
+    4    3072.0  515.580429  191.999993  317.793096
+    5    3584.0  554.941930  207.768111  311.652167
+    6    4096.0  564.965515  220.907859  300.623865
+    7    4608.0  498.162157  232.825259  287.251954
+    8    5120.0  529.655159  242.366855  285.767451
+    9    5632.0  540.671974  240.512468  286.980888
+    10   6144.0  540.131844  250.775512  286.879370
+    11   6656.0  528.953642  256.410903  286.793541
+    12   7168.0  513.528374  257.532925  280.639473
+    13   7680.0  482.513091  262.938666  280.975614
+    14   8192.0  462.607053  261.794935  275.361335
+    15   8704.0  415.300208  265.433292  283.826081
+    16   9216.0  429.483477  269.736580  286.507772
+    17   9728.0  438.033784  282.311967  290.388056
+    18  10240.0  445.217381  285.104413  288.450695
+    19  10752.0  429.364408  245.526173  288.644296
+    20  11264.0  430.471331  242.671458  282.778242
+    21  11776.0  421.826879  249.447482  289.573776
+    22  12288.0  421.905564  253.578674  294.029924
+    23  12800.0  415.696898  252.839495  287.371378
+    24  13312.0  411.711355  252.161013  289.391298
+    25  13824.0  403.620451  256.991469  291.031592
+    26  14336.0  398.683664  253.734520  286.481278
+    27  14848.0  383.586664  257.479779  290.425421
+    28  15360.0  376.932517  260.155264  289.356349
+    29  15872.0  368.046389  263.071829  291.452168
 
 
 
@@ -329,7 +329,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  12.581 seconds)
+   **Total running time of the script:** ( 2 minutes  12.110 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 dc4a5795a..cf59fc783 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
 =================
-**12:39.885** total execution time for **getting-started_tutorials** files:
+**13:09.415** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:26.160 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:51.754 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:21.960 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:22.391 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.581 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.110 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:39.173 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:43.042 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.011 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.118 | 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 00e78a76e..d29eb8b3b 100644
--- a/v1.1.2/getting-started/tutorials/01-vector-add.html
+++ b/v1.1.2/getting-started/tutorials/01-vector-add.html
@@ -327,10 +327,10 @@ for different problem sizes.</p>
 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
+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  702.171410  702.171410
 10    4194304.0  780.190482  780.190482
 11    8388608.0  812.429770  812.429770
 12   16777216.0  833.084721  833.084721
@@ -339,7 +339,7 @@ for different problem sizes.</p>
 15  134217728.0  849.737435  850.656574
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  39.173 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  43.042 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 826e47a89..f824aaa78 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   184.089886
+0     256.0  512.000001      546.133347   188.321838
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diff --git a/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html b/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html
index 33fe3d386..782862a3e 100644
--- a/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html
+++ b/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html
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+22  3072.0  81.766218  ...  89.310890             87.516392
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 [31 rows x 5 columns]
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diff --git a/v1.1.2/getting-started/tutorials/04-low-memory-dropout.html b/v1.1.2/getting-started/tutorials/04-low-memory-dropout.html
index 80bb98b3a..5ff9963ff 100644
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diff --git a/v1.1.2/getting-started/tutorials/05-layer-norm.html b/v1.1.2/getting-started/tutorials/05-layer-norm.html
index 3d63b2d2c..029acf95d 100644
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-14   8192.0  461.521112  264.970349  279.272725
-15   8704.0  417.791980  266.448988  283.826081
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+12   7168.0  513.528374  257.532925  280.639473
+13   7680.0  482.513091  262.938666  280.975614
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