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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 ba3fee990..44d48c45a 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 c466a2772..92c434658 100644
Binary files a/master/_images/sphx_glr_02-fused-softmax_thumb.png and b/master/_images/sphx_glr_02-fused-softmax_thumb.png differ
diff --git a/master/_images/sphx_glr_03-matrix-multiplication_001.png b/master/_images/sphx_glr_03-matrix-multiplication_001.png
index a81490ea5..988b238bc 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 13d133351..03f0c010d 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 bb3ddeff5..6cdbb1542 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 bf16a68da..d079849f5 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 42c7a267c..5e6a05ae5 100644
--- a/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
+++ b/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
@@ -234,18 +234,18 @@ 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
-    3       32768.0   76.800002   63.999998
+    2       16384.0   38.400001   38.400001
+    3       32768.0   63.999998   76.800002
     4       65536.0  127.999995  127.999995
     5      131072.0  219.428568  219.428568
-    6      262144.0  384.000001  384.000001
+    6      262144.0  341.333321  341.333321
     7      524288.0  472.615390  472.615390
     8     1048576.0  614.400016  614.400016
     9     2097152.0  722.823517  722.823517
     10    4194304.0  780.190482  780.190482
     11    8388608.0  812.429770  812.429770
     12   16777216.0  833.084721  833.084721
-    13   33554432.0  842.004273  842.906750
+    13   33554432.0  842.004273  842.004273
     14   67108864.0  847.448255  848.362445
     15  134217728.0  849.737435  850.656574
 
@@ -255,7 +255,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 1 minutes  50.715 seconds)
+   **Total running time of the script:** ( 1 minutes  34.873 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 0365f47bd..2523c8aef 100644
--- a/master/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
+++ b/master/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
@@ -280,15 +280,15 @@ We will then compare its performance against (1) :code:`torch.softmax` and (2) t
               N      Triton  Torch (native)  Torch (jit)
     0     256.0  546.133347      546.133347   188.321838
     1     384.0  614.400016      585.142862   151.703707
-    2     512.0  655.360017      606.814814   156.038096
+    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   162.754967
+    4     768.0  722.823517      664.216187   163.839992
     ..      ...         ...             ...          ...
     93  12160.0  812.359066      405.755985   198.834951
-    94  12288.0  812.429770      415.222812   199.096718
-    95  12416.0  812.498981      411.722274   198.655991
-    96  12544.0  810.925276      412.971190   198.913776
-    97  12672.0  811.007961      412.516771   199.069228
+    94  12288.0  812.429770      415.661740   199.096718
+    95  12416.0  812.498981      411.722274   198.755369
+    96  12544.0  810.925276      413.396498   199.012395
+    97  12672.0  812.633240      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  30.914 seconds)
+   **Total running time of the script:** ( 3 minutes  27.507 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 322915014..d7b980e05 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              2.978909
-    1    384.0   7.372800  ...   8.507077              8.507077
+    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
     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
-    6   1024.0  49.932191  ...  53.773130             52.428801
-    7   1152.0  45.242181  ...  48.161033             47.396572
+    6   1024.0  51.150050  ...  53.773130             52.428801
+    7   1152.0  45.242181  ...  47.396572             47.396572
     8   1280.0  51.200001  ...  57.690139             57.690139
-    9   1408.0  64.138541  ...  69.009825             67.305878
-    10  1536.0  80.430545  ...  80.430545             79.526831
-    11  1664.0  62.929456  ...  63.372618             62.492442
+    9   1408.0  64.138541  ...  68.147202             67.305878
+    10  1536.0  80.430545  ...  81.355034             79.526831
+    11  1664.0  62.492442  ...  63.372618             62.492442
     12  1792.0  72.512412  ...  73.460287             59.467852
     13  1920.0  69.120002  ...  71.626943             71.257735
-    14  2048.0  73.908442  ...  78.398206             77.314362
+    14  2048.0  73.584279  ...  78.398206             77.314362
     15  2176.0  83.500614  ...  87.876193             86.367588
     16  2304.0  68.251065  ...  78.064941             77.307030
-    17  2432.0  71.305746  ...  86.179335             85.393507
-    18  2560.0  77.833728  ...  82.539044             81.512437
-    19  2688.0  83.737433  ...  91.185232             89.254248
-    20  2816.0  79.879498  ...  82.602666             83.392363
-    21  2944.0  82.102191  ...  82.990890             83.337844
-    22  3072.0  80.202695  ...  89.170242             87.381335
-    23  3200.0  82.474230  ...  96.676741             95.238096
-    24  3328.0  82.843841  ...  86.062515             84.795401
-    25  3456.0  81.026701  ...  91.200871             87.347312
-    26  3584.0  87.381330  ...  95.350361             98.268190
-    27  3712.0  85.970176  ...  89.353616             87.552452
-    28  3840.0  79.192264  ...  91.853823             85.796739
-    29  3968.0  87.850207  ...  86.449828             89.988156
-    30  4096.0  86.509232  ...  92.948562             87.352901
+    17  2432.0  71.305746  ...  86.179335             85.653855
+    18  2560.0  77.833728  ...  82.331658             81.920002
+    19  2688.0  83.552988  ...  91.404957             89.464755
+    20  2816.0  79.879498  ...  84.360174             83.873477
+    21  2944.0  82.237674  ...  81.431424             83.337844
+    22  3072.0  81.589488  ...  89.030036             88.612060
+    23  3200.0  84.993363  ...  96.822991             95.808380
+    24  3328.0  82.891535  ...  85.602017             84.101981
+    25  3456.0  80.300370  ...  91.771848             86.596744
+    26  3584.0  85.633710  ...  90.458141             95.451583
+    27  3712.0  83.247783  ...  86.829501             87.552452
+    28  3840.0  81.019778  ...  88.971840             91.853823
+    29  3968.0  85.753071  ...  85.600795             89.988156
+    30  4096.0  88.651075  ...  88.768339             89.299883
 
     [31 rows x 5 columns]
 
@@ -499,7 +499,7 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 7 minutes  14.457 seconds)
+   **Total running time of the script:** ( 6 minutes  20.627 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..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  0.282 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 f549ff469..5939f6c63 100644
--- a/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
+++ b/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
@@ -38,36 +38,36 @@ Layer Normalization
 
     layer-norm:
               N      Triton       Torch        Apex
-    0    1024.0  585.142849  277.694907  468.114273
+    0    1024.0  585.142849  277.694907  481.882344
     1    1536.0  630.153868  323.368435  511.999982
-    2    2048.0  682.666643  337.814445  520.126988
-    3    2560.0  694.237267  365.714281  518.481028
-    4    3072.0  712.347810  375.206126  496.484863
+    2    2048.0  668.734716  337.814445  520.126988
+    3    2560.0  694.237267  362.477870  518.481028
+    4    3072.0  702.171410  375.206126  501.551037
     5    3584.0  725.873439  384.859062  455.111115
-    6    4096.0  728.177767  381.023256  442.810792
-    7    4608.0  670.254540  396.387087  426.173427
-    8    5120.0  688.403381  397.669909  426.666652
-    9    5632.0  698.542675  398.725657  411.470331
-    10   6144.0  697.191505  402.885254  409.600010
-    11   6656.0  700.631610  400.360920  398.861429
-    12   7168.0  690.891575  382.293315  382.293315
+    6    4096.0  728.177767  383.251446  451.972420
+    7    4608.0  670.254540  396.387087  421.302872
+    8    5120.0  688.403381  397.669909  422.268057
+    9    5632.0  704.000002  398.725657  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  383.571898  381.023265
     13   7680.0  678.895043  392.587863  386.415087
-    14   8192.0  636.271854  392.431125  374.491442
-    15   8704.0  624.502255  392.292962  380.502740
-    16   9216.0  606.814809  403.989025  383.002605
-    17   9728.0  587.350922  407.455499  382.427505
-    18  10240.0  566.920437  407.562184  381.911416
-    19  10752.0  547.872604  410.577576  380.601764
-    20  11264.0  533.207081  396.096702  369.311483
-    21  11776.0  521.927959  407.826843  377.587162
-    22  12288.0  516.031509  413.042029  382.505826
-    23  12800.0  504.433489  408.782457  376.470582
-    24  13312.0  494.180982  401.871683  375.647260
-    25  13824.0  482.934503  409.600016  378.092325
-    26  14336.0  471.967074  398.914774  372.969090
-    27  14848.0  461.297068  403.341254  374.712936
-    28  15360.0  454.269882  406.887417  378.092307
-    29  15872.0  447.887117  406.974373  376.225175
+    14   8192.0  636.271854  390.095241  375.564460
+    15   8704.0  627.315309  392.292962  380.502740
+    16   9216.0  609.322328  403.989025  381.023249
+    17   9728.0  587.350922  408.524944  382.427505
+    18  10240.0  566.920437  408.578556  382.803739
+    19  10752.0  547.872604  412.546760  379.761601
+    20  11264.0  531.634232  396.096702  369.311483
+    21  11776.0  521.927959  408.711507  378.345375
+    22  12288.0  514.007840  413.911572  383.251457
+    23  12800.0  504.433489  410.420828  377.163903
+    24  13312.0  494.180982  404.159395  376.310952
+    25  13824.0  481.882350  409.600016  378.739711
+    26  14336.0  471.967074  400.307157  369.961287
+    27  14848.0  461.297068  404.027214  375.304904
+    28  15360.0  454.269882  406.214870  378.092307
+    29  15872.0  447.098578  408.940410  376.783377
 
 
 
@@ -393,7 +393,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 5 minutes  38.714 seconds)
+   **Total running time of the script:** ( 5 minutes  29.729 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_05-layer-norm.py:
diff --git a/master/_sources/getting-started/tutorials/06-fused-attention.rst.txt b/master/_sources/getting-started/tutorials/06-fused-attention.rst.txt
index 63e0b2935..4fef02825 100644
--- a/master/_sources/getting-started/tutorials/06-fused-attention.rst.txt
+++ b/master/_sources/getting-started/tutorials/06-fused-attention.rst.txt
@@ -385,7 +385,7 @@ This is a Triton implementation of the Flash Attention algorithm
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  0.074 seconds)
+   **Total running time of the script:** ( 0 minutes  0.072 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_06-fused-attention.py:
diff --git a/master/_sources/getting-started/tutorials/07-libdevice-function.rst.txt b/master/_sources/getting-started/tutorials/07-libdevice-function.rst.txt
index d5b3ddc3a..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  0.250 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 273e0c50a..744a392d0 100644
--- a/master/_sources/getting-started/tutorials/sg_execution_times.rst.txt
+++ b/master/_sources/getting-started/tutorials/sg_execution_times.rst.txt
@@ -5,20 +5,20 @@
 
 Computation times
 =================
-**18:15.408** total execution time for **getting-started_tutorials** files:
+**16:52.830** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 07:14.457 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:20.627 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 05:38.714 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 05:29.729 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:30.914 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:27.507 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:50.715 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:34.873 | 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_06-fused-attention.py` (``06-fused-attention.py``)             | 00:00.072 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_07-libdevice-function.py` (``07-libdevice-function.py``)       | 00:00.250 | 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_06-fused-attention.py` (``06-fused-attention.py``)             | 00:00.074 | 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 6cb2c3104..0a4a20324 100644
--- a/master/getting-started/tutorials/01-vector-add.html
+++ b/master/getting-started/tutorials/01-vector-add.html
@@ -326,23 +326,23 @@ 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
-3       32768.0   76.800002   63.999998
+2       16384.0   38.400001   38.400001
+3       32768.0   63.999998   76.800002
 4       65536.0  127.999995  127.999995
 5      131072.0  219.428568  219.428568
-6      262144.0  384.000001  384.000001
+6      262144.0  341.333321  341.333321
 7      524288.0  472.615390  472.615390
 8     1048576.0  614.400016  614.400016
 9     2097152.0  722.823517  722.823517
 10    4194304.0  780.190482  780.190482
 11    8388608.0  812.429770  812.429770
 12   16777216.0  833.084721  833.084721
-13   33554432.0  842.004273  842.906750
+13   33554432.0  842.004273  842.004273
 14   67108864.0  847.448255  848.362445
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 <div class="sphx-glr-footer class sphx-glr-footer-example docutils container" id="sphx-glr-download-getting-started-tutorials-01-vector-add-py">
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 <p><a class="reference download internal" download="" href="../../_downloads/62d97d49a32414049819dd8bb8378080/01-vector-add.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">01-vector-add.py</span></code></a></p>
diff --git a/master/getting-started/tutorials/02-fused-softmax.html b/master/getting-started/tutorials/02-fused-softmax.html
index 57a8de860..f56a295d2 100644
--- a/master/getting-started/tutorials/02-fused-softmax.html
+++ b/master/getting-started/tutorials/02-fused-softmax.html
@@ -373,15 +373,15 @@ We will then compare its performance against (1) <code class="code docutils lite
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 [98 rows x 4 columns]
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 Note however that the PyTorch <cite>softmax</cite> operation is more general and will works on tensors of any shape.</p></li>
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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 2f6dcc3ba..3b98315b4 100644
--- a/master/getting-started/tutorials/03-matrix-multiplication.html
+++ b/master/getting-started/tutorials/03-matrix-multiplication.html
@@ -567,42 +567,42 @@ torch_output=tensor([[  1.1045, -36.9688,  31.4688,  ..., -11.3906,  24.4531, -3
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-6   1024.0  49.932191  ...  53.773130             52.428801
-7   1152.0  45.242181  ...  48.161033             47.396572
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+7   1152.0  45.242181  ...  47.396572             47.396572
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-9   1408.0  64.138541  ...  69.009825             67.305878
-10  1536.0  80.430545  ...  80.430545             79.526831
-11  1664.0  62.929456  ...  63.372618             62.492442
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-19  2688.0  83.737433  ...  91.185232             89.254248
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-23  3200.0  82.474230  ...  96.676741             95.238096
-24  3328.0  82.843841  ...  86.062515             84.795401
-25  3456.0  81.026701  ...  91.200871             87.347312
-26  3584.0  87.381330  ...  95.350361             98.268190
-27  3712.0  85.970176  ...  89.353616             87.552452
-28  3840.0  79.192264  ...  91.853823             85.796739
-29  3968.0  87.850207  ...  86.449828             89.988156
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+27  3712.0  83.247783  ...  86.829501             87.552452
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 [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 70e561e4b..ff3f3aec8 100644
--- a/master/getting-started/tutorials/04-low-memory-dropout.html
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@@ -374,7 +374,7 @@ to explore the <cite>triton/language/random</cite> folder!</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 6f3601df8..a272ac0b1 100644
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+++ b/master/getting-started/tutorials/05-layer-norm.html
@@ -196,36 +196,36 @@ 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:
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-7    4608.0  670.254540  396.387087  426.173427
-8    5120.0  688.403381  397.669909  426.666652
-9    5632.0  698.542675  398.725657  411.470331
-10   6144.0  697.191505  402.885254  409.600010
-11   6656.0  700.631610  400.360920  398.861429
-12   7168.0  690.891575  382.293315  382.293315
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+9    5632.0  704.000002  398.725657  413.357796
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-14   8192.0  636.271854  392.431125  374.491442
-15   8704.0  624.502255  392.292962  380.502740
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-17   9728.0  587.350922  407.455499  382.427505
-18  10240.0  566.920437  407.562184  381.911416
-19  10752.0  547.872604  410.577576  380.601764
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-23  12800.0  504.433489  408.782457  376.470582
-24  13312.0  494.180982  401.871683  375.647260
-25  13824.0  482.934503  409.600016  378.092325
-26  14336.0  471.967074  398.914774  372.969090
-27  14848.0  461.297068  403.341254  374.712936
-28  15360.0  454.269882  406.887417  378.092307
-29  15872.0  447.887117  406.974373  376.225175
+14   8192.0  636.271854  390.095241  375.564460
+15   8704.0  627.315309  392.292962  380.502740
+16   9216.0  609.322328  403.989025  381.023249
+17   9728.0  587.350922  408.524944  382.427505
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+19  10752.0  547.872604  412.546760  379.761601
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+24  13312.0  494.180982  404.159395  376.310952
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 <td><p>0.0 MB</p></td>
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diff --git a/master/searchindex.js b/master/searchindex.js
index 2c0c51edf..b6b0ef2f8 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 d48cacea3..66fc96204 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 7254183eb..e0adb525d 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 1cff02989..b44795042 100644
--- a/v1.1.2/_sources/getting-started/tutorials/01-vector-add.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/01-vector-add.rst.txt
@@ -244,7 +244,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
     10    4194304.0  780.190482  780.190482
     11    8388608.0  812.429770  812.429770
     12   16777216.0  833.084721  833.084721
-    13   33554432.0  842.004273  842.004273
+    13   33554432.0  842.004273  843.811163
     14   67108864.0  847.448255  848.362445
     15  134217728.0  849.737435  850.656574
 
@@ -254,7 +254,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 1 minutes  43.896 seconds)
+   **Total running time of the script:** ( 1 minutes  41.742 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 a502c859c..61b5fdb66 100644
--- a/v1.1.2/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
@@ -287,15 +287,15 @@ We will then compare its performance against (1) :code:`torch.softmax` and (2) t
     softmax-performance:
               N      Triton  Torch (native)  Torch (jit)
     0     256.0  512.000001      546.133347   188.321838
-    1     384.0  585.142862      585.142862   153.600004
+    1     384.0  614.400016      585.142862   153.600004
     2     512.0  655.360017      606.814814   154.566038
-    3     640.0  682.666684      640.000002   158.759699
+    3     640.0  682.666684      640.000002   160.000000
     4     768.0  722.823517      664.216187   162.754967
     ..      ...         ...             ...          ...
-    93  12160.0  812.359066      405.755985   198.834951
-    94  12288.0  814.111783      415.661740   199.096718
-    95  12416.0  814.163950      411.296057   198.755369
-    96  12544.0  812.566838      412.546756   199.012395
+    93  12160.0  814.058574      406.179533   198.834951
+    94  12288.0  814.111783      416.101597   199.197579
+    95  12416.0  812.498981      412.149375   198.755369
+    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  21.154 seconds)
+   **Total running time of the script:** ( 3 minutes  23.052 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 81d6481e8..00998e39c 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   2.978909  ...   2.978909              2.978909
+    0    256.0   2.730667  ...   2.978909              2.978909
     1    384.0   7.372800  ...   8.507077              8.507077
     2    512.0  14.563555  ...  16.384000             16.384000
     3    640.0  22.260869  ...  24.380953             24.380953
     4    768.0  32.768000  ...  34.028308             34.028308
-    5    896.0  39.025776  ...  39.025776             39.025776
+    5    896.0  39.025776  ...  40.140799             39.025776
     6   1024.0  51.150050  ...  53.773130             52.428801
     7   1152.0  45.242181  ...  46.656000             46.656000
     8   1280.0  51.200001  ...  56.888887             56.109587
     9   1408.0  64.138541  ...  67.305878             66.485074
-    10  1536.0  80.430545  ...  79.526831             78.643199
+    10  1536.0  80.430545  ...  79.526831             79.526831
     11  1664.0  62.929456  ...  62.061463             62.061463
     12  1792.0  72.512412  ...  72.047592             71.588687
-    13  1920.0  69.120002  ...  70.530615             70.530615
-    14  2048.0  73.908442  ...  76.959706             76.959706
-    15  2176.0  83.500614  ...  86.367588             85.632545
+    13  1920.0  69.120002  ...  70.530615             70.172588
+    14  2048.0  73.908442  ...  77.314362             76.959706
+    15  2176.0  83.155572  ...  86.367588             85.632545
     16  2304.0  68.251065  ...  76.809875             76.563695
-    17  2432.0  71.305746  ...  85.393507             85.134737
-    18  2560.0  77.926278  ...  80.709358             81.108913
-    19  2688.0  83.186525  ...  89.044730             89.254248
-    20  2816.0  79.879498  ...  79.733474             83.233226
-    21  2944.0  82.102191  ...  83.198715             83.060049
-    22  3072.0  80.202695  ...  88.060814             89.310890
-    23  3200.0  84.432717  ...  95.451158             94.534716
-    24  3328.0  82.843841  ...  83.130825             84.695641
-    25  3456.0  82.688790  ...  90.994998             86.596744
-    26  3584.0  84.745889  ...  93.176571             93.467144
-    27  3712.0  85.309435  ...  87.783251             88.092894
-    28  3840.0  84.228485  ...  92.545605             86.265212
-    29  3968.0  93.504929  ...  86.419216             82.616073
-    30  4096.0  93.271527  ...  83.365047             83.938538
+    17  2432.0  71.305746  ...  74.918570             84.115159
+    18  2560.0  78.019048  ...  81.512437             80.908642
+    19  2688.0  83.186525  ...  89.464755             90.102270
+    20  2816.0  79.879498  ...  83.552120             82.602666
+    21  2944.0  81.100130  ...  82.102191             82.102191
+    22  3072.0  82.661468  ...  87.313963             86.579673
+    23  3200.0  84.656085  ...  95.952022             94.604578
+    24  3328.0  82.891535  ...  84.397770             84.003845
+    25  3456.0  81.849303  ...  91.511426             90.994998
+    26  3584.0  85.308722  ...  90.458141             96.579370
+    27  3712.0  85.528545  ...  88.015279             86.641231
+    28  3840.0  81.079177  ...  84.290672             91.209894
+    29  3968.0  85.871877  ...  91.130650             83.406657
+    30  4096.0  93.142072  ...  91.428970             89.299883
 
     [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  23.618 seconds)
+   **Total running time of the script:** ( 5 minutes  23.909 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 516bd6c9f..2aa3ef882 100644
--- a/v1.1.2/_sources/getting-started/tutorials/05-layer-norm.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/05-layer-norm.rst.txt
@@ -38,36 +38,36 @@ Layer Normalization
 
     layer-norm-backward:
               N      Triton       Torch        Apex
-    0    1024.0  307.200008   99.497980  311.088617
-    1    1536.0  351.085717  133.565214  344.523365
-    2    2048.0  423.724127  158.554837  332.108094
-    3    2560.0  461.954908  183.402991  332.108113
-    4    3072.0  511.999982  193.005236  317.793096
-    5    3584.0  551.384634  208.271186  311.652167
+    0    1024.0  311.088617   99.096776  311.088617
+    1    1536.0  351.085717  133.083026  341.333333
+    2    2048.0  423.724127  162.217818  336.657521
+    3    2560.0  461.954908  182.857144  330.322572
+    4    3072.0  515.580429  191.501303  320.556515
+    5    3584.0  554.941930  208.271186  308.301075
     6    4096.0  568.231237  220.412561  297.890900
-    7    4608.0  500.416301  232.825259  291.031570
-    8    5120.0  527.381977  240.941184  285.767451
-    9    5632.0  540.671974  242.671458  288.820505
-    10   6144.0  550.208948  250.775512  287.438593
-    11   6656.0  537.858601  255.590406  286.793541
-    12   7168.0  512.000004  256.381525  280.639473
-    13   7680.0  485.052616  262.938666  280.975614
-    14   8192.0  462.607053  265.327937  278.087683
-    15   8704.0  417.791980  268.159180  286.945050
-    16   9216.0  429.483477  271.724806  289.129410
-    17   9728.0  438.857162  282.653752  289.667485
-    18  10240.0  446.025405  285.435547  288.112552
-    19  10752.0  432.241202  246.229020  288.967529
-    20  11264.0  427.746848  244.426754  284.564206
-    21  11776.0  421.826879  250.553197  289.277383
-    22  12288.0  422.510018  254.015505  294.911986
-    23  12800.0  415.696898  254.304635  288.450715
-    24  13312.0  412.242569  252.559690  291.503659
-    25  13824.0  405.842204  257.790206  292.313649
-    26  14336.0  396.844280  253.547537  286.242939
-    27  14848.0  382.762626  259.165092  291.375307
-    28  15360.0  373.117425  260.155264  289.811315
-    29  15872.0  365.749395  261.267482  289.019722
+    7    4608.0  498.162157  231.849059  287.251954
+    8    5120.0  525.128191  242.845844  283.787523
+    9    5632.0  538.517949  243.107920  291.310338
+    10   6144.0  544.118087  248.661056  286.322318
+    11   6656.0  527.207907  256.000009  286.793541
+    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  267.472468  284.987724
+    16   9216.0  428.651187  273.066667  289.507855
+    17   9728.0  438.857162  280.615388  288.950501
+    18  10240.0  447.650282  286.767793  290.153487
+    19  10752.0  430.079980  246.699797  290.267711
+    20  11264.0  429.786952  245.091565  285.767446
+    21  11776.0  421.826879  249.447482  288.686414
+    22  12288.0  420.102570  254.453844  294.911986
+    23  12800.0  415.696898  253.465340  290.084977
+    24  13312.0  412.242569  252.759501  290.179836
+    25  13824.0  405.098897  257.190689  292.829653
+    26  14336.0  397.761846  254.862216  286.481278
+    27  14848.0  384.414233  257.293872  289.246765
+    28  15360.0  374.253788  257.790220  288.000007
+    29  15872.0  367.336555  262.890274  291.229369
 
 
 
@@ -329,7 +329,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  10.846 seconds)
+   **Total running time of the script:** ( 2 minutes  11.919 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 57856f16c..30bf534f0 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
 =================
-**12:39.525** total execution time for **getting-started_tutorials** files:
+**12:40.633** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:23.618 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:23.909 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:21.154 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:23.052 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:10.846 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:11.919 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:43.896 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:41.742 | 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 cb3072126..458b4fcb9 100644
--- a/v1.1.2/getting-started/tutorials/01-vector-add.html
+++ b/v1.1.2/getting-started/tutorials/01-vector-add.html
@@ -334,12 +334,12 @@ for different problem sizes.</p>
 10    4194304.0  780.190482  780.190482
 11    8388608.0  812.429770  812.429770
 12   16777216.0  833.084721  833.084721
-13   33554432.0  842.004273  842.004273
+13   33554432.0  842.004273  843.811163
 14   67108864.0  847.448255  848.362445
 15  134217728.0  849.737435  850.656574
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  43.896 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  41.742 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 16c4c57e7..179eafdbf 100644
--- a/v1.1.2/getting-started/tutorials/02-fused-softmax.html
+++ b/v1.1.2/getting-started/tutorials/02-fused-softmax.html
@@ -375,15 +375,15 @@ We will then compare its performance against (1) <code class="code docutils lite
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>softmax-performance:
           N      Triton  Torch (native)  Torch (jit)
 0     256.0  512.000001      546.133347   188.321838
-1     384.0  585.142862      585.142862   153.600004
+1     384.0  614.400016      585.142862   153.600004
 2     512.0  655.360017      606.814814   154.566038
-3     640.0  682.666684      640.000002   158.759699
+3     640.0  682.666684      640.000002   160.000000
 4     768.0  722.823517      664.216187   162.754967
 ..      ...         ...             ...          ...
-93  12160.0  812.359066      405.755985   198.834951
-94  12288.0  814.111783      415.661740   199.096718
-95  12416.0  814.163950      411.296057   198.755369
-96  12544.0  812.566838      412.546756   199.012395
+93  12160.0  814.058574      406.179533   198.834951
+94  12288.0  814.111783      416.101597   199.197579
+95  12416.0  812.498981      412.149375   198.755369
+96  12544.0  812.566838      412.971190   199.012395
 97  12672.0  812.633240      412.097543   199.069228
 
 [98 rows x 4 columns]
@@ -397,7 +397,7 @@ We will then compare its performance against (1) <code class="code docutils lite
 Note however that the PyTorch <cite>softmax</cite> operation is more general and will works on tensors of any shape.</p></li>
 </ul>
 </div></blockquote>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  21.154 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  23.052 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 daa1ec43a..509a23ab9 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   2.978909  ...   2.978909              2.978909
+0    256.0   2.730667  ...   2.978909              2.978909
 1    384.0   7.372800  ...   8.507077              8.507077
 2    512.0  14.563555  ...  16.384000             16.384000
 3    640.0  22.260869  ...  24.380953             24.380953
 4    768.0  32.768000  ...  34.028308             34.028308
-5    896.0  39.025776  ...  39.025776             39.025776
+5    896.0  39.025776  ...  40.140799             39.025776
 6   1024.0  51.150050  ...  53.773130             52.428801
 7   1152.0  45.242181  ...  46.656000             46.656000
 8   1280.0  51.200001  ...  56.888887             56.109587
 9   1408.0  64.138541  ...  67.305878             66.485074
-10  1536.0  80.430545  ...  79.526831             78.643199
+10  1536.0  80.430545  ...  79.526831             79.526831
 11  1664.0  62.929456  ...  62.061463             62.061463
 12  1792.0  72.512412  ...  72.047592             71.588687
-13  1920.0  69.120002  ...  70.530615             70.530615
-14  2048.0  73.908442  ...  76.959706             76.959706
-15  2176.0  83.500614  ...  86.367588             85.632545
+13  1920.0  69.120002  ...  70.530615             70.172588
+14  2048.0  73.908442  ...  77.314362             76.959706
+15  2176.0  83.155572  ...  86.367588             85.632545
 16  2304.0  68.251065  ...  76.809875             76.563695
-17  2432.0  71.305746  ...  85.393507             85.134737
-18  2560.0  77.926278  ...  80.709358             81.108913
-19  2688.0  83.186525  ...  89.044730             89.254248
-20  2816.0  79.879498  ...  79.733474             83.233226
-21  2944.0  82.102191  ...  83.198715             83.060049
-22  3072.0  80.202695  ...  88.060814             89.310890
-23  3200.0  84.432717  ...  95.451158             94.534716
-24  3328.0  82.843841  ...  83.130825             84.695641
-25  3456.0  82.688790  ...  90.994998             86.596744
-26  3584.0  84.745889  ...  93.176571             93.467144
-27  3712.0  85.309435  ...  87.783251             88.092894
-28  3840.0  84.228485  ...  92.545605             86.265212
-29  3968.0  93.504929  ...  86.419216             82.616073
-30  4096.0  93.271527  ...  83.365047             83.938538
+17  2432.0  71.305746  ...  74.918570             84.115159
+18  2560.0  78.019048  ...  81.512437             80.908642
+19  2688.0  83.186525  ...  89.464755             90.102270
+20  2816.0  79.879498  ...  83.552120             82.602666
+21  2944.0  81.100130  ...  82.102191             82.102191
+22  3072.0  82.661468  ...  87.313963             86.579673
+23  3200.0  84.656085  ...  95.952022             94.604578
+24  3328.0  82.891535  ...  84.397770             84.003845
+25  3456.0  81.849303  ...  91.511426             90.994998
+26  3584.0  85.308722  ...  90.458141             96.579370
+27  3712.0  85.528545  ...  88.015279             86.641231
+28  3840.0  81.079177  ...  84.290672             91.209894
+29  3968.0  85.871877  ...  91.130650             83.406657
+30  4096.0  93.142072  ...  91.428970             89.299883
 
 [31 rows x 5 columns]
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 5 minutes  23.618 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 5 minutes  23.909 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 a926e384e..02c89439c 100644
--- a/v1.1.2/getting-started/tutorials/05-layer-norm.html
+++ b/v1.1.2/getting-started/tutorials/05-layer-norm.html
@@ -194,36 +194,36 @@ to download the full example code</p>
 <p class="sphx-glr-script-out">Out:</p>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>layer-norm-backward:
           N      Triton       Torch        Apex
-0    1024.0  307.200008   99.497980  311.088617
-1    1536.0  351.085717  133.565214  344.523365
-2    2048.0  423.724127  158.554837  332.108094
-3    2560.0  461.954908  183.402991  332.108113
-4    3072.0  511.999982  193.005236  317.793096
-5    3584.0  551.384634  208.271186  311.652167
+0    1024.0  311.088617   99.096776  311.088617
+1    1536.0  351.085717  133.083026  341.333333
+2    2048.0  423.724127  162.217818  336.657521
+3    2560.0  461.954908  182.857144  330.322572
+4    3072.0  515.580429  191.501303  320.556515
+5    3584.0  554.941930  208.271186  308.301075
 6    4096.0  568.231237  220.412561  297.890900
-7    4608.0  500.416301  232.825259  291.031570
-8    5120.0  527.381977  240.941184  285.767451
-9    5632.0  540.671974  242.671458  288.820505
-10   6144.0  550.208948  250.775512  287.438593
-11   6656.0  537.858601  255.590406  286.793541
-12   7168.0  512.000004  256.381525  280.639473
-13   7680.0  485.052616  262.938666  280.975614
-14   8192.0  462.607053  265.327937  278.087683
-15   8704.0  417.791980  268.159180  286.945050
-16   9216.0  429.483477  271.724806  289.129410
-17   9728.0  438.857162  282.653752  289.667485
-18  10240.0  446.025405  285.435547  288.112552
-19  10752.0  432.241202  246.229020  288.967529
-20  11264.0  427.746848  244.426754  284.564206
-21  11776.0  421.826879  250.553197  289.277383
-22  12288.0  422.510018  254.015505  294.911986
-23  12800.0  415.696898  254.304635  288.450715
-24  13312.0  412.242569  252.559690  291.503659
-25  13824.0  405.842204  257.790206  292.313649
-26  14336.0  396.844280  253.547537  286.242939
-27  14848.0  382.762626  259.165092  291.375307
-28  15360.0  373.117425  260.155264  289.811315
-29  15872.0  365.749395  261.267482  289.019722
+7    4608.0  498.162157  231.849059  287.251954
+8    5120.0  525.128191  242.845844  283.787523
+9    5632.0  538.517949  243.107920  291.310338
+10   6144.0  544.118087  248.661056  286.322318
+11   6656.0  527.207907  256.000009  286.793541
+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  267.472468  284.987724
+16   9216.0  428.651187  273.066667  289.507855
+17   9728.0  438.857162  280.615388  288.950501
+18  10240.0  447.650282  286.767793  290.153487
+19  10752.0  430.079980  246.699797  290.267711
+20  11264.0  429.786952  245.091565  285.767446
+21  11776.0  421.826879  249.447482  288.686414
+22  12288.0  420.102570  254.453844  294.911986
+23  12800.0  415.696898  253.465340  290.084977
+24  13312.0  412.242569  252.759501  290.179836
+25  13824.0  405.098897  257.190689  292.829653
+26  14336.0  397.761846  254.862216  286.481278
+27  14848.0  384.414233  257.293872  289.246765
+28  15360.0  374.253788  257.790220  288.000007
+29  15872.0  367.336555  262.890274  291.229369
 </pre></div>
 </div>
 <div class="line-block">
@@ -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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