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diff --git a/master/_images/sphx_glr_02-fused-softmax_001.png b/master/_images/sphx_glr_02-fused-softmax_001.png
index c75d8bab8..69b3670f1 100644
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diff --git a/master/_images/sphx_glr_02-fused-softmax_thumb.png b/master/_images/sphx_glr_02-fused-softmax_thumb.png
index 771502b28..0e123ef67 100644
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diff --git a/master/_images/sphx_glr_03-matrix-multiplication_001.png b/master/_images/sphx_glr_03-matrix-multiplication_001.png
index c084cb525..2bff76a9e 100644
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diff --git a/master/_images/sphx_glr_03-matrix-multiplication_thumb.png b/master/_images/sphx_glr_03-matrix-multiplication_thumb.png
index 10c3640bb..5201dd32c 100644
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diff --git a/master/_images/sphx_glr_05-layer-norm_001.png b/master/_images/sphx_glr_05-layer-norm_001.png
index e1436cd2e..c075345d0 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 6c7d393ee..91aa5b4c6 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 d74fe5da0..d399702ef 100644
--- a/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
+++ b/master/_sources/getting-started/tutorials/01-vector-add.rst.txt
@@ -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  42.421 seconds)
+   **Total running time of the script:** ( 1 minutes  49.605 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 331a4ce7a..17d10474d 100644
--- a/master/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
+++ b/master/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
@@ -278,16 +278,16 @@ We will then compare its performance against (1) :code:`torch.softmax` and (2) t
 
     softmax-performance:
               N      Triton  Torch (native)  Torch (jit)
-    0     256.0  546.133347      546.133347   186.181817
-    1     384.0  614.400016      585.142862   151.703707
+    0     256.0  546.133347      546.133347   188.321838
+    1     384.0  614.400016      558.545450   151.703707
     2     512.0  655.360017      606.814814   154.566038
-    3     640.0  706.206879      640.000002   160.000000
-    4     768.0  722.823517      664.216187   162.754967
+    3     640.0  706.206879      640.000002   158.759699
+    4     768.0  722.823517      664.216187   163.839992
     ..      ...         ...             ...          ...
-    93  12160.0  812.359066      405.755985   198.936606
-    94  12288.0  812.429770      415.661740   199.096718
-    95  12416.0  812.498981      411.722274   198.655991
-    96  12544.0  810.925276      412.971190   198.913776
+    93  12160.0  812.359066      405.755985   198.733401
+    94  12288.0  812.429770      415.222812   198.995960
+    95  12416.0  812.498981      412.149375   198.655991
+    96  12544.0  810.925276      412.971190   198.815254
     97  12672.0  811.007961      412.097543   198.971549
 
     [98 rows x 4 columns]
@@ -306,7 +306,7 @@ In the above plot, we can see that:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 3 minutes  32.935 seconds)
+   **Total running time of the script:** ( 3 minutes  32.100 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 597b1de01..ce2e48e87 100644
--- a/master/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
+++ b/master/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
@@ -466,30 +466,30 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
     4    768.0  32.768000  ...  35.389441             34.028308
     5    896.0  37.971025  ...  40.140799             39.025776
     6   1024.0  49.932191  ...  53.773130             52.428801
-    7   1152.0  45.242181  ...  47.396572             47.396572
+    7   1152.0  45.242181  ...  48.161033             47.396572
     8   1280.0  51.200001  ...  57.690139             57.690139
-    9   1408.0  64.138541  ...  68.147202             67.305878
+    9   1408.0  64.138541  ...  69.009825             67.305878
     10  1536.0  80.430545  ...  81.355034             79.526831
     11  1664.0  62.929456  ...  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
-    15  2176.0  83.500614  ...  87.494120             85.998493
-    16  2304.0  68.446623  ...  77.558029             77.307030
-    17  2432.0  71.305746  ...  86.179335             85.653855
-    18  2560.0  77.833728  ...  82.539044             81.715711
-    19  2688.0  83.369354  ...  91.185232             89.254248
-    20  2816.0  79.443003  ...  84.523664             83.233226
-    21  2944.0  82.373605  ...  83.337844             82.784108
-    22  3072.0  81.707223  ...  89.310890             88.890270
-    23  3200.0  84.656085  ...  96.969694             95.808380
-    24  3328.0  81.530349  ...  84.795401             84.397770
-    25  3456.0  81.435930  ...  89.380896             91.304157
-    26  3584.0  87.042978  ...  99.244365             98.375705
-    27  3712.0  85.019017  ...  87.706180             87.629253
-    28  3840.0  81.859361  ...  86.265212             90.352941
-    29  3968.0  85.811488  ...  91.954739             84.856701
-    30  4096.0  93.206754  ...  86.816123             84.599893
+    13  1920.0  69.120002  ...  71.257735             71.257735
+    14  2048.0  73.584279  ...  78.033565             77.314362
+    15  2176.0  83.155572  ...  87.494120             85.998493
+    16  2304.0  68.251065  ...  78.064941             77.307030
+    17  2432.0  71.305746  ...  86.179335             75.118889
+    18  2560.0  77.833728  ...  82.747477             81.715711
+    19  2688.0  83.922689  ...  90.966561             88.836198
+    20  2816.0  79.733474  ...  83.873477             83.074685
+    21  2944.0  82.509987  ...  83.617504             82.373605
+    22  3072.0  81.530748  ...  89.735509             88.060814
+    23  3200.0  84.432717  ...  96.530922             95.380032
+    24  3328.0  82.843841  ...  85.754970             83.808259
+    25  3456.0  80.945348  ...  85.133652             81.271743
+    26  3584.0  87.466332  ...  95.249353             98.699661
+    27  3712.0  85.896254  ...  81.283434             87.706180
+    28  3840.0  81.019778  ...  86.332554             89.766237
+    29  3968.0  85.751184  ...  90.388098             86.114283
+    30  4096.0  91.867031  ...  83.081233             89.807782
 
     [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  41.087 seconds)
+   **Total running time of the script:** ( 7 minutes  11.851 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 f0aa2598c..c86ccf489 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  0.011 seconds)
+   **Total running time of the script:** ( 0 minutes  0.290 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 32632232f..03e11b8ac 100644
--- a/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
+++ b/master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
@@ -41,33 +41,33 @@ Layer Normalization
     0    1024.0  585.142849  277.694907  481.882344
     1    1536.0  630.153868  323.368435  511.999982
     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  455.111095
-    7    4608.0  670.254540  396.387087  426.173427
+    3    2560.0  694.237267  362.477870  512.000013
+    4    3072.0  702.171410  378.092307  501.551037
+    5    3584.0  725.873439  384.859062  458.751978
+    6    4096.0  728.177767  383.251446  451.972420
+    7    4608.0  670.254540  396.387087  428.651163
     8    5120.0  688.403381  397.669909  424.455959
-    9    5632.0  698.542675  398.725657  413.357796
-    10   6144.0  702.171410  402.885254  411.313806
-    11   6656.0  700.631610  400.360920  398.861429
-    12   7168.0  690.891575  382.293315  382.293315
-    13   7680.0  678.895043  392.587863  386.415087
-    14   8192.0  642.509816  392.431125  376.643677
-    15   8704.0  627.315309  392.292962  380.502740
-    16   9216.0  606.814809  403.989025  383.999986
-    17   9728.0  589.575753  408.524944  382.427505
-    18  10240.0  566.920437  408.578556  381.911416
-    19  10752.0  547.872604  411.559798  380.601764
-    20  11264.0  531.634232  396.969169  369.311483
-    21  11776.0  520.486200  408.711507  376.831982
-    22  12288.0  513.336807  413.911572  382.505826
+    9    5632.0  698.542675  398.725657  411.470331
+    10   6144.0  697.191505  404.543206  409.600010
+    11   6656.0  700.631610  400.360920  400.360920
+    12   7168.0  686.754468  383.571898  383.571898
+    13   7680.0  682.666656  392.587863  386.415087
+    14   8192.0  639.375598  392.431125  373.424507
+    15   8704.0  624.502255  391.191007  380.502740
+    16   9216.0  604.327881  403.989025  382.010363
+    17   9728.0  585.142883  409.599987  383.369452
+    18  10240.0  564.965524  409.600010  382.803739
+    19  10752.0  546.133312  410.577576  380.601764
+    20  11264.0  530.070590  396.969169  367.804077
+    21  11776.0  519.052343  409.599991  377.587162
+    22  12288.0  513.336807  413.911572  383.251457
     23  12800.0  504.433489  410.420828  377.163903
-    24  13312.0  494.180982  404.927765  376.310952
-    25  13824.0  481.882350  411.122660  379.389355
-    26  14336.0  471.967074  400.307157  373.576536
-    27  14848.0  460.403127  404.715511  374.712936
-    28  15360.0  454.269882  406.887417  378.674888
-    29  15872.0  447.887117  407.627589  376.225175
+    24  13312.0  494.180982  408.030638  376.976995
+    25  13824.0  481.882350  412.656711  379.389355
+    26  14336.0  471.967074  398.914774  371.158581
+    27  14848.0  461.297068  406.794504  375.304904
+    28  15360.0  454.269882  406.887417  377.511515
+    29  15872.0  447.887117  408.282944  376.225175
 
 
 
@@ -393,7 +393,7 @@ Layer Normalization
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 5 minutes  40.350 seconds)
+   **Total running time of the script:** ( 5 minutes  37.085 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 59412ecd7..94cde5de4 100644
--- a/master/_sources/getting-started/tutorials/06-fused-attention.rst.txt
+++ b/master/_sources/getting-started/tutorials/06-fused-attention.rst.txt
@@ -390,7 +390,7 @@ This is a Triton implementation of the Flash Attention algorithm
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  0.071 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 297ebf116..d3cced941 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  0.010 seconds)
+   **Total running time of the script:** ( 0 minutes  0.253 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 2aba9ab6b..ccb585e00 100644
--- a/master/_sources/getting-started/tutorials/sg_execution_times.rst.txt
+++ b/master/_sources/getting-started/tutorials/sg_execution_times.rst.txt
@@ -5,20 +5,20 @@
 
 Computation times
 =================
-**17:36.885** total execution time for **getting-started_tutorials** files:
+**18:11.256** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:41.087 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 07:11.851 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 05:40.350 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 05:37.085 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:32.935 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:32.100 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:42.421 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:49.605 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_06-fused-attention.py` (``06-fused-attention.py``)             | 00:00.071 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.290 | 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_07-libdevice-function.py` (``07-libdevice-function.py``)       | 00:00.253 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_07-libdevice-function.py` (``07-libdevice-function.py``)       | 00:00.010 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_06-fused-attention.py` (``06-fused-attention.py``)             | 00:00.072 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/master/getting-started/tutorials/01-vector-add.html b/master/getting-started/tutorials/01-vector-add.html
index e5c8bfe06..cd665140b 100644
--- a/master/getting-started/tutorials/01-vector-add.html
+++ b/master/getting-started/tutorials/01-vector-add.html
@@ -342,7 +342,7 @@ for different problem sizes.</p>
 15  134217728.0  849.737435  850.656574
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  42.421 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  49.605 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 2ce6ff602..08d9dddd4 100644
--- a/master/getting-started/tutorials/02-fused-softmax.html
+++ b/master/getting-started/tutorials/02-fused-softmax.html
@@ -371,16 +371,16 @@ 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      546.133347   186.181817
-1     384.0  614.400016      585.142862   151.703707
+0     256.0  546.133347      546.133347   188.321838
+1     384.0  614.400016      558.545450   151.703707
 2     512.0  655.360017      606.814814   154.566038
-3     640.0  706.206879      640.000002   160.000000
-4     768.0  722.823517      664.216187   162.754967
+3     640.0  706.206879      640.000002   158.759699
+4     768.0  722.823517      664.216187   163.839992
 ..      ...         ...             ...          ...
-93  12160.0  812.359066      405.755985   198.936606
-94  12288.0  812.429770      415.661740   199.096718
-95  12416.0  812.498981      411.722274   198.655991
-96  12544.0  810.925276      412.971190   198.913776
+93  12160.0  812.359066      405.755985   198.733401
+94  12288.0  812.429770      415.222812   198.995960
+95  12416.0  812.498981      412.149375   198.655991
+96  12544.0  810.925276      412.971190   198.815254
 97  12672.0  811.007961      412.097543   198.971549
 
 [98 rows x 4 columns]
@@ -394,7 +394,7 @@ We will then compare its performance against (1) <code class="code docutils lite
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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 07648a2a3..012715bbb 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 db2c7d56b..8aebba203 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 f0b9dff06..f88d250e1 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
@@ -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  44.518 seconds)
+   **Total running time of the script:** ( 1 minutes  49.024 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 c7ab9c6c3..c7f6b1a12 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   190.511628
-    1     384.0  585.142862      585.142862   151.703707
+    0     256.0  512.000001      546.133347   188.321838
+    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   160.000000
-    4     768.0  722.823517      664.216187   163.839992
+    4     768.0  722.823517      664.216187   162.754967
     ..      ...         ...             ...          ...
-    93  12160.0  814.058574      405.755985   198.530610
-    94  12288.0  814.111783      415.661740   198.895304
-    95  12416.0  812.498981      411.296057   198.556711
-    96  12544.0  812.566838      412.971190   198.815254
-    97  12672.0  812.633240      412.097543   198.873965
+    93  12160.0  814.058574      406.179533   198.936606
+    94  12288.0  814.111783      416.101597   199.197579
+    95  12416.0  812.498981      412.149375   198.854847
+    96  12544.0  812.566838      412.546756   199.111113
+    97  12672.0  812.633240      412.097543   199.167004
 
     [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  22.299 seconds)
+   **Total running time of the script:** ( 3 minutes  23.755 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 6edee1201..f3847904a 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
@@ -462,8 +462,8 @@ 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  ...   3.276800              3.276800
-    1    384.0   7.372800  ...   8.507077              7.899428
+    0    256.0   2.978909  ...   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
@@ -475,24 +475,24 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
     10  1536.0  80.430545  ...  79.526831             78.643199
     11  1664.0  62.929456  ...  62.061463             62.061463
     12  1792.0  72.512412  ...  71.588687             71.588687
-    13  1920.0  69.120002  ...  70.530615             70.530615
+    13  1920.0  69.120002  ...  70.530615             70.172588
     14  2048.0  73.908442  ...  77.314362             76.959706
-    15  2176.0  83.500614  ...  86.367588             85.632545
-    16  2304.0  68.446623  ...  76.809875             76.076024
-    17  2432.0  71.305746  ...  74.918570             84.367759
-    18  2560.0  77.833728  ...  81.512437             80.511054
-    19  2688.0  83.922689  ...  88.836198             89.254248
-    20  2816.0  79.587973  ...  82.916747             83.233226
-    21  2944.0  81.967162  ...  79.737653             82.646820
-    22  3072.0  82.540970  ...  87.381335             87.246694
-    23  3200.0  82.368085  ...  91.822093             93.430660
-    24  3328.0  79.901550  ...  84.895397             85.096096
-    25  3456.0  82.099354  ...  90.994998             88.595129
-    26  3584.0  86.540320  ...  93.661869             95.047985
-    27  3712.0  81.682211  ...  92.326568             87.514102
-    28  3840.0  80.139129  ...  84.550462             91.625518
-    29  3968.0  85.811488  ...  91.266964             83.606668
-    30  4096.0  93.792965  ...  91.304576             87.267706
+    15  2176.0  83.155572  ...  86.367588             84.909907
+    16  2304.0  68.251065  ...  76.809875             76.076024
+    17  2432.0  71.305746  ...  74.719317             84.877538
+    18  2560.0  78.019048  ...  81.108913             80.511054
+    19  2688.0  83.369354  ...  90.102270             89.044730
+    20  2816.0  81.218262  ...  81.369790             82.759409
+    21  2944.0  81.967162  ...  82.373605             82.921853
+    22  3072.0  81.472093  ...  88.473602             87.112467
+    23  3200.0  79.601989  ...  91.822093             93.430660
+    24  3328.0  79.901550  ...  84.895397             84.995628
+    25  3456.0  82.099354  ...  90.892410             90.892410
+    26  3584.0  86.540320  ...  91.656871             93.955476
+    27  3712.0  85.455380  ...  85.970176             87.322855
+    28  3840.0  80.255442  ...  85.930069             91.022218
+    29  3968.0  85.720125  ...  91.130650             83.690893
+    30  4096.0  93.142072  ...  87.381330             86.202781
 
     [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  22.782 seconds)
+   **Total running time of the script:** ( 5 minutes  24.465 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 9a7980552..63fc47866 100644
--- a/v1.1.2/_sources/getting-started/tutorials/05-layer-norm.rst.txt
+++ b/v1.1.2/_sources/getting-started/tutorials/05-layer-norm.rst.txt
@@ -38,36 +38,36 @@ Layer Normalization
 
     layer-norm-backward:
               N      Triton       Torch        Apex
-    0    1024.0  311.088617   99.096776  303.407414
-    1    1536.0  351.085717  135.529409  341.333333
-    2    2048.0  427.408686  160.104230  323.368435
-    3    2560.0  465.454542  182.314537  330.322572
-    4    3072.0  519.211251  192.501302  319.168834
-    5    3584.0  554.941930  208.776702  310.527060
-    6    4096.0  571.534884  220.412561  300.623865
-    7    4608.0  502.690905  233.316456  290.267724
-    8    5120.0  527.381977  241.414550  286.433562
-    9    5632.0  540.671974  241.803217  288.820505
-    10   6144.0  538.160602  250.775512  288.000001
-    11   6656.0  528.953642  256.000009  285.257135
-    12   7168.0  510.480705  250.775516  274.373205
-    13   7680.0  481.253256  264.068761  280.121579
-    14   8192.0  461.521112  265.686491  281.673345
-    15   8704.0  416.958106  264.425310  282.673891
-    16   9216.0  431.157889  271.391419  287.625496
-    17   9728.0  438.857162  280.615388  288.593329
-    18  10240.0  445.217381  286.433562  288.450695
-    19  10752.0  429.364408  246.935876  290.267711
-    20  11264.0  429.104745  243.765566  284.264977
-    21  11776.0  421.826879  249.227509  288.686414
-    22  12288.0  421.905564  253.578674  294.617366
-    23  12800.0  416.260178  253.465340  288.180121
-    24  13312.0  410.125805  252.360194  289.653667
-    25  13824.0  407.087128  257.190689  291.799461
-    26  14336.0  398.222222  251.692749  284.115601
-    27  14848.0  385.245405  255.266469  286.687039
-    28  15360.0  376.163261  260.522978  289.583654
-    29  15872.0  370.552519  263.618003  292.122692
+    0    1024.0  311.088617   99.497980  311.088617
+    1    1536.0  354.461542  133.083026  341.333333
+    2    2048.0  423.724127  162.217818  327.679984
+    3    2560.0  465.454542  182.857144  326.808501
+    4    3072.0  515.580429  191.501303  316.429186
+    5    3584.0  554.941930  208.271186  307.199992
+    6    4096.0  568.231237  220.412561  298.796351
+    7    4608.0  498.162157  231.849059  291.799469
+    8    5120.0  525.128191  242.845844  287.102804
+    9    5632.0  538.517949  243.545956  290.683877
+    10   6144.0  544.118087  248.661056  286.322318
+    11   6656.0  527.207907  256.410903  286.279570
+    12   7168.0  507.469040  262.243907  288.644296
+    13   7680.0  482.513091  260.707203  276.756754
+    14   8192.0  460.440290  269.326017  287.018988
+    15   8704.0  417.791980  267.815384  284.987724
+    16   9216.0  428.651187  273.066667  289.507855
+    17   9728.0  439.683593  280.615388  288.950501
+    18  10240.0  447.650282  286.767793  288.112552
+    19  10752.0  430.079980  246.699797  290.594591
+    20  11264.0  429.786952  245.091565  285.767446
+    21  11776.0  421.826879  249.447482  288.686414
+    22  12288.0  420.701865  254.234486  295.207195
+    23  12800.0  415.696898  253.465340  288.721817
+    24  13312.0  412.775186  252.759501  290.179836
+    25  13824.0  405.098897  257.390218  292.829653
+    26  14336.0  397.761846  255.051144  286.481278
+    27  14848.0  383.999990  257.293872  289.246765
+    28  15360.0  374.253788  257.790220  287.102804
+    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  11.871 seconds)
+   **Total running time of the script:** ( 2 minutes  12.243 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 e3b5d54cb..698048c53 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
 =================
-**12:41.480** total execution time for **getting-started_tutorials** files:
+**12:49.498** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:22.782 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:24.465 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:22.299 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:23.755 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:11.871 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)                       | 02:12.243 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:44.518 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:49.024 | 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 f2dde043c..ec5d033c2 100644
--- a/v1.1.2/getting-started/tutorials/01-vector-add.html
+++ b/v1.1.2/getting-started/tutorials/01-vector-add.html
@@ -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  44.518 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  49.024 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 99d5b70d3..bb6f96818 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   190.511628
-1     384.0  585.142862      585.142862   151.703707
+0     256.0  512.000001      546.133347   188.321838
+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   160.000000
-4     768.0  722.823517      664.216187   163.839992
+4     768.0  722.823517      664.216187   162.754967
 ..      ...         ...             ...          ...
-93  12160.0  814.058574      405.755985   198.530610
-94  12288.0  814.111783      415.661740   198.895304
-95  12416.0  812.498981      411.296057   198.556711
-96  12544.0  812.566838      412.971190   198.815254
-97  12672.0  812.633240      412.097543   198.873965
+93  12160.0  814.058574      406.179533   198.936606
+94  12288.0  814.111783      416.101597   199.197579
+95  12416.0  812.498981      412.149375   198.854847
+96  12544.0  812.566838      412.546756   199.111113
+97  12672.0  812.633240      412.097543   199.167004
 
 [98 rows x 4 columns]
 </pre></div>
@@ -397,7 +397,7 @@ We will then compare its performance against (1) <code class="code docutils lite
 Note however that the PyTorch <cite>softmax</cite> operation is more general and will works on tensors of any shape.</p></li>
 </ul>
 </div></blockquote>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  22.299 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  23.755 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 9daa75ad2..bfb91b869 100644
--- a/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html
+++ b/v1.1.2/getting-started/tutorials/03-matrix-multiplication.html
@@ -568,8 +568,8 @@ 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  ...   3.276800              3.276800
-1    384.0   7.372800  ...   8.507077              7.899428
+0    256.0   2.978909  ...   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
@@ -581,29 +581,29 @@ torch_output=tensor([[  1.1045, -36.9688,  31.4688,  ..., -11.3906,  24.4531, -3
 10  1536.0  80.430545  ...  79.526831             78.643199
 11  1664.0  62.929456  ...  62.061463             62.061463
 12  1792.0  72.512412  ...  71.588687             71.588687
-13  1920.0  69.120002  ...  70.530615             70.530615
+13  1920.0  69.120002  ...  70.530615             70.172588
 14  2048.0  73.908442  ...  77.314362             76.959706
-15  2176.0  83.500614  ...  86.367588             85.632545
-16  2304.0  68.446623  ...  76.809875             76.076024
-17  2432.0  71.305746  ...  74.918570             84.367759
-18  2560.0  77.833728  ...  81.512437             80.511054
-19  2688.0  83.922689  ...  88.836198             89.254248
-20  2816.0  79.587973  ...  82.916747             83.233226
-21  2944.0  81.967162  ...  79.737653             82.646820
-22  3072.0  82.540970  ...  87.381335             87.246694
-23  3200.0  82.368085  ...  91.822093             93.430660
-24  3328.0  79.901550  ...  84.895397             85.096096
-25  3456.0  82.099354  ...  90.994998             88.595129
-26  3584.0  86.540320  ...  93.661869             95.047985
-27  3712.0  81.682211  ...  92.326568             87.514102
-28  3840.0  80.139129  ...  84.550462             91.625518
-29  3968.0  85.811488  ...  91.266964             83.606668
-30  4096.0  93.792965  ...  91.304576             87.267706
+15  2176.0  83.155572  ...  86.367588             84.909907
+16  2304.0  68.251065  ...  76.809875             76.076024
+17  2432.0  71.305746  ...  74.719317             84.877538
+18  2560.0  78.019048  ...  81.108913             80.511054
+19  2688.0  83.369354  ...  90.102270             89.044730
+20  2816.0  81.218262  ...  81.369790             82.759409
+21  2944.0  81.967162  ...  82.373605             82.921853
+22  3072.0  81.472093  ...  88.473602             87.112467
+23  3200.0  79.601989  ...  91.822093             93.430660
+24  3328.0  79.901550  ...  84.895397             84.995628
+25  3456.0  82.099354  ...  90.892410             90.892410
+26  3584.0  86.540320  ...  91.656871             93.955476
+27  3712.0  85.455380  ...  85.970176             87.322855
+28  3840.0  80.255442  ...  85.930069             91.022218
+29  3968.0  85.720125  ...  91.130650             83.690893
+30  4096.0  93.142072  ...  87.381330             86.202781
 
 [31 rows x 5 columns]
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 5 minutes  22.782 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 5 minutes  24.465 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 70a678c87..17b1acd3b 100644
--- a/v1.1.2/getting-started/tutorials/05-layer-norm.html
+++ b/v1.1.2/getting-started/tutorials/05-layer-norm.html
@@ -194,36 +194,36 @@ to download the full example code</p>
 <p class="sphx-glr-script-out">Out:</p>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>layer-norm-backward:
           N      Triton       Torch        Apex
-0    1024.0  311.088617   99.096776  303.407414
-1    1536.0  351.085717  135.529409  341.333333
-2    2048.0  427.408686  160.104230  323.368435
-3    2560.0  465.454542  182.314537  330.322572
-4    3072.0  519.211251  192.501302  319.168834
-5    3584.0  554.941930  208.776702  310.527060
-6    4096.0  571.534884  220.412561  300.623865
-7    4608.0  502.690905  233.316456  290.267724
-8    5120.0  527.381977  241.414550  286.433562
-9    5632.0  540.671974  241.803217  288.820505
-10   6144.0  538.160602  250.775512  288.000001
-11   6656.0  528.953642  256.000009  285.257135
-12   7168.0  510.480705  250.775516  274.373205
-13   7680.0  481.253256  264.068761  280.121579
-14   8192.0  461.521112  265.686491  281.673345
-15   8704.0  416.958106  264.425310  282.673891
-16   9216.0  431.157889  271.391419  287.625496
-17   9728.0  438.857162  280.615388  288.593329
-18  10240.0  445.217381  286.433562  288.450695
-19  10752.0  429.364408  246.935876  290.267711
-20  11264.0  429.104745  243.765566  284.264977
-21  11776.0  421.826879  249.227509  288.686414
-22  12288.0  421.905564  253.578674  294.617366
-23  12800.0  416.260178  253.465340  288.180121
-24  13312.0  410.125805  252.360194  289.653667
-25  13824.0  407.087128  257.190689  291.799461
-26  14336.0  398.222222  251.692749  284.115601
-27  14848.0  385.245405  255.266469  286.687039
-28  15360.0  376.163261  260.522978  289.583654
-29  15872.0  370.552519  263.618003  292.122692
+0    1024.0  311.088617   99.497980  311.088617
+1    1536.0  354.461542  133.083026  341.333333
+2    2048.0  423.724127  162.217818  327.679984
+3    2560.0  465.454542  182.857144  326.808501
+4    3072.0  515.580429  191.501303  316.429186
+5    3584.0  554.941930  208.271186  307.199992
+6    4096.0  568.231237  220.412561  298.796351
+7    4608.0  498.162157  231.849059  291.799469
+8    5120.0  525.128191  242.845844  287.102804
+9    5632.0  538.517949  243.545956  290.683877
+10   6144.0  544.118087  248.661056  286.322318
+11   6656.0  527.207907  256.410903  286.279570
+12   7168.0  507.469040  262.243907  288.644296
+13   7680.0  482.513091  260.707203  276.756754
+14   8192.0  460.440290  269.326017  287.018988
+15   8704.0  417.791980  267.815384  284.987724
+16   9216.0  428.651187  273.066667  289.507855
+17   9728.0  439.683593  280.615388  288.950501
+18  10240.0  447.650282  286.767793  288.112552
+19  10752.0  430.079980  246.699797  290.594591
+20  11264.0  429.786952  245.091565  285.767446
+21  11776.0  421.826879  249.447482  288.686414
+22  12288.0  420.701865  254.234486  295.207195
+23  12800.0  415.696898  253.465340  288.721817
+24  13312.0  412.775186  252.759501  290.179836
+25  13824.0  405.098897  257.390218  292.829653
+26  14336.0  397.761846  255.051144  286.481278
+27  14848.0  383.999990  257.293872  289.246765
+28  15360.0  374.253788  257.790220  287.102804
+29  15872.0  367.336555  262.890274  291.229369
 </pre></div>
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 <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>
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 2 minutes  11.871 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 2 minutes  12.243 seconds)</p>
 <div class="sphx-glr-footer class sphx-glr-footer-example docutils container" id="sphx-glr-download-getting-started-tutorials-05-layer-norm-py">
 <div class="sphx-glr-download sphx-glr-download-python docutils container">
 <p><a class="reference download internal" download="" href="../../_downloads/935c0dd0fbeb4b2e69588471cbb2d4b2/05-layer-norm.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">05-layer-norm.py</span></code></a></p>
diff --git a/v1.1.2/getting-started/tutorials/sg_execution_times.html b/v1.1.2/getting-started/tutorials/sg_execution_times.html
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   <div class="section" id="computation-times">
 <span id="sphx-glr-getting-started-tutorials-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Permalink to this headline">¶</a></h1>
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 <tr class="row-odd"><td><p><a class="reference internal" href="04-low-memory-dropout.html#sphx-glr-getting-started-tutorials-04-low-memory-dropout-py"><span class="std std-ref">Low-Memory Dropout</span></a> (<code class="docutils literal notranslate"><span class="pre">04-low-memory-dropout.py</span></code>)</p></td>
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