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diff --git a/_downloads/763344228ae6bc253ed1a6cf586aa30d/tutorials_python.zip b/_downloads/763344228ae6bc253ed1a6cf586aa30d/tutorials_python.zip
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diff --git a/_images/sphx_glr_01-vector-add_001.png b/_images/sphx_glr_01-vector-add_001.png
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diff --git a/_images/sphx_glr_02-fused-softmax_001.png b/_images/sphx_glr_02-fused-softmax_001.png
index 9b6403127..3c6ffa7b8 100644
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diff --git a/_images/sphx_glr_02-fused-softmax_thumb.png b/_images/sphx_glr_02-fused-softmax_thumb.png
index cc5ba484d..9b8aded24 100644
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diff --git a/_images/sphx_glr_03-matrix-multiplication_001.png b/_images/sphx_glr_03-matrix-multiplication_001.png
index 9b60b9a90..4f3a434a0 100644
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diff --git a/_images/sphx_glr_03-matrix-multiplication_thumb.png b/_images/sphx_glr_03-matrix-multiplication_thumb.png
index f1313e4fa..b4e597876 100644
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diff --git a/_sources/getting-started/tutorials/01-vector-add.rst.txt b/_sources/getting-started/tutorials/01-vector-add.rst.txt
index a91e6858c..0af83ec3d 100644
--- a/_sources/getting-started/tutorials/01-vector-add.rst.txt
+++ b/_sources/getting-started/tutorials/01-vector-add.rst.txt
@@ -234,7 +234,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
     0        4096.0    9.600000    9.600000
     1        8192.0   19.200000   19.200000
     2       16384.0   38.400001   38.400001
-    3       32768.0   63.999998   63.999998
+    3       32768.0   63.999998   76.800002
     4       65536.0  127.999995  127.999995
     5      131072.0  219.428568  219.428568
     6      262144.0  341.333321  384.000001
@@ -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:** ( 0 minutes  11.005 seconds)
+   **Total running time of the script:** ( 0 minutes  11.026 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_01-vector-add.py:
diff --git a/_sources/getting-started/tutorials/02-fused-softmax.rst.txt b/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
index e7f0446a4..e5637a733 100644
--- a/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
+++ b/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
@@ -306,11 +306,11 @@ We will then compare its performance against (1) :code:`torch.softmax` and (2) t
     3     640.0  682.666684      640.000002   160.000000
     4     768.0  702.171410      664.216187   163.839992
     ..      ...         ...             ...          ...
-    93  12160.0  812.359066      406.179533   199.038365
-    94  12288.0  812.429770      415.661740   199.298541
-    95  12416.0  810.840807      412.149375   198.954424
-    96  12544.0  810.925276      412.971190   199.209928
-    97  12672.0  809.389265      412.097543   199.264875
+    93  12160.0  812.359066      405.755985   198.936606
+    94  12288.0  812.429770      415.661740   199.197579
+    95  12416.0  810.840807      412.149375   198.755369
+    96  12544.0  810.925276      412.971190   199.111113
+    97  12672.0  811.007961      412.097543   199.069228
 
     [98 rows x 4 columns]
 
@@ -328,7 +328,7 @@ In the above plot, we can see that:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 1 minutes  12.592 seconds)
+   **Total running time of the script:** ( 1 minutes  12.593 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_02-fused-softmax.py:
diff --git a/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt b/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
index 30b6bf052..a3bff028d 100644
--- a/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
+++ b/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
@@ -462,37 +462,37 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
 
     matmul-performance:
              M     cuBLAS  ...     Triton  Triton (+ LeakyReLU)
-    0    256.0   2.730667  ...   3.276800              2.978909
-    1    384.0   7.372800  ...   8.507077              7.899428
-    2    512.0  14.563555  ...  15.420235             15.420235
+    0    256.0   2.730667  ...   2.978909              2.978909
+    1    384.0   7.372800  ...   7.899428              7.899428
+    2    512.0  14.563555  ...  16.384000             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  ...  40.140799             39.025776
-    6   1024.0  49.932191  ...  53.773130             52.428801
+    6   1024.0  49.932191  ...  52.428801             52.428801
     7   1152.0  44.566925  ...  46.656000             46.656000
     8   1280.0  51.200001  ...  56.888887             56.109587
-    9   1408.0  64.138541  ...  64.902096             64.138541
-    10  1536.0  79.526831  ...  76.106321             76.106321
-    11  1664.0  62.929456  ...  62.492442             62.061463
-    12  1792.0  72.983276  ...  70.246402             69.810085
-    13  1920.0  69.467336  ...  70.530615             70.530615
+    9   1408.0  64.138541  ...  65.684049             58.621246
+    10  1536.0  79.526831  ...  75.296679             75.296679
+    11  1664.0  63.372618  ...  62.492442             62.492442
+    12  1792.0  72.983276  ...  69.810085             69.810085
+    13  1920.0  69.467336  ...  67.434145             70.530615
     14  2048.0  73.908442  ...  75.234154             74.898285
-    15  2176.0  83.500614  ...  80.173899             78.302130
-    16  2304.0  68.251065  ...  73.275679             73.275679
-    17  2432.0  71.125224  ...  81.669953             81.908060
-    18  2560.0  77.649287  ...  76.740048             76.560748
-    19  2688.0  83.004501  ...  80.708630             83.552988
-    20  2816.0  82.446516  ...  79.443003             77.882512
-    21  2944.0  81.967162  ...  80.122235             78.979452
-    22  3072.0  80.890151  ...  83.886078             83.514905
-    23  3200.0  81.321474  ...  89.260810             88.642656
-    24  3328.0  82.939284  ...  86.841126             84.200347
-    25  3456.0  81.932484  ...  80.702267             85.043848
-    26  3584.0  87.296493  ...  92.126428             85.392267
-    27  3712.0  85.163978  ...  82.084920             87.018592
-    28  3840.0  85.070769  ...  87.632333             88.332269
-    29  3968.0  92.864488  ...  84.038524             83.980685
-    30  4096.0  93.727466  ...  86.424811             85.271746
+    15  2176.0  83.500614  ...  80.173899             79.855747
+    16  2304.0  68.446623  ...  73.501144             73.275679
+    17  2432.0  71.305746  ...  80.041209             80.041209
+    18  2560.0  77.649287  ...  76.560748             76.382283
+    19  2688.0  81.752274  ...  81.752274             82.823267
+    20  2816.0  83.552120  ...  79.298560             78.301990
+    21  2944.0  83.060049  ...  80.122235             78.605729
+    22  3072.0  82.540970  ...  83.025078             82.540970
+    23  3200.0  81.424937  ...  86.253369             88.275863
+    24  3328.0  83.419811  ...  82.088138             84.496824
+    25  3456.0  81.766291  ...  85.133652             83.545665
+    26  3584.0  85.715344  ...  95.553020             94.349836
+    27  3712.0  80.627396  ...  89.035062             88.718781
+    28  3840.0  85.333335  ...  87.011801             84.679936
+    29  3968.0  86.173193  ...  87.472354             87.409694
+    30  4096.0  93.531519  ...  89.837839             86.816123
 
     [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:** ( 2 minutes  6.363 seconds)
+   **Total running time of the script:** ( 2 minutes  19.830 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_03-matrix-multiplication.py:
diff --git a/_sources/getting-started/tutorials/sg_execution_times.rst.txt b/_sources/getting-started/tutorials/sg_execution_times.rst.txt
index 61b80e8d2..b9d359c08 100644
--- a/_sources/getting-started/tutorials/sg_execution_times.rst.txt
+++ b/_sources/getting-started/tutorials/sg_execution_times.rst.txt
@@ -5,12 +5,12 @@
 
 Computation times
 =================
-**03:29.960** total execution time for **getting-started_tutorials** files:
+**03:43.449** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 02:06.363 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 02:19.830 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 01:12.592 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 01:12.593 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 00:11.005 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 00:11.026 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/getting-started/tutorials/01-vector-add.html b/getting-started/tutorials/01-vector-add.html
index 8d3298b50..474567bc4 100644
--- a/getting-started/tutorials/01-vector-add.html
+++ b/getting-started/tutorials/01-vector-add.html
@@ -322,7 +322,7 @@ for different problem sizes.</p>
 0        4096.0    9.600000    9.600000
 1        8192.0   19.200000   19.200000
 2       16384.0   38.400001   38.400001
-3       32768.0   63.999998   63.999998
+3       32768.0   63.999998   76.800002
 4       65536.0  127.999995  127.999995
 5      131072.0  219.428568  219.428568
 6      262144.0  341.333321  384.000001
@@ -337,7 +337,7 @@ for different problem sizes.</p>
 15  134217728.0  851.577704  850.656574
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 0 minutes  11.005 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 0 minutes  11.026 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/getting-started/tutorials/02-fused-softmax.html b/getting-started/tutorials/02-fused-softmax.html
index be46a8aaa..257952a7f 100644
--- a/getting-started/tutorials/02-fused-softmax.html
+++ b/getting-started/tutorials/02-fused-softmax.html
@@ -391,11 +391,11 @@ We will then compare its performance against (1) <code class="code docutils lite
 3     640.0  682.666684      640.000002   160.000000
 4     768.0  702.171410      664.216187   163.839992
 ..      ...         ...             ...          ...
-93  12160.0  812.359066      406.179533   199.038365
-94  12288.0  812.429770      415.661740   199.298541
-95  12416.0  810.840807      412.149375   198.954424
-96  12544.0  810.925276      412.971190   199.209928
-97  12672.0  809.389265      412.097543   199.264875
+93  12160.0  812.359066      405.755985   198.936606
+94  12288.0  812.429770      415.661740   199.197579
+95  12416.0  810.840807      412.149375   198.755369
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+97  12672.0  811.007961      412.097543   199.069228
 
 [98 rows x 4 columns]
 </pre></div>
@@ -408,7 +408,7 @@ 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> ( 1 minutes  12.592 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  12.593 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/getting-started/tutorials/03-matrix-multiplication.html b/getting-started/tutorials/03-matrix-multiplication.html
index f8e23a0ee..7b76a199d 100644
--- a/getting-started/tutorials/03-matrix-multiplication.html
+++ b/getting-started/tutorials/03-matrix-multiplication.html
@@ -566,42 +566,42 @@ torch_output=tensor([[  1.1045, -36.9688,  31.4688,  ..., -11.3906,  24.4531, -3
 <p class="sphx-glr-script-out">Out:</p>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>matmul-performance:
          M     cuBLAS  ...     Triton  Triton (+ LeakyReLU)
-0    256.0   2.730667  ...   3.276800              2.978909
-1    384.0   7.372800  ...   8.507077              7.899428
-2    512.0  14.563555  ...  15.420235             15.420235
+0    256.0   2.730667  ...   2.978909              2.978909
+1    384.0   7.372800  ...   7.899428              7.899428
+2    512.0  14.563555  ...  16.384000             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  ...  40.140799             39.025776
-6   1024.0  49.932191  ...  53.773130             52.428801
+6   1024.0  49.932191  ...  52.428801             52.428801
 7   1152.0  44.566925  ...  46.656000             46.656000
 8   1280.0  51.200001  ...  56.888887             56.109587
-9   1408.0  64.138541  ...  64.902096             64.138541
-10  1536.0  79.526831  ...  76.106321             76.106321
-11  1664.0  62.929456  ...  62.492442             62.061463
-12  1792.0  72.983276  ...  70.246402             69.810085
-13  1920.0  69.467336  ...  70.530615             70.530615
+9   1408.0  64.138541  ...  65.684049             58.621246
+10  1536.0  79.526831  ...  75.296679             75.296679
+11  1664.0  63.372618  ...  62.492442             62.492442
+12  1792.0  72.983276  ...  69.810085             69.810085
+13  1920.0  69.467336  ...  67.434145             70.530615
 14  2048.0  73.908442  ...  75.234154             74.898285
-15  2176.0  83.500614  ...  80.173899             78.302130
-16  2304.0  68.251065  ...  73.275679             73.275679
-17  2432.0  71.125224  ...  81.669953             81.908060
-18  2560.0  77.649287  ...  76.740048             76.560748
-19  2688.0  83.004501  ...  80.708630             83.552988
-20  2816.0  82.446516  ...  79.443003             77.882512
-21  2944.0  81.967162  ...  80.122235             78.979452
-22  3072.0  80.890151  ...  83.886078             83.514905
-23  3200.0  81.321474  ...  89.260810             88.642656
-24  3328.0  82.939284  ...  86.841126             84.200347
-25  3456.0  81.932484  ...  80.702267             85.043848
-26  3584.0  87.296493  ...  92.126428             85.392267
-27  3712.0  85.163978  ...  82.084920             87.018592
-28  3840.0  85.070769  ...  87.632333             88.332269
-29  3968.0  92.864488  ...  84.038524             83.980685
-30  4096.0  93.727466  ...  86.424811             85.271746
+15  2176.0  83.500614  ...  80.173899             79.855747
+16  2304.0  68.446623  ...  73.501144             73.275679
+17  2432.0  71.305746  ...  80.041209             80.041209
+18  2560.0  77.649287  ...  76.560748             76.382283
+19  2688.0  81.752274  ...  81.752274             82.823267
+20  2816.0  83.552120  ...  79.298560             78.301990
+21  2944.0  83.060049  ...  80.122235             78.605729
+22  3072.0  82.540970  ...  83.025078             82.540970
+23  3200.0  81.424937  ...  86.253369             88.275863
+24  3328.0  83.419811  ...  82.088138             84.496824
+25  3456.0  81.766291  ...  85.133652             83.545665
+26  3584.0  85.715344  ...  95.553020             94.349836
+27  3712.0  80.627396  ...  89.035062             88.718781
+28  3840.0  85.333335  ...  87.011801             84.679936
+29  3968.0  86.173193  ...  87.472354             87.409694
+30  4096.0  93.531519  ...  89.837839             86.816123
 
 [31 rows x 5 columns]
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 2 minutes  6.363 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 2 minutes  19.830 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/getting-started/tutorials/sg_execution_times.html b/getting-started/tutorials/sg_execution_times.html
index 5cd703577..bb736cf39 100644
--- a/getting-started/tutorials/sg_execution_times.html
+++ b/getting-started/tutorials/sg_execution_times.html
@@ -174,7 +174,7 @@
             
   <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>
-<p><strong>03:29.960</strong> total execution time for <strong>getting-started_tutorials</strong> files:</p>
+<p><strong>03:43.449</strong> total execution time for <strong>getting-started_tutorials</strong> files:</p>
 <table class="docutils align-default">
 <colgroup>
 <col style="width: 85%" />
@@ -183,15 +183,15 @@
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 <tbody>
 <tr class="row-odd"><td><p><a class="reference internal" href="03-matrix-multiplication.html#sphx-glr-getting-started-tutorials-03-matrix-multiplication-py"><span class="std std-ref">Matrix Multiplication</span></a> (<code class="docutils literal notranslate"><span class="pre">03-matrix-multiplication.py</span></code>)</p></td>
-<td><p>02:06.363</p></td>
+<td><p>02:19.830</p></td>
 <td><p>0.0 MB</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="02-fused-softmax.html#sphx-glr-getting-started-tutorials-02-fused-softmax-py"><span class="std std-ref">Fused Softmax</span></a> (<code class="docutils literal notranslate"><span class="pre">02-fused-softmax.py</span></code>)</p></td>
-<td><p>01:12.592</p></td>
+<td><p>01:12.593</p></td>
 <td><p>0.0 MB</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="01-vector-add.html#sphx-glr-getting-started-tutorials-01-vector-add-py"><span class="std std-ref">Vector Addition</span></a> (<code class="docutils literal notranslate"><span class="pre">01-vector-add.py</span></code>)</p></td>
-<td><p>00:11.005</p></td>
+<td><p>00:11.026</p></td>
 <td><p>0.0 MB</p></td>
 </tr>
 </tbody>
diff --git a/searchindex.js b/searchindex.js
index a258b6bc7..074ad6ce3 100644
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