diff --git a/_downloads/662999063954282841dc90b8945f85ce/tutorials_jupyter.zip b/_downloads/662999063954282841dc90b8945f85ce/tutorials_jupyter.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_01-vector-add_thumb.png b/_images/sphx_glr_01-vector-add_thumb.png
index 68f83167a..7e6aae60d 100644
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diff --git a/_images/sphx_glr_02-fused-softmax_001.png b/_images/sphx_glr_02-fused-softmax_001.png
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diff --git a/_images/sphx_glr_02-fused-softmax_thumb.png b/_images/sphx_glr_02-fused-softmax_thumb.png
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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 6393173c2..2bd602190 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 0486e3f3d..98f4195f3 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 f1d975c1a..3fb49e6d5 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   76.800002   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  11.041 seconds)
+   **Total running time of the script:** ( 0 minutes  11.078 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 d0689e631..b7e298517 100644
--- a/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
+++ b/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
@@ -307,10 +307,10 @@ We will then compare its performance against (1) :code:`torch.softmax` and (2) t
     4     768.0  702.171410      664.216187   163.839992
     ..      ...         ...             ...          ...
     93  12160.0  812.359066      406.179533   199.038365
-    94  12288.0  812.429770      416.101597   199.298541
-    95  12416.0  810.840807      412.149375   198.954424
+    94  12288.0  812.429770      415.661740   199.298541
+    95  12416.0  810.840807      412.149375   198.854847
     96  12544.0  810.925276      412.971190   199.111113
-    97  12672.0  809.389265      412.097543   199.264875
+    97  12672.0  811.007961      412.097543   199.167004
 
     [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  13.141 seconds)
+   **Total running time of the script:** ( 1 minutes  12.572 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 1f7e29ddd..99df16258 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   2.978909  ...   2.978909              2.978909
-    1    384.0   7.372800  ...   8.507077              7.899428
+    0    256.0   2.730667  ...   2.978909              2.978909
+    1    384.0   7.372800  ...   8.507077              8.507077
     2    512.0  14.563555  ...  15.420235             15.420235
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     5    896.0  39.025776  ...  40.140799             39.025776
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     8   1280.0  51.200001  ...  56.888887             56.109587
-    9   1408.0  64.138541  ...  64.902096             64.902096
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     10  1536.0  80.430545  ...  76.933564             76.106321
     11  1664.0  63.372618  ...  62.492442             62.492442
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-    17  2432.0  71.305746  ...  82.147552             81.908060
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-    19  2688.0  80.027544  ...  81.401408             81.576466
-    20  2816.0  81.369790  ...  79.879498             79.443003
-    21  2944.0  83.060049  ...  78.979452             77.265163
-    22  3072.0  82.540970  ...  82.782312             82.181572
-    23  3200.0  82.368085  ...  86.253369             90.523334
-    24  3328.0  83.613586  ...  82.653612             82.088138
-    25  3456.0  81.849303  ...  85.133652             84.775569
-    26  3584.0  87.551500  ...  94.747514             92.220917
-    27  3712.0  81.482335  ...  84.230479             82.971218
-    28  3840.0  81.138664  ...  84.292684             83.027026
-    29  3968.0  89.068569  ...  84.562670             80.864108
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+    14  2048.0  73.584279  ...  75.234154             73.908442
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+    16  2304.0  68.446623  ...  73.501144             73.275679
+    17  2432.0  71.125224  ...  82.388456             82.388456
+    18  2560.0  77.833728  ...  77.283019             76.560748
+    19  2688.0  83.369354  ...  81.053536             82.642823
+    20  2816.0  82.290955  ...  79.443003             77.882512
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+    22  3072.0  82.420822  ...  82.903517             82.420822
+    23  3200.0  81.424937  ...  84.544253             88.765601
+    24  3328.0  83.905938  ...  87.368079             82.275764
+    25  3456.0  81.108217  ...  86.134151             85.223646
+    26  3584.0  83.177979  ...  94.548254             94.847460
+    27  3712.0  81.615477  ...  83.526206             84.159518
+    28  3840.0  81.557524  ...  81.557524             83.972664
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+    30  4096.0  92.755862  ...  89.717734             89.538177
 
     [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  12.082 seconds)
+   **Total running time of the script:** ( 2 minutes  13.454 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 05d5e983a..bd0e534ea 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
 =================
-**03:36.265** total execution time for **getting-started_tutorials** files:
+**03:37.105** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 02:12.082 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 02:13.454 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 01:13.141 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 01:12.572 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 00:11.041 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 00:11.078 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/getting-started/tutorials/01-vector-add.html b/getting-started/tutorials/01-vector-add.html
index a8ee99ada..210753e00 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>
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-3       32768.0   63.999998   63.999998
+3       32768.0   76.800002   76.800002
 4       65536.0  127.999995  127.999995
 5      131072.0  219.428568  219.428568
 6      262144.0  341.333321  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  11.041 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 0 minutes  11.078 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">
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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/getting-started/tutorials/02-fused-softmax.html b/getting-started/tutorials/02-fused-softmax.html
index 7640d981a..25d240672 100644
--- a/getting-started/tutorials/02-fused-softmax.html
+++ b/getting-started/tutorials/02-fused-softmax.html
@@ -392,10 +392,10 @@ We will then compare its performance against (1) <code class="code docutils lite
 4     768.0  702.171410      664.216187   163.839992
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 [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  13.141 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  12.572 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">
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diff --git a/getting-started/tutorials/03-matrix-multiplication.html b/getting-started/tutorials/03-matrix-multiplication.html
index fb2f25d10..cdae79b0c 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   2.978909  ...   2.978909              2.978909
-1    384.0   7.372800  ...   8.507077              7.899428
+0    256.0   2.730667  ...   2.978909              2.978909
+1    384.0   7.372800  ...   8.507077              8.507077
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-6   1024.0  49.932191  ...  53.773130             52.428801
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 8   1280.0  51.200001  ...  56.888887             56.109587
-9   1408.0  64.138541  ...  64.902096             64.902096
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-26  3584.0  87.551500  ...  94.747514             92.220917
-27  3712.0  81.482335  ...  84.230479             82.971218
-28  3840.0  81.138664  ...  84.292684             83.027026
-29  3968.0  89.068569  ...  84.562670             80.864108
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+15  2176.0  82.813365  ...  78.916269             80.173899
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+17  2432.0  71.125224  ...  82.388456             82.388456
+18  2560.0  77.833728  ...  77.283019             76.560748
+19  2688.0  83.369354  ...  81.053536             82.642823
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+22  3072.0  82.420822  ...  82.903517             82.420822
+23  3200.0  81.424937  ...  84.544253             88.765601
+24  3328.0  83.905938  ...  87.368079             82.275764
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+26  3584.0  83.177979  ...  94.548254             94.847460
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+28  3840.0  81.557524  ...  81.557524             83.972664
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 [31 rows x 5 columns]
 </pre></div>
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-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 2 minutes  12.082 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 2 minutes  13.454 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">
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diff --git a/getting-started/tutorials/sg_execution_times.html b/getting-started/tutorials/sg_execution_times.html
index 32da8e3fe..e2c73ed0d 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>03:36.265</strong> total execution time for <strong>getting-started_tutorials</strong> files:</p>
+<p><strong>03:37.105</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 @@
 </colgroup>
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 <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>
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+<td><p>02:13.454</p></td>
 <td><p>0.0 MB</p></td>
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 <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>
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 <td><p>0.0 MB</p></td>
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 <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>
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 <td><p>0.0 MB</p></td>
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index 4c5e6657e..ebc7dcbf7 100644
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