diff --git a/_downloads/662999063954282841dc90b8945f85ce/tutorials_jupyter.zip b/_downloads/662999063954282841dc90b8945f85ce/tutorials_jupyter.zip
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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
index d771e3075..0c68a18d4 100644
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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 f7ea69e80..0cd99416d 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
index 5a0f3669c..279fd36e3 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 303464837..986c1cc86 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 5c8f930b9..894a6f8b3 100644
Binary files a/_images/sphx_glr_03-matrix-multiplication_001.png and b/_images/sphx_glr_03-matrix-multiplication_001.png differ
diff --git a/_images/sphx_glr_03-matrix-multiplication_thumb.png b/_images/sphx_glr_03-matrix-multiplication_thumb.png
index 5892be8d3..1d86eaea4 100644
Binary files a/_images/sphx_glr_03-matrix-multiplication_thumb.png and b/_images/sphx_glr_03-matrix-multiplication_thumb.png differ
diff --git a/_sources/getting-started/tutorials/01-vector-add.rst.txt b/_sources/getting-started/tutorials/01-vector-add.rst.txt
index e88401fba..7e745c4e3 100644
--- a/_sources/getting-started/tutorials/01-vector-add.rst.txt
+++ b/_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  50.877 seconds)
+   **Total running time of the script:** ( 1 minutes  52.706 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 edb75c2e2..349632956 100644
--- a/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
+++ b/_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   186.181817
+    0     256.0  512.000001      546.133347   188.321838
     1     384.0  585.142862      585.142862   153.600004
     2     512.0  630.153853      606.814814   154.566038
     3     640.0  682.666684      640.000002   160.000000
-    4     768.0  702.171410      664.216187   162.754967
+    4     768.0  702.171410      664.216187   163.839992
     ..      ...         ...             ...          ...
-    93  12160.0  810.666687      406.179533   198.834951
-    94  12288.0  810.754644      416.101597   199.197579
-    95  12416.0  809.189387      412.149375   198.755369
-    96  12544.0  807.661970      412.971190   199.012395
-    97  12672.0  807.776923      412.097543   199.069228
+    93  12160.0  810.666687      406.179533   199.038365
+    94  12288.0  810.754644      415.661740   199.298541
+    95  12416.0  809.189387      412.149375   198.954424
+    96  12544.0  807.661970      412.971190   199.209928
+    97  12672.0  807.776923      412.097543   199.264875
 
     [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  28.167 seconds)
+   **Total running time of the script:** ( 3 minutes  28.107 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 5744526f7..7752abaf6 100644
--- a/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
+++ b/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
@@ -463,36 +463,36 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
     matmul-performance:
              M     cuBLAS  ...     Triton  Triton (+ LeakyReLU)
     0    256.0   2.730667  ...   2.978909              2.978909
-    1    384.0   7.372800  ...   8.507077              8.507077
+    1    384.0   7.372800  ...   8.507077              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
-    7   1152.0  44.566925  ...  46.656000             45.938215
-    8   1280.0  51.200001  ...  56.109587             56.109587
-    9   1408.0  64.138541  ...  66.485074             65.684049
-    10  1536.0  80.430545  ...  78.643199             78.643199
-    11  1664.0  62.929456  ...  62.061463             61.636381
-    12  1792.0  72.512412  ...  72.047592             71.588687
-    13  1920.0  69.120002  ...  70.530615             70.530615
+    7   1152.0  44.566925  ...  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  79.526831  ...  78.643199             78.643199
+    11  1664.0  62.929456  ...  62.061463             62.061463
+    12  1792.0  72.983276  ...  72.047592             72.047592
+    13  1920.0  69.120002  ...  70.530615             70.172588
     14  2048.0  73.908442  ...  76.959706             76.608294
     15  2176.0  83.500614  ...  86.367588             85.632545
-    16  2304.0  68.446623  ...  76.809875             76.563695
-    17  2432.0  71.305746  ...  74.521127             85.134737
-    18  2560.0  77.833728  ...  81.108913             81.108913
-    19  2688.0  83.552988  ...  89.676257             89.044730
-    20  2816.0  83.392363  ...  82.759409             83.074685
-    21  2944.0  82.237674  ...  81.698415             82.921853
-    22  3072.0  82.121977  ...  89.170242             88.335577
-    23  3200.0  83.116885  ...  94.955488             94.534716
-    24  3328.0  82.275764  ...  84.200347             84.151136
-    25  3456.0  82.688790  ...  85.676480             90.079964
-    26  3584.0  87.296493  ...  98.699661             91.473299
-    27  3712.0  81.482335  ...  88.640059             83.947349
-    28  3840.0  84.292684  ...  91.701494             84.712368
-    29  3968.0  91.678389  ...  84.152622             91.266964
-    30  4096.0  86.536250  ...  85.436280             91.867031
+    16  2304.0  68.446623  ...  77.057651             77.057651
+    17  2432.0  71.305746  ...  75.118889             85.393507
+    18  2560.0  78.019048  ...  81.310171             80.511054
+    19  2688.0  84.108772  ...  89.464755             89.044730
+    20  2816.0  81.067298  ...  83.392363             83.074685
+    21  2944.0  82.373605  ...  83.060049             82.921853
+    22  3072.0  82.540970  ...  88.473602             88.473602
+    23  3200.0  84.544253  ...  95.025983             95.808380
+    24  3328.0  83.419811  ...  82.181847             83.808259
+    25  3456.0  81.849303  ...  90.484366             90.892410
+    26  3584.0  83.332156  ...  90.552082             96.475743
+    27  3712.0  85.896254  ...  86.416391             88.015279
+    28  3840.0  80.139129  ...  85.333335             91.097196
+    29  3968.0  86.053553  ...  91.472214             86.053553
+    30  4096.0  93.727466  ...  91.428970             85.325956
 
     [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:** ( 6 minutes  11.392 seconds)
+   **Total running time of the script:** ( 6 minutes  5.192 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_03-matrix-multiplication.py:
diff --git a/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt b/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
index 36c2f2aa9..555087214 100644
--- a/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
+++ b/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
@@ -238,7 +238,7 @@ References
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  0.265 seconds)
+   **Total running time of the script:** ( 0 minutes  0.186 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_04-low-memory-dropout.py:
diff --git a/_sources/getting-started/tutorials/sg_execution_times.rst.txt b/_sources/getting-started/tutorials/sg_execution_times.rst.txt
index 04baa6f21..72788fd5a 100644
--- a/_sources/getting-started/tutorials/sg_execution_times.rst.txt
+++ b/_sources/getting-started/tutorials/sg_execution_times.rst.txt
@@ -5,14 +5,14 @@
 
 Computation times
 =================
-**11:30.701** total execution time for **getting-started_tutorials** files:
+**11:26.192** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:11.392 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:05.192 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:28.167 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:28.107 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:50.877 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:52.706 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.265 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.186 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/getting-started/tutorials/01-vector-add.html b/getting-started/tutorials/01-vector-add.html
index 948f6e85e..2b1ed3400 100644
--- a/getting-started/tutorials/01-vector-add.html
+++ b/getting-started/tutorials/01-vector-add.html
@@ -338,7 +338,7 @@ 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  50.877 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  52.706 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 55b661f4d..78f6eacc2 100644
--- a/getting-started/tutorials/02-fused-softmax.html
+++ b/getting-started/tutorials/02-fused-softmax.html
@@ -373,17 +373,17 @@ 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   186.181817
+0     256.0  512.000001      546.133347   188.321838
 1     384.0  585.142862      585.142862   153.600004
 2     512.0  630.153853      606.814814   154.566038
 3     640.0  682.666684      640.000002   160.000000
-4     768.0  702.171410      664.216187   162.754967
+4     768.0  702.171410      664.216187   163.839992
 ..      ...         ...             ...          ...
-93  12160.0  810.666687      406.179533   198.834951
-94  12288.0  810.754644      416.101597   199.197579
-95  12416.0  809.189387      412.149375   198.755369
-96  12544.0  807.661970      412.971190   199.012395
-97  12672.0  807.776923      412.097543   199.069228
+93  12160.0  810.666687      406.179533   199.038365
+94  12288.0  810.754644      415.661740   199.298541
+95  12416.0  809.189387      412.149375   198.954424
+96  12544.0  807.661970      412.971190   199.209928
+97  12672.0  807.776923      412.097543   199.264875
 
 [98 rows x 4 columns]
 </pre></div>
@@ -396,7 +396,7 @@ 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  28.167 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  28.107 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 8a544f96a..eeaab8010 100644
--- a/getting-started/tutorials/03-matrix-multiplication.html
+++ b/getting-started/tutorials/03-matrix-multiplication.html
@@ -568,41 +568,41 @@ torch_output=tensor([[  1.1045, -36.9688,  31.4688,  ..., -11.3906,  24.4531, -3
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>matmul-performance:
          M     cuBLAS  ...     Triton  Triton (+ LeakyReLU)
 0    256.0   2.730667  ...   2.978909              2.978909
-1    384.0   7.372800  ...   8.507077              8.507077
+1    384.0   7.372800  ...   8.507077              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
-7   1152.0  44.566925  ...  46.656000             45.938215
-8   1280.0  51.200001  ...  56.109587             56.109587
-9   1408.0  64.138541  ...  66.485074             65.684049
-10  1536.0  80.430545  ...  78.643199             78.643199
-11  1664.0  62.929456  ...  62.061463             61.636381
-12  1792.0  72.512412  ...  72.047592             71.588687
-13  1920.0  69.120002  ...  70.530615             70.530615
+7   1152.0  44.566925  ...  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  79.526831  ...  78.643199             78.643199
+11  1664.0  62.929456  ...  62.061463             62.061463
+12  1792.0  72.983276  ...  72.047592             72.047592
+13  1920.0  69.120002  ...  70.530615             70.172588
 14  2048.0  73.908442  ...  76.959706             76.608294
 15  2176.0  83.500614  ...  86.367588             85.632545
-16  2304.0  68.446623  ...  76.809875             76.563695
-17  2432.0  71.305746  ...  74.521127             85.134737
-18  2560.0  77.833728  ...  81.108913             81.108913
-19  2688.0  83.552988  ...  89.676257             89.044730
-20  2816.0  83.392363  ...  82.759409             83.074685
-21  2944.0  82.237674  ...  81.698415             82.921853
-22  3072.0  82.121977  ...  89.170242             88.335577
-23  3200.0  83.116885  ...  94.955488             94.534716
-24  3328.0  82.275764  ...  84.200347             84.151136
-25  3456.0  82.688790  ...  85.676480             90.079964
-26  3584.0  87.296493  ...  98.699661             91.473299
-27  3712.0  81.482335  ...  88.640059             83.947349
-28  3840.0  84.292684  ...  91.701494             84.712368
-29  3968.0  91.678389  ...  84.152622             91.266964
-30  4096.0  86.536250  ...  85.436280             91.867031
+16  2304.0  68.446623  ...  77.057651             77.057651
+17  2432.0  71.305746  ...  75.118889             85.393507
+18  2560.0  78.019048  ...  81.310171             80.511054
+19  2688.0  84.108772  ...  89.464755             89.044730
+20  2816.0  81.067298  ...  83.392363             83.074685
+21  2944.0  82.373605  ...  83.060049             82.921853
+22  3072.0  82.540970  ...  88.473602             88.473602
+23  3200.0  84.544253  ...  95.025983             95.808380
+24  3328.0  83.419811  ...  82.181847             83.808259
+25  3456.0  81.849303  ...  90.484366             90.892410
+26  3584.0  83.332156  ...  90.552082             96.475743
+27  3712.0  85.896254  ...  86.416391             88.015279
+28  3840.0  80.139129  ...  85.333335             91.097196
+29  3968.0  86.053553  ...  91.472214             86.053553
+30  4096.0  93.727466  ...  91.428970             85.325956
 
 [31 rows x 5 columns]
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 6 minutes  11.392 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 6 minutes  5.192 seconds)</p>
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