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 c3f84fcd3..a034a5824 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 7b5068fbb..01bc1b3db 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 3cd51fb6c..e23f6cb1a 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 dcef6b869..31d7b04eb 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 af113f338..132525d13 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 0970ace98..b670605cc 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 f6c69b9b3..a3ad50a43 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  57.155 seconds)
+   **Total running time of the script:** ( 1 minutes  51.444 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 6b0001577..43bd055dc 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
-    1     384.0  585.142862      585.142862   151.703707
-    2     512.0  630.153853      585.142849   154.566038
+    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
     ..      ...         ...             ...          ...
-    93  12160.0  810.666687      405.755985   198.834951
-    94  12288.0  812.429770      415.222812   199.096718
-    95  12416.0  809.189387      411.296057   198.655991
-    96  12544.0  807.661970      412.971190   199.012395
-    97  12672.0  807.776923      412.097543   199.069228
+    93  12160.0  810.666687      405.755985   199.140227
+    94  12288.0  810.754644      415.661740   199.399583
+    95  12416.0  807.544681      411.722274   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  31.704 seconds)
+   **Total running time of the script:** ( 3 minutes  27.932 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 2626d0d97..aca8ab3a8 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  ...   3.276800              2.978909
+    0    256.0   2.730667  ...   2.978909              2.978909
     1    384.0   7.372800  ...   8.507077              8.507077
     2    512.0  14.563555  ...  16.384000             16.384000
     3    640.0  22.260869  ...  24.380953             24.380953
     4    768.0  32.768000  ...  34.028308             34.028308
-    5    896.0  37.971025  ...  40.140799             39.025776
+    5    896.0  39.025776  ...  39.025776             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
+    7   1152.0  45.242181  ...  46.656000             46.656000
+    8   1280.0  51.200001  ...  56.888887             56.109587
+    9   1408.0  64.138541  ...  67.305878             65.684049
     10  1536.0  80.430545  ...  78.643199             78.643199
-    11  1664.0  62.929456  ...  62.492442             61.636381
-    12  1792.0  72.983276  ...  72.047592             71.588687
-    13  1920.0  69.120002  ...  70.530615             70.530615
+    11  1664.0  62.929456  ...  62.492442             62.492442
+    12  1792.0  72.983276  ...  72.512412             72.047592
+    13  1920.0  69.467336  ...  70.530615             70.172588
     14  2048.0  73.908442  ...  76.959706             76.608294
-    15  2176.0  83.500614  ...  86.367588             85.998493
-    16  2304.0  68.446623  ...  77.307030             76.563695
-    17  2432.0  71.305746  ...  85.653855             85.393507
-    18  2560.0  78.019048  ...  81.512437             80.908642
-    19  2688.0  83.737433  ...  89.464755             89.888756
-    20  2816.0  83.873477  ...  83.712490             83.712490
-    21  2944.0  83.060049  ...  82.373605             82.921853
-    22  3072.0  80.430545  ...  88.890270             88.335577
-    23  3200.0  84.210524  ...  95.522391             94.395283
-    24  3328.0  84.101981  ...  84.695641             85.045833
-    25  3456.0  82.688790  ...  88.595129             89.281913
-    26  3584.0  87.381330  ...  99.134944             92.410473
-    27  3712.0  85.019017  ...  83.213118             88.640059
-    28  3840.0  81.677994  ...  86.197974             91.172297
-    29  3968.0  86.053553  ...  91.403695             84.974886
-    30  4096.0  93.401342  ...  91.428970             86.313653
+    15  2176.0  83.155572  ...  85.998493             85.998493
+    16  2304.0  68.251065  ...  77.057651             77.057651
+    17  2432.0  71.305746  ...  74.719317             85.393507
+    18  2560.0  78.019048  ...  81.512437             80.511054
+    19  2688.0  83.922689  ...  89.044730             88.836198
+    20  2816.0  80.394854  ...  83.712490             83.712490
+    21  2944.0  82.509987  ...  82.237674             83.060049
+    22  3072.0  81.005868  ...  89.310890             88.335577
+    23  3200.0  83.769634  ...  94.814812             95.380032
+    24  3328.0  83.226931  ...  84.200347             84.200347
+    25  3456.0  81.724858  ...  91.046379             85.585527
+    26  3584.0  86.540320  ...  91.563533             96.579370
+    27  3712.0  85.748791  ...  88.326564             88.170647
+    28  3840.0  82.592983  ...  88.191387             91.247522
+    29  3968.0  86.112380  ...  91.747320             83.865247
+    30  4096.0  93.466385  ...  91.898475             88.301134
 
     [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  18.778 seconds)
+   **Total running time of the script:** ( 6 minutes  27.531 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 6991a90b0..620519e57 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  0.426 seconds)
+   **Total running time of the script:** ( 0 minutes  0.306 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 b34385723..67ee29073 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
 =================
-**11:48.062** total execution time for **getting-started_tutorials** files:
+**11:47.213** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:18.778 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:27.531 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:31.704 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 03:27.932 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:57.155 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 01:51.444 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.426 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)       | 00:00.306 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/getting-started/tutorials/01-vector-add.html b/getting-started/tutorials/01-vector-add.html
index ac539b8b0..020d50704 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  57.155 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  51.444 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 f98b171a7..6ec324531 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
-1     384.0  585.142862      585.142862   151.703707
-2     512.0  630.153853      585.142849   154.566038
+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
 ..      ...         ...             ...          ...
-93  12160.0  810.666687      405.755985   198.834951
-94  12288.0  812.429770      415.222812   199.096718
-95  12416.0  809.189387      411.296057   198.655991
-96  12544.0  807.661970      412.971190   199.012395
-97  12672.0  807.776923      412.097543   199.069228
+93  12160.0  810.666687      405.755985   199.140227
+94  12288.0  810.754644      415.661740   199.399583
+95  12416.0  807.544681      411.722274   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  31.704 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes  27.932 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 521e1cd23..228b6856d 100644
--- a/getting-started/tutorials/03-matrix-multiplication.html
+++ b/getting-started/tutorials/03-matrix-multiplication.html
@@ -567,42 +567,42 @@ torch_output=tensor([[  1.1045, -36.9688,  31.4688,  ..., -11.3906,  24.4531, -3
 <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              2.978909
+0    256.0   2.730667  ...   2.978909              2.978909
 1    384.0   7.372800  ...   8.507077              8.507077
 2    512.0  14.563555  ...  16.384000             16.384000
 3    640.0  22.260869  ...  24.380953             24.380953
 4    768.0  32.768000  ...  34.028308             34.028308
-5    896.0  37.971025  ...  40.140799             39.025776
+5    896.0  39.025776  ...  39.025776             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
+7   1152.0  45.242181  ...  46.656000             46.656000
+8   1280.0  51.200001  ...  56.888887             56.109587
+9   1408.0  64.138541  ...  67.305878             65.684049
 10  1536.0  80.430545  ...  78.643199             78.643199
-11  1664.0  62.929456  ...  62.492442             61.636381
-12  1792.0  72.983276  ...  72.047592             71.588687
-13  1920.0  69.120002  ...  70.530615             70.530615
+11  1664.0  62.929456  ...  62.492442             62.492442
+12  1792.0  72.983276  ...  72.512412             72.047592
+13  1920.0  69.467336  ...  70.530615             70.172588
 14  2048.0  73.908442  ...  76.959706             76.608294
-15  2176.0  83.500614  ...  86.367588             85.998493
-16  2304.0  68.446623  ...  77.307030             76.563695
-17  2432.0  71.305746  ...  85.653855             85.393507
-18  2560.0  78.019048  ...  81.512437             80.908642
-19  2688.0  83.737433  ...  89.464755             89.888756
-20  2816.0  83.873477  ...  83.712490             83.712490
-21  2944.0  83.060049  ...  82.373605             82.921853
-22  3072.0  80.430545  ...  88.890270             88.335577
-23  3200.0  84.210524  ...  95.522391             94.395283
-24  3328.0  84.101981  ...  84.695641             85.045833
-25  3456.0  82.688790  ...  88.595129             89.281913
-26  3584.0  87.381330  ...  99.134944             92.410473
-27  3712.0  85.019017  ...  83.213118             88.640059
-28  3840.0  81.677994  ...  86.197974             91.172297
-29  3968.0  86.053553  ...  91.403695             84.974886
-30  4096.0  93.401342  ...  91.428970             86.313653
+15  2176.0  83.155572  ...  85.998493             85.998493
+16  2304.0  68.251065  ...  77.057651             77.057651
+17  2432.0  71.305746  ...  74.719317             85.393507
+18  2560.0  78.019048  ...  81.512437             80.511054
+19  2688.0  83.922689  ...  89.044730             88.836198
+20  2816.0  80.394854  ...  83.712490             83.712490
+21  2944.0  82.509987  ...  82.237674             83.060049
+22  3072.0  81.005868  ...  89.310890             88.335577
+23  3200.0  83.769634  ...  94.814812             95.380032
+24  3328.0  83.226931  ...  84.200347             84.200347
+25  3456.0  81.724858  ...  91.046379             85.585527
+26  3584.0  86.540320  ...  91.563533             96.579370
+27  3712.0  85.748791  ...  88.326564             88.170647
+28  3840.0  82.592983  ...  88.191387             91.247522
+29  3968.0  86.112380  ...  91.747320             83.865247
+30  4096.0  93.466385  ...  91.898475             88.301134
 
 [31 rows x 5 columns]
 </pre></div>
 </div>
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