diff --git a/_downloads/662999063954282841dc90b8945f85ce/tutorials_jupyter.zip b/_downloads/662999063954282841dc90b8945f85ce/tutorials_jupyter.zip
index 40c92e58e..0b4a1cd3b 100644
Binary files a/_downloads/662999063954282841dc90b8945f85ce/tutorials_jupyter.zip and b/_downloads/662999063954282841dc90b8945f85ce/tutorials_jupyter.zip differ
diff --git a/_downloads/763344228ae6bc253ed1a6cf586aa30d/tutorials_python.zip b/_downloads/763344228ae6bc253ed1a6cf586aa30d/tutorials_python.zip
index 6fce2c926..2a05ea668 100644
Binary files a/_downloads/763344228ae6bc253ed1a6cf586aa30d/tutorials_python.zip and b/_downloads/763344228ae6bc253ed1a6cf586aa30d/tutorials_python.zip differ
diff --git a/_images/sphx_glr_01-vector-add_001.png b/_images/sphx_glr_01-vector-add_001.png
index b5f0b760d..ae96753ed 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 5149eb123..1fed6166f 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 3a59445b2..843b3a865 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 00771c8af..dfc89d385 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 044477744..666c4c401 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 dd04cbb5f..f0261575a 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 4ab80177e..b44c735f3 100644
--- a/_sources/getting-started/tutorials/01-vector-add.rst.txt
+++ b/_sources/getting-started/tutorials/01-vector-add.rst.txt
@@ -231,20 +231,20 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
 
     vector-add-performance:
                size      Triton       Torch
-    0        4096.0    8.041885    9.600000
-    1        8192.0   15.999999   19.200000
-    2       16384.0   38.400001   38.400001
-    3       32768.0   76.800002   76.800002
+    0        4096.0    9.540372    9.600000
+    1        8192.0   19.200000   19.200000
+    2       16384.0   38.400001   31.999999
+    3       32768.0   63.999998   63.999998
     4       65536.0  127.999995  127.999995
     5      131072.0  219.428568  219.428568
     6      262144.0  341.333321  384.000001
     7      524288.0  472.615390  472.615390
     8     1048576.0  614.400016  614.400016
-    9     2097152.0  722.823517  722.823517
+    9     2097152.0  722.823517  702.171410
     10    4194304.0  780.190482  780.190482
     11    8388608.0  812.429770  812.429770
     12   16777216.0  833.084721  833.084721
-    13   33554432.0  843.811163  842.004273
+    13   33554432.0  843.811163  843.811163
     14   67108864.0  849.278610  848.362445
     15  134217728.0  851.577704  850.656574
 
@@ -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  10.979 seconds)
+   **Total running time of the script:** ( 0 minutes  10.991 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 909eccd71..0de9906a4 100644
--- a/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
+++ b/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
@@ -300,17 +300,17 @@ 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      512.000001   190.511628
-    1     384.0  585.142862      585.142862   151.703707
-    2     512.0  630.153853      606.814814   154.566038
+    0     256.0  512.000001      546.133347   186.181817
+    1     384.0  585.142862      585.142862   153.600004
+    2     512.0  630.153853      606.814814   156.038096
     3     640.0  660.645170      640.000002   160.000000
     4     768.0  702.171410      664.216187   163.839992
     ..      ...         ...             ...          ...
-    93  12160.0  812.359066      405.755985   199.038365
+    93  12160.0  812.359066      406.179533   199.038365
     94  12288.0  812.429770      415.661740   199.298541
-    95  12416.0  810.840807      411.722274   198.954424
+    95  12416.0  810.840807      412.149375   198.854847
     96  12544.0  810.925276      412.971190   199.111113
-    97  12672.0  809.389265      412.516771   199.264875
+    97  12672.0  811.007961      412.097543   199.264875
 
     [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  12.611 seconds)
+   **Total running time of the script:** ( 1 minutes  12.603 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 a9d1cad69..a76f62452 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              3.276800
-    1    384.0   7.372800  ...   8.507077              8.507077
-    2    512.0  14.563555  ...  15.420235             15.420235
+    0    256.0   2.730667  ...   3.276800              2.978909
+    1    384.0   7.372800  ...   7.899428              7.899428
+    2    512.0  14.563555  ...  16.384000             15.420235
     3    640.0  22.260869  ...  24.380953             24.380953
-    4    768.0  32.768000  ...  35.389441             34.028308
+    4    768.0  32.768000  ...  34.028308             34.028308
     5    896.0  39.025776  ...  40.140799             39.025776
     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             64.902096
-    10  1536.0  80.430545  ...  76.933564             75.296679
-    11  1664.0  63.372618  ...  61.636381             61.636381
-    12  1792.0  72.983276  ...  69.810085             69.379162
-    13  1920.0  69.120002  ...  69.120002             67.106797
-    14  2048.0  73.584279  ...  74.898285             68.200062
-    15  2176.0  82.813365  ...  80.817862             78.302130
-    16  2304.0  68.251065  ...  73.728002             73.275679
-    17  2432.0  71.305746  ...  79.139336             80.499895
-    18  2560.0  77.649287  ...  77.283019             76.382283
-    19  2688.0  80.880718  ...  82.823267             84.295681
-    20  2816.0  78.868366  ...  78.161663             79.154642
-    21  2944.0  80.380696  ...  80.122235             77.385141
-    22  3072.0  81.355034  ...  83.638266             82.782312
-    23  3200.0  82.901554  ...  87.551302             89.510493
-    24  3328.0  81.438120  ...  80.798314             84.596116
-    25  3456.0  81.683457  ...  85.494768             85.676480
-    26  3584.0  86.457107  ...  95.148565             89.201778
-    27  3712.0  85.163978  ...  81.883070             83.596102
-    28  3840.0  84.485870  ...  87.562949             87.355452
-    29  3968.0  93.076994  ...  83.635320             83.463707
-    30  4096.0  93.531519  ...  90.382307             90.321484
+    10  1536.0  78.643199  ...  76.106321             76.106321
+    11  1664.0  63.372618  ...  62.061463             62.061463
+    12  1792.0  72.983276  ...  69.810085             69.810085
+    13  1920.0  69.120002  ...  70.172588             70.172588
+    14  2048.0  73.584279  ...  74.898285             74.565406
+    15  2176.0  82.137338  ...  80.817862             78.916269
+    16  2304.0  67.863272  ...  73.501144             73.275679
+    17  2432.0  71.125224  ...  79.813818             81.197876
+    18  2560.0  77.649287  ...  77.283019             77.283019
+    19  2688.0  80.196737  ...  83.922689             80.708630
+    20  2816.0  81.827785  ...  77.330158             79.298560
+    21  2944.0  82.237674  ...  79.104810             77.145564
+    22  3072.0  82.540970  ...  82.903517             83.391907
+    23  3200.0  84.768213  ...  87.551302             89.761569
+    24  3328.0  80.707733  ...  84.298943             87.580655
+    25  3456.0  81.849303  ...  84.775569             84.954233
+    26  3584.0  86.707226  ...  94.647779             94.947616
+    27  3712.0  83.317214  ...  84.159518             82.357725
+    28  3840.0  84.292684  ...  87.493673             87.355452
+    29  3968.0  92.302520  ...  88.103928             87.976885
+    30  4096.0  93.596744  ...  90.443212             90.382307
 
     [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  11.445 seconds)
+   **Total running time of the script:** ( 2 minutes  8.434 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 058bd5c5f..6af57ea64 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
 =================
-**03:35.035** total execution time for **getting-started_tutorials** files:
+**03:32.028** total execution time for **getting-started_tutorials** files:
 
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 02:11.445 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 02:08.434 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 01:12.611 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)                 | 01:12.603 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 00:10.979 | 0.0 MB |
+| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)                       | 00:10.991 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/getting-started/tutorials/01-vector-add.html b/getting-started/tutorials/01-vector-add.html
index cb6282927..633cf376a 100644
--- a/getting-started/tutorials/01-vector-add.html
+++ b/getting-started/tutorials/01-vector-add.html
@@ -319,25 +319,25 @@ for different problem sizes.</p>
 <p class="sphx-glr-script-out">Out:</p>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>vector-add-performance:
            size      Triton       Torch
-0        4096.0    8.041885    9.600000
-1        8192.0   15.999999   19.200000
-2       16384.0   38.400001   38.400001
-3       32768.0   76.800002   76.800002
+0        4096.0    9.540372    9.600000
+1        8192.0   19.200000   19.200000
+2       16384.0   38.400001   31.999999
+3       32768.0   63.999998   63.999998
 4       65536.0  127.999995  127.999995
 5      131072.0  219.428568  219.428568
 6      262144.0  341.333321  384.000001
 7      524288.0  472.615390  472.615390
 8     1048576.0  614.400016  614.400016
-9     2097152.0  722.823517  722.823517
+9     2097152.0  722.823517  702.171410
 10    4194304.0  780.190482  780.190482
 11    8388608.0  812.429770  812.429770
 12   16777216.0  833.084721  833.084721
-13   33554432.0  843.811163  842.004273
+13   33554432.0  843.811163  843.811163
 14   67108864.0  849.278610  848.362445
 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  10.979 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 0 minutes  10.991 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 54e11d2ff..69a88c8b0 100644
--- a/getting-started/tutorials/02-fused-softmax.html
+++ b/getting-started/tutorials/02-fused-softmax.html
@@ -385,17 +385,17 @@ 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      512.000001   190.511628
-1     384.0  585.142862      585.142862   151.703707
-2     512.0  630.153853      606.814814   154.566038
+0     256.0  512.000001      546.133347   186.181817
+1     384.0  585.142862      585.142862   153.600004
+2     512.0  630.153853      606.814814   156.038096
 3     640.0  660.645170      640.000002   160.000000
 4     768.0  702.171410      664.216187   163.839992
 ..      ...         ...             ...          ...
-93  12160.0  812.359066      405.755985   199.038365
+93  12160.0  812.359066      406.179533   199.038365
 94  12288.0  812.429770      415.661740   199.298541
-95  12416.0  810.840807      411.722274   198.954424
+95  12416.0  810.840807      412.149375   198.854847
 96  12544.0  810.925276      412.971190   199.111113
-97  12672.0  809.389265      412.516771   199.264875
+97  12672.0  811.007961      412.097543   199.264875
 
 [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  12.611 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes  12.603 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 3f7d7ca48..b09ce5987 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              3.276800
-1    384.0   7.372800  ...   8.507077              8.507077
-2    512.0  14.563555  ...  15.420235             15.420235
+0    256.0   2.730667  ...   3.276800              2.978909
+1    384.0   7.372800  ...   7.899428              7.899428
+2    512.0  14.563555  ...  16.384000             15.420235
 3    640.0  22.260869  ...  24.380953             24.380953
-4    768.0  32.768000  ...  35.389441             34.028308
+4    768.0  32.768000  ...  34.028308             34.028308
 5    896.0  39.025776  ...  40.140799             39.025776
 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             64.902096
-10  1536.0  80.430545  ...  76.933564             75.296679
-11  1664.0  63.372618  ...  61.636381             61.636381
-12  1792.0  72.983276  ...  69.810085             69.379162
-13  1920.0  69.120002  ...  69.120002             67.106797
-14  2048.0  73.584279  ...  74.898285             68.200062
-15  2176.0  82.813365  ...  80.817862             78.302130
-16  2304.0  68.251065  ...  73.728002             73.275679
-17  2432.0  71.305746  ...  79.139336             80.499895
-18  2560.0  77.649287  ...  77.283019             76.382283
-19  2688.0  80.880718  ...  82.823267             84.295681
-20  2816.0  78.868366  ...  78.161663             79.154642
-21  2944.0  80.380696  ...  80.122235             77.385141
-22  3072.0  81.355034  ...  83.638266             82.782312
-23  3200.0  82.901554  ...  87.551302             89.510493
-24  3328.0  81.438120  ...  80.798314             84.596116
-25  3456.0  81.683457  ...  85.494768             85.676480
-26  3584.0  86.457107  ...  95.148565             89.201778
-27  3712.0  85.163978  ...  81.883070             83.596102
-28  3840.0  84.485870  ...  87.562949             87.355452
-29  3968.0  93.076994  ...  83.635320             83.463707
-30  4096.0  93.531519  ...  90.382307             90.321484
+10  1536.0  78.643199  ...  76.106321             76.106321
+11  1664.0  63.372618  ...  62.061463             62.061463
+12  1792.0  72.983276  ...  69.810085             69.810085
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