[GH-PAGES] Updated website
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@@ -237,7 +237,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
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6 262144.0 341.333321 384.000001
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9 2097152.0 722.823517 702.171410
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@@ -254,7 +254,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
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.. rst-class:: sphx-glr-timing
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**Total running time of the script:** ( 1 minutes 45.701 seconds)
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**Total running time of the script:** ( 1 minutes 39.333 seconds)
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.. _sphx_glr_download_getting-started_tutorials_01-vector-add.py:
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@@ -286,17 +286,17 @@ We will then compare its performance against (1) :code:`torch.softmax` and (2) t
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softmax-performance:
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N Triton Torch (native) Torch (jit)
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0 256.0 512.000001 546.133347 192.752942
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0 256.0 512.000001 546.133347 186.181817
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1 384.0 585.142862 585.142862 151.703707
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3 640.0 682.666684 640.000002 160.000000
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2 512.0 655.360017 606.814814 156.038096
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3 640.0 682.666684 640.000002 158.759699
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4 768.0 722.823517 646.736871 163.839992
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.. ... ... ... ...
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97 12672.0 812.633240 412.097543 199.069228
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93 12160.0 812.359066 406.179533 199.038365
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94 12288.0 814.111783 415.661740 199.298541
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95 12416.0 812.498981 411.722274 198.954424
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96 12544.0 812.566838 412.971190 199.111113
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97 12672.0 812.633240 412.097543 199.167004
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[98 rows x 4 columns]
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@@ -314,7 +314,7 @@ In the above plot, we can see that:
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.. rst-class:: sphx-glr-timing
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**Total running time of the script:** ( 3 minutes 22.745 seconds)
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**Total running time of the script:** ( 3 minutes 21.436 seconds)
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.. _sphx_glr_download_getting-started_tutorials_02-fused-softmax.py:
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@@ -462,37 +462,37 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
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matmul-performance:
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M cuBLAS ... Triton Triton (+ LeakyReLU)
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0 256.0 2.730667 ... 2.978909 2.978909
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0 256.0 2.730667 ... 3.276800 2.978909
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3 640.0 22.260869 ... 24.380953 24.380953
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4 768.0 32.768000 ... 34.028308 34.028308
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9 1408.0 64.138541 ... 67.305878 67.305878
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9 1408.0 64.138541 ... 67.305878 66.485074
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11 1664.0 63.372618 ... 62.492442 62.061463
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12 1792.0 72.512412 ... 72.047592 71.588687
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12 1792.0 72.983276 ... 59.154861 71.588687
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14 2048.0 73.908442 ... 76.959706 76.608294
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16 2304.0 68.251065 ... 76.563695 76.563695
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17 2432.0 71.125224 ... 82.874527 84.115159
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18 2560.0 77.833728 ... 81.310171 80.511054
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26 3584.0 85.552231 ... 90.549237 96.683219
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27 3712.0 85.455380 ... 88.248537 88.640059
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28 3840.0 82.778440 ... 87.252072 88.971840
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29 3968.0 93.076994 ... 84.094627 91.335278
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30 4096.0 86.590337 ... 86.480498 92.182504
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16 2304.0 68.251065 ... 76.563695 76.319081
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17 2432.0 71.305746 ... 84.877538 84.621881
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18 2560.0 77.833728 ... 81.310171 80.709358
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19 2688.0 83.737433 ... 89.464755 89.888756
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20 2816.0 83.552120 ... 83.712490 82.916747
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21 2944.0 81.967162 ... 80.902653 82.102191
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22 3072.0 82.062468 ... 88.197981 87.924073
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23 3200.0 84.544253 ... 95.380032 94.955488
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24 3328.0 82.939284 ... 84.695641 81.162679
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25 3456.0 80.061141 ... 82.183044 87.632137
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26 3584.0 87.254137 ... 90.460980 94.349836
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27 3712.0 85.601834 ... 89.194055 91.313847
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28 3840.0 84.100380 ... 84.972723 88.686451
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29 3968.0 93.148045 ... 79.236324 80.971427
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30 4096.0 91.647477 ... 83.390136 89.181212
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[31 rows x 5 columns]
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@@ -502,7 +502,7 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we
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.. rst-class:: sphx-glr-timing
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**Total running time of the script:** ( 5 minutes 23.977 seconds)
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**Total running time of the script:** ( 5 minutes 18.978 seconds)
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.. _sphx_glr_download_getting-started_tutorials_03-matrix-multiplication.py:
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@@ -38,36 +38,36 @@ Layer Normalization
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layer-norm-backward:
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N Triton Torch Apex
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0 1024.0 307.200008 99.902435 315.076934
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1 1536.0 351.085717 134.050910 344.523365
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2 2048.0 423.724127 159.067963 334.367350
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3 2560.0 458.507457 182.314537 330.322572
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10 6144.0 548.163546 251.202731 288.000001
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11 6656.0 534.260858 256.000009 286.793541
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12 7168.0 516.612607 253.734520 277.919225
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28 15360.0 375.397138 260.155264 289.583654
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29 15872.0 368.758973 263.253636 292.796308
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@@ -329,7 +329,7 @@ Layer Normalization
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.. rst-class:: sphx-glr-timing
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**Total running time of the script:** ( 2 minutes 11.766 seconds)
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**Total running time of the script:** ( 2 minutes 11.437 seconds)
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.. _sphx_glr_download_getting-started_tutorials_05-layer-norm.py:
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@@ -5,16 +5,16 @@
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Computation times
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=================
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**12:44.201** total execution time for **getting-started_tutorials** files:
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**12:31.196** total execution time for **getting-started_tutorials** files:
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+---------------------------------------------------------------------------------------------------------+-----------+--------+
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| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:23.977 | 0.0 MB |
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| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:18.978 | 0.0 MB |
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+---------------------------------------------------------------------------------------------------------+-----------+--------+
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| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``) | 03:22.745 | 0.0 MB |
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| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``) | 03:21.436 | 0.0 MB |
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+---------------------------------------------------------------------------------------------------------+-----------+--------+
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| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``) | 02:11.766 | 0.0 MB |
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| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``) | 02:11.437 | 0.0 MB |
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+---------------------------------------------------------------------------------------------------------+-----------+--------+
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| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``) | 01:45.701 | 0.0 MB |
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| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``) | 01:39.333 | 0.0 MB |
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+---------------------------------------------------------------------------------------------------------+-----------+--------+
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| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``) | 00:00.011 | 0.0 MB |
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+---------------------------------------------------------------------------------------------------------+-----------+--------+
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