[GH-PAGES] Updated website
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@@ -240,7 +240,7 @@ 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 341.333321
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11 8388608.0 812.429770 812.429770
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12 16777216.0 833.084721 833.084721
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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 35.667 seconds)
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**Total running time of the script:** ( 1 minutes 42.455 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 512.000001 188.321838
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1 384.0 585.142862 585.142862 153.600004
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2 512.0 655.360017 585.142849 154.566038
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3 640.0 682.666684 640.000002 158.759699
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0 256.0 512.000001 546.133347 190.511628
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1 384.0 585.142862 558.545450 153.600004
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2 512.0 655.360017 606.814814 154.566038
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3 640.0 682.666684 640.000002 160.000000
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4 768.0 722.823517 664.216187 162.754967
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.. ... ... ... ...
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97 12672.0 812.633240 412.097543 199.069228
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93 12160.0 814.058574 406.179533 199.140227
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94 12288.0 814.111783 415.661740 199.298541
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95 12416.0 812.498981 411.722274 198.854847
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96 12544.0 812.566838 412.971190 199.111113
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97 12672.0 812.633240 412.516771 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 20.961 seconds)
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**Total running time of the script:** ( 3 minutes 24.085 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 2.978909 ... 3.276800 2.978909
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1 384.0 7.372800 ... 8.507077 8.507077
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2 512.0 14.563555 ... 16.384000 16.384000
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4 768.0 32.768000 ... 34.028308 34.028308
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5 896.0 37.971025 ... 40.140799 39.025776
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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
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8 1280.0 51.200001 ... 56.888887 56.888887
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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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11 1664.0 63.372618 ... 62.929456 62.061463
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12 1792.0 72.983276 ... 72.512412 71.588687
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13 1920.0 69.120002 ... 70.530615 70.530615
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13 1920.0 69.467336 ... 70.530615 70.530615
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14 2048.0 73.908442 ... 77.314362 76.959706
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15 2176.0 83.500614 ... 85.998493 85.269692
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16 2304.0 68.446623 ... 77.307030 76.809875
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21 2944.0 81.298583 ... 82.784108 83.060049
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22 3072.0 82.661468 ... 89.451983 88.473602
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23 3200.0 82.156612 ... 95.522391 94.814812
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24 3328.0 84.003845 ... 81.254285 83.710812
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25 3456.0 81.849303 ... 91.097818 91.097818
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26 3584.0 87.893835 ... 92.696281 95.047985
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27 3712.0 86.192706 ... 88.326564 90.445760
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28 3840.0 81.859361 ... 90.798032 87.910967
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29 3968.0 91.816356 ... 89.133631 91.403695
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30 4096.0 86.563285 ... 89.418872 92.691803
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18 2560.0 77.833728 ... 81.310171 80.709358
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19 2688.0 83.737433 ... 89.888756 89.254248
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20 2816.0 83.233226 ... 83.074685 83.392363
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21 2944.0 82.715407 ... 83.198715 81.298583
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22 3072.0 82.420822 ... 89.593522 89.170242
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23 3200.0 84.544253 ... 96.096095 94.814812
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24 3328.0 83.808259 ... 81.994643 84.496824
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25 3456.0 82.604067 ... 91.511426 90.994998
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26 3584.0 85.552231 ... 95.858629 98.483450
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27 3712.0 83.317214 ... 90.939777 88.170647
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28 3840.0 82.654712 ... 90.798032 87.011801
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29 3968.0 89.855624 ... 87.158986 91.335278
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30 4096.0 91.743400 ... 90.504200 93.206754
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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 22.344 seconds)
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**Total running time of the script:** ( 5 minutes 25.038 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 99.096776 307.200008
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1 1536.0 347.773587 133.083026 338.201833
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2 2048.0 423.724127 162.217818 325.509933
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3 2560.0 461.954908 182.857144 325.079368
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4 3072.0 511.999982 191.005181 317.793096
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0 1024.0 307.200008 99.497980 307.200008
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1 1536.0 351.085717 133.565214 341.333333
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2 2048.0 423.724127 159.067963 319.168844
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3 2560.0 461.954908 183.402991 325.079368
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4 3072.0 511.999982 192.501302 319.168834
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5 3584.0 551.384634 207.768111 309.410081
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7 4608.0 495.928261 231.364016 286.507772
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8 5120.0 525.128191 242.845844 283.787523
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9 5632.0 536.380957 243.107920 290.683877
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16 9216.0 427.822068 273.066667 289.129410
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17 9728.0 437.213490 279.942444 289.308559
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25 13824.0 403.620451 256.991469 292.056329
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27 14848.0 383.999990 257.108233 289.481735
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28 15360.0 373.495460 258.332158 288.000007
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29 15872.0 365.573890 262.708969 290.562936
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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 11.039 seconds)
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**Total running time of the script:** ( 2 minutes 13.195 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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**12:30.021** total execution time for **getting-started_tutorials** files:
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**12:44.785** 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``) | 05:22.344 | 0.0 MB |
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| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:25.038 | 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``) | 03:20.961 | 0.0 MB |
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| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``) | 03:24.085 | 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``) | 02:11.039 | 0.0 MB |
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| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``) | 02:13.195 | 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``) | 01:35.667 | 0.0 MB |
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| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``) | 01:42.455 | 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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