[GH-PAGES] Updated website
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@@ -235,7 +235,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
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0 4096.0 9.600000 9.600000
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6 262144.0 384.000001 384.000001
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@@ -255,7 +255,7 @@ 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 40.274 seconds)
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**Total running time of the script:** ( 1 minutes 41.422 seconds)
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.. _sphx_glr_download_getting-started_tutorials_01-vector-add.py:
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@@ -278,17 +278,17 @@ 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 190.511628
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0 256.0 512.000001 546.133347 188.321838
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1 384.0 614.400016 585.142862 153.600004
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3 640.0 706.206879 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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93 12160.0 814.058574 406.179533 198.733401
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96 12544.0 814.214963 413.396498 198.913776
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97 12672.0 814.265046 412.097543 198.873965
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93 12160.0 814.058574 406.179533 198.834951
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94 12288.0 815.800825 415.222812 199.197579
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95 12416.0 814.163950 412.149375 198.755369
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96 12544.0 814.214963 412.971190 199.012395
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97 12672.0 814.265046 412.097543 198.971549
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[98 rows x 4 columns]
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@@ -306,7 +306,7 @@ 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 23.079 seconds)
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**Total running time of the script:** ( 3 minutes 18.383 seconds)
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.. _sphx_glr_download_getting-started_tutorials_02-fused-softmax.py:
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@@ -458,37 +458,37 @@ 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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1 384.0 7.372800 ... 8.507077 8.507077
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3 640.0 22.260869 ... 24.380953 24.380953
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0 256.0 2.730667 ... 3.276800 2.978909
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1 384.0 7.372800 ... 8.507077 7.899428
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2 512.0 14.563555 ... 16.384000 16.384000
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3 640.0 23.272727 ... 24.380953 24.380953
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5 896.0 39.025776 ... 40.140799 39.025776
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6 1024.0 51.150050 ... 52.428801 52.428801
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9 1408.0 64.138541 ... 67.305878 66.485074
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10 1536.0 80.430545 ... 79.526831 78.643199
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11 1664.0 62.929456 ... 62.492442 62.061463
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12 1792.0 72.512412 ... 72.047592 71.588687
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14 2048.0 73.262953 ... 76.608294 76.260072
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16 2304.0 68.643310 ... 76.563695 76.319081
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17 2432.0 71.487187 ... 84.621881 85.134737
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18 2560.0 78.019048 ... 81.310171 81.108913
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23 3200.0 84.880639 ... 87.795257 90.780140
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24 3328.0 79.990330 ... 84.101981 84.596116
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25 3456.0 81.600781 ... 90.943675 84.775569
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26 3584.0 85.715344 ... 93.661869 95.047985
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27 3712.0 81.615477 ... 88.365630 83.982636
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28 3840.0 82.592983 ... 87.286505 91.322872
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29 3968.0 86.973584 ... 90.926929 83.982489
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30 4096.0 92.500158 ... 88.417474 85.271746
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13 1920.0 69.120002 ... 70.172588 70.172588
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14 2048.0 73.262953 ... 76.608294 76.608294
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15 2176.0 83.155572 ... 85.998493 85.269692
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16 2304.0 68.643310 ... 76.319081 76.319081
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17 2432.0 71.305746 ... 74.719317 85.134737
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18 2560.0 78.019048 ... 80.709358 80.511054
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19 2688.0 83.552988 ... 89.888756 89.676257
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20 2816.0 82.916747 ... 83.392363 82.135981
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21 2944.0 82.237674 ... 82.646820 82.921853
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22 3072.0 81.707223 ... 86.978653 84.010539
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23 3200.0 84.993363 ... 88.033012 94.048494
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24 3328.0 79.990330 ... 84.003845 84.496824
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25 3456.0 81.600781 ... 85.585527 90.281712
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26 3584.0 87.381330 ... 98.591437 95.654673
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27 3712.0 84.159518 ... 87.475786 85.418853
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28 3840.0 83.781816 ... 91.473945 84.582788
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29 3968.0 90.724116 ... 85.093402 90.455103
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30 4096.0 86.313653 ... 87.438257 91.678778
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[31 rows x 5 columns]
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@@ -498,7 +498,7 @@ 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:** ( 6 minutes 4.120 seconds)
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**Total running time of the script:** ( 5 minutes 59.778 seconds)
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.. _sphx_glr_download_getting-started_tutorials_03-matrix-multiplication.py:
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@@ -39,35 +39,35 @@ Layer Normalization
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layer-norm-backward:
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N Triton Torch Apex
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0 1024.0 311.088617 98.303995 307.200008
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1 1536.0 347.773587 134.050910 341.333333
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2 2048.0 420.102553 161.684218 325.509933
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1 1536.0 347.773587 134.540150 341.333333
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2 2048.0 423.724127 161.684218 334.367350
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3 2560.0 458.507457 181.775141 326.808501
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4 3072.0 511.999982 192.501302 319.168834
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5 3584.0 551.384634 208.271186 310.527060
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6 4096.0 564.965515 220.412561 298.796351
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7 4608.0 504.986315 232.825259 287.251954
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8 5120.0 529.655159 242.845844 287.102804
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9 5632.0 542.843364 243.545956 289.438969
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11 6656.0 532.479975 256.000009 285.767438
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6 4096.0 568.231237 220.412561 293.444785
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7 4608.0 507.302750 232.825259 291.031570
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8 5120.0 531.948056 242.845844 287.102804
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23 12800.0 414.016170 253.674644 289.811310
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25 13824.0 404.604870 257.190689 292.313649
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28 15360.0 373.874218 257.970599 287.326580
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29 15872.0 371.274849 261.806182 290.120338
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@@ -339,7 +339,7 @@ Layer Normalization
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.. rst-class:: sphx-glr-timing
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**Total running time of the script:** ( 2 minutes 12.351 seconds)
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**Total running time of the script:** ( 2 minutes 10.738 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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**13:20.304** total execution time for **getting-started_tutorials** files:
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**13:10.803** 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``) | 06:04.120 | 0.0 MB |
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| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 05:59.778 | 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``) | 03:23.079 | 0.0 MB |
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| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``) | 03:18.383 | 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``) | 02:12.351 | 0.0 MB |
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| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``) | 02:10.738 | 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``) | 01:40.274 | 0.0 MB |
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| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``) | 01:41.422 | 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``) | 00:00.481 | 0.0 MB |
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+---------------------------------------------------------------------------------------------------------+-----------+--------+
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