[GH-PAGES] Updated website
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@@ -92,7 +92,7 @@ and (2) enqueue the above kernel with appropriate grid/block sizes.
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# We need to preallocate the output
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output = torch.empty_like(x)
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assert x.is_cuda and y.is_cuda and output.is_cuda
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n_elements = output.shape[0]
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n_elements = output.numel()
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# The SPMD launch grid denotes the number of kernel instances that run in parallel.
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# It is analogous to CUDA launch grids. It can be either Tuple[int], or Callable(metaparameters) -> Tuple[int]
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# In this case, we use a 1D grid where the size is the number of blocks
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@@ -234,17 +234,17 @@ 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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1 8192.0 19.200000 19.200000
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2 16384.0 38.400001 38.400001
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3 32768.0 63.999998 76.800002
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3 32768.0 63.999998 63.999998
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4 65536.0 127.999995 127.999995
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5 131072.0 219.428568 219.428568
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6 262144.0 384.000001 384.000001
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6 262144.0 341.333321 384.000001
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7 524288.0 472.615390 472.615390
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8 1048576.0 614.400016 614.400016
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9 2097152.0 722.823517 722.823517
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10 4194304.0 780.190482 780.190482
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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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13 33554432.0 843.811163 842.004273
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13 33554432.0 843.811163 843.811163
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14 67108864.0 849.278610 848.362445
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15 134217728.0 851.577704 850.656574
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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:** ( 0 minutes 12.966 seconds)
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**Total running time of the script:** ( 0 minutes 11.041 seconds)
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.. _sphx_glr_download_getting-started_tutorials_01-vector-add.py:
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@@ -302,15 +302,15 @@ We will then compare its performance against (1) :code:`torch.softmax` and (2) t
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N Triton Torch (native) Torch (jit)
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0 256.0 512.000001 546.133347 186.181817
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1 384.0 585.142862 585.142862 153.600004
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2 512.0 630.153853 585.142849 154.566038
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3 640.0 660.645170 640.000002 158.759699
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4 768.0 702.171410 664.216187 162.754967
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2 512.0 630.153853 606.814814 154.566038
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3 640.0 682.666684 640.000002 160.000000
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4 768.0 702.171410 664.216187 163.839992
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.. ... ... ... ...
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93 12160.0 812.359066 406.179533 198.733401
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94 12288.0 812.429770 415.661740 198.995960
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95 12416.0 810.840807 411.296057 198.655991
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96 12544.0 810.925276 412.971190 198.815254
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97 12672.0 809.389265 412.097543 198.873965
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93 12160.0 812.359066 406.179533 199.038365
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94 12288.0 812.429770 416.101597 199.298541
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95 12416.0 810.840807 412.149375 198.954424
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96 12544.0 810.925276 412.971190 199.111113
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97 12672.0 809.389265 412.097543 199.264875
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[98 rows x 4 columns]
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@@ -328,7 +328,7 @@ 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:** ( 1 minutes 12.677 seconds)
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**Total running time of the script:** ( 1 minutes 13.141 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 ... 3.276800 3.276800
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1 384.0 7.372800 ... 8.507077 8.507077
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0 256.0 2.978909 ... 2.978909 2.978909
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1 384.0 7.372800 ... 8.507077 7.899428
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2 512.0 14.563555 ... 15.420235 15.420235
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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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5 896.0 39.025776 ... 40.140799 39.025776
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6 1024.0 49.932191 ... 53.773130 52.428801
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7 1152.0 44.566925 ... 46.656000 45.938215
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8 1280.0 51.200001 ... 56.109587 56.109587
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9 1408.0 64.138541 ... 64.902096 64.138541
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10 1536.0 78.643199 ... 76.106321 76.106321
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11 1664.0 62.929456 ... 62.061463 62.061463
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12 1792.0 72.983276 ... 69.810085 69.379162
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13 1920.0 69.120002 ... 70.530615 70.530615
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14 2048.0 73.908442 ... 75.234154 68.487170
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15 2176.0 82.813365 ... 77.998640 79.855747
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7 1152.0 44.566925 ... 46.656000 46.656000
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8 1280.0 51.200001 ... 56.888887 56.109587
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9 1408.0 64.138541 ... 64.902096 64.902096
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10 1536.0 80.430545 ... 76.933564 76.106321
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11 1664.0 63.372618 ... 62.492442 62.492442
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12 1792.0 72.983276 ... 70.246402 69.810085
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13 1920.0 65.207547 ... 69.467336 67.764707
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14 2048.0 73.908442 ... 74.898285 73.584279
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15 2176.0 82.813365 ... 81.143743 81.143743
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16 2304.0 68.446623 ... 73.728002 73.501144
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17 2432.0 71.305746 ... 82.147552 81.908060
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18 2560.0 77.649287 ... 76.027843 77.465723
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19 2688.0 78.536346 ... 82.284288 80.880718
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20 2816.0 82.602666 ... 77.605356 79.443003
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21 2944.0 81.431424 ... 80.122235 76.670818
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22 3072.0 81.472093 ... 82.903517 82.181572
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23 3200.0 83.116885 ... 85.106381 88.642656
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24 3328.0 84.101981 ... 86.424125 84.895397
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25 3456.0 81.849303 ... 81.766291 85.950501
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26 3584.0 87.127323 ... 88.761490 90.549237
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27 3712.0 85.822459 ... 81.883070 84.088676
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28 3840.0 84.679936 ... 88.615388 88.402879
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29 3968.0 92.512459 ... 87.850207 87.787005
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30 4096.0 93.271527 ... 83.313299 90.626421
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18 2560.0 77.649287 ... 77.465723 77.465723
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19 2688.0 80.027544 ... 81.401408 81.576466
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20 2816.0 81.369790 ... 79.879498 79.443003
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21 2944.0 83.060049 ... 78.979452 77.265163
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22 3072.0 82.540970 ... 82.782312 82.181572
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23 3200.0 82.368085 ... 86.253369 90.523334
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24 3328.0 83.613586 ... 82.653612 82.088138
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25 3456.0 81.849303 ... 85.133652 84.775569
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26 3584.0 87.551500 ... 94.747514 92.220917
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27 3712.0 81.482335 ... 84.230479 82.971218
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28 3840.0 81.138664 ... 84.292684 83.027026
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29 3968.0 89.068569 ... 84.562670 80.864108
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30 4096.0 92.948562 ... 89.717734 90.018600
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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:** ( 2 minutes 5.134 seconds)
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**Total running time of the script:** ( 2 minutes 12.082 seconds)
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.. _sphx_glr_download_getting-started_tutorials_03-matrix-multiplication.py:
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@@ -5,12 +5,12 @@
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Computation times
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=================
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**03:30.777** total execution time for **getting-started_tutorials** files:
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**03:36.265** 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``) | 02:05.134 | 0.0 MB |
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| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 02:12.082 | 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``) | 01:12.677 | 0.0 MB |
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| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``) | 01:13.141 | 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``) | 00:12.966 | 0.0 MB |
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| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``) | 00:11.041 | 0.0 MB |
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+---------------------------------------------------------------------------------------------------------+-----------+--------+
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