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Philippe Tillet
2022-07-28 00:52:17 +00:00
parent 2663713aec
commit 6cffd02787
167 changed files with 298 additions and 298 deletions
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8
master/_sources/getting-started/tutorials/01-vector-add.rst.txt
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@@ -238,14 +238,14 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
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
6 262144.0 384.000001 384.000001
7 524288.0 472.615390 472.615390
8 1048576.0 614.400016 614.400016
9 2097152.0 722.823517 702.171410
9 2097152.0 722.823517 722.823517
10 4194304.0 780.190482 780.190482
11 8388608.0 812.429770 812.429770
12 16777216.0 833.084721 833.084721
13 33554432.0 842.004273 842.004273
13 33554432.0 842.004273 843.811163
14 67108864.0 847.448255 848.362445
15 134217728.0 849.737435 850.656574
@@ -255,7 +255,7 @@ 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:** ( 1 minutes 45.313 seconds)
**Total running time of the script:** ( 2 minutes 39.483 seconds)
.. _sphx_glr_download_getting-started_tutorials_01-vector-add.py:

20
master/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
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@@ -278,17 +278,17 @@ We will then compare its performance against (1) :code:`torch.softmax` and (2) t
softmax-performance:
N Triton Torch (native) Torch (jit)
0 256.0 546.133347 546.133347 188.321838
1 384.0 614.400016 585.142862 151.703707
2 512.0 655.360017 585.142849 154.566038
0 256.0 546.133347 546.133347 190.511628
1 384.0 614.400016 585.142862 153.600004
2 512.0 655.360017 606.814814 154.566038
3 640.0 706.206879 640.000002 160.000000
4 768.0 722.823517 646.736871 163.839992
4 768.0 722.823517 664.216187 162.754967
.. ... ... ... ...
93 12160.0 812.359066 405.333344 199.038365
94 12288.0 812.429770 415.222812 199.298541
95 12416.0 812.498981 411.296057 198.954424
96 12544.0 810.925276 412.971190 199.111113
97 12672.0 811.007961 412.097543 199.264875
93 12160.0 812.359066 406.179533 198.631953
94 12288.0 812.429770 415.222812 198.895304
95 12416.0 812.498981 412.149375 198.556711
96 12544.0 810.925276 412.546756 198.815254
97 12672.0 811.007961 412.097543 198.873965
[98 rows x 4 columns]
@@ -306,7 +306,7 @@ In the above plot, we can see that:
.. rst-class:: sphx-glr-timing
**Total running time of the script:** ( 3 minutes 30.839 seconds)
**Total running time of the script:** ( 3 minutes 31.979 seconds)
.. _sphx_glr_download_getting-started_tutorials_02-fused-softmax.py:

48
master/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
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@@ -459,37 +459,37 @@ 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 ... 2.978909 2.978909
1 384.0 7.372800 ... 8.507077 7.899428
0 256.0 2.978909 ... 2.978909 3.276800
1 384.0 7.372800 ... 8.507077 8.507077
2 512.0 14.563555 ... 16.384000 16.384000
3 640.0 22.260869 ... 24.380953 24.380953
4 768.0 32.768000 ... 35.389441 34.028308
5 896.0 39.025776 ... 40.140799 39.025776
6 1024.0 49.932191 ... 53.773130 52.428801
6 1024.0 51.150050 ... 53.773130 52.428801
7 1152.0 45.242181 ... 48.161033 47.396572
8 1280.0 51.200001 ... 57.690139 57.690139
9 1408.0 64.138541 ... 68.147202 67.305878
9 1408.0 64.138541 ... 69.009825 68.147202
10 1536.0 80.430545 ... 81.355034 79.526831
11 1664.0 62.929456 ... 63.372618 62.492442
12 1792.0 72.983276 ... 73.460287 59.467852
13 1920.0 69.120002 ... 71.257735 70.892307
14 2048.0 73.584279 ... 78.033565 76.959706
11 1664.0 63.372618 ... 63.372618 62.492442
12 1792.0 72.512412 ... 73.460287 59.467852
13 1920.0 69.120002 ... 71.626943 71.257735
14 2048.0 73.908442 ... 78.398206 77.314362
15 2176.0 83.155572 ... 87.494120 85.998493
16 2304.0 68.446623 ... 78.064941 77.057651
17 2432.0 71.125224 ... 85.915795 75.320281
18 2560.0 77.833728 ... 82.125311 81.512437
19 2688.0 83.737433 ... 90.532356 89.676257
20 2816.0 83.074685 ... 84.687779 84.035084
21 2944.0 81.698415 ... 84.040530 83.060049
22 3072.0 81.707223 ... 90.164177 89.310890
23 3200.0 84.544253 ... 96.969694 95.665176
24 3328.0 83.905938 ... 86.320498 85.602017
25 3456.0 79.508447 ... 91.824110 85.585527
26 3584.0 85.633710 ... 92.600816 95.756542
27 3712.0 84.159518 ... 93.100971 87.783251
28 3840.0 80.901241 ... 87.980905 92.236860
29 3968.0 87.913500 ... 91.747320 86.114283
30 4096.0 93.336389 ... 86.928580 85.271746
16 2304.0 68.446623 ... 78.064941 77.307030
17 2432.0 71.305746 ... 86.711310 75.320281
18 2560.0 77.833728 ... 82.331658 81.108913
19 2688.0 83.922689 ... 90.748936 89.676257
20 2816.0 79.879498 ... 82.446516 83.873477
21 2944.0 81.967162 ... 83.617504 83.337844
22 3072.0 81.825298 ... 89.593522 88.750943
23 3200.0 84.993363 ... 96.822991 95.808380
24 3328.0 83.130825 ... 84.596116 84.200347
25 3456.0 81.518272 ... 91.407671 90.943675
26 3584.0 85.797134 ... 91.470385 91.470385
27 3712.0 84.088676 ... 89.273764 83.247783
28 3840.0 85.005380 ... 92.006659 85.763472
29 3968.0 85.809605 ... 92.232760 86.175099
30 4096.0 93.433852 ... 85.871008 92.245860
[31 rows x 5 columns]
@@ -499,7 +499,7 @@ 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:** ( 6 minutes 36.741 seconds)
**Total running time of the script:** ( 6 minutes 36.303 seconds)
.. _sphx_glr_download_getting-started_tutorials_03-matrix-multiplication.py:

2
master/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
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@@ -240,7 +240,7 @@ References
.. rst-class:: sphx-glr-timing
**Total running time of the script:** ( 0 minutes 0.013 seconds)
**Total running time of the script:** ( 0 minutes 0.164 seconds)
.. _sphx_glr_download_getting-started_tutorials_04-low-memory-dropout.py:

50
master/_sources/getting-started/tutorials/05-layer-norm.rst.txt
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@@ -40,34 +40,34 @@ Layer Normalization
N Triton Torch Apex
0 1024.0 585.142849 277.694907 468.114273
1 1536.0 630.153868 323.368435 511.999982
2 2048.0 668.734716 334.367358 520.126988
3 2560.0 694.237267 362.477870 512.000013
4 3072.0 702.171410 378.092307 501.551037
5 3584.0 725.873439 384.859062 451.527536
6 4096.0 728.177767 383.251446 451.972420
7 4608.0 670.254540 396.387087 428.651163
8 5120.0 688.403381 395.748783 420.102563
9 5632.0 704.000002 396.969169 415.262685
10 6144.0 702.171410 402.885254 411.313806
11 6656.0 700.631610 398.861429 398.861429
12 7168.0 686.754468 388.772874 384.859062
2 2048.0 682.666643 334.367358 520.126988
3 2560.0 694.237267 365.714281 518.481028
4 3072.0 712.347810 378.092307 496.484863
5 3584.0 725.873439 384.859062 455.111115
6 4096.0 728.177767 381.023256 455.111095
7 4608.0 670.254540 394.267384 421.302872
8 5120.0 688.403381 397.669909 424.455959
9 5632.0 704.000002 395.228063 411.470331
10 6144.0 697.191505 402.885254 411.313806
11 6656.0 700.631610 400.360920 398.861429
12 7168.0 690.891575 396.844306 387.459443
13 7680.0 678.895043 393.846167 386.415087
14 8192.0 636.271854 390.095241 374.491442
15 8704.0 627.315309 396.763538 380.502740
16 9216.0 604.327881 405.098894 383.002605
14 8192.0 639.375598 393.609605 372.363633
15 8704.0 624.502255 389.005597 380.502740
16 9216.0 604.327881 407.337026 383.002605
17 9728.0 585.142883 409.599987 383.369452
18 10240.0 564.965524 409.600010 381.911416
18 10240.0 564.965524 408.578556 382.803739
19 10752.0 546.133312 411.559798 381.445676
20 11264.0 531.634232 403.185684 373.908711
21 11776.0 519.052343 409.599991 377.587162
22 12288.0 513.336807 413.911572 382.505826
23 12800.0 504.433489 410.420828 377.859783
24 13312.0 494.180982 404.159395 377.645399
25 13824.0 481.882350 411.122660 378.739711
26 14336.0 471.967074 400.307157 372.969090
27 14848.0 461.297068 404.027214 374.712936
20 11264.0 533.207081 406.826188 373.134567
21 11776.0 520.486200 409.599991 377.587162
22 12288.0 516.031509 413.911572 383.251457
23 12800.0 504.433489 410.420828 376.470582
24 13312.0 494.180982 405.699062 376.976995
25 13824.0 482.934503 411.888257 379.389355
26 14336.0 471.967074 406.695045 374.185964
27 14848.0 461.297068 408.192434 375.304904
28 15360.0 454.269882 406.214870 378.092307
29 15872.0 447.098578 405.027112 375.668625
29 15872.0 447.098578 406.974373 376.225175
@@ -393,7 +393,7 @@ Layer Normalization
.. rst-class:: sphx-glr-timing
**Total running time of the script:** ( 5 minutes 38.066 seconds)
**Total running time of the script:** ( 5 minutes 37.477 seconds)
.. _sphx_glr_download_getting-started_tutorials_05-layer-norm.py:

2
master/_sources/getting-started/tutorials/06-fused-attention.rst.txt
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@@ -385,7 +385,7 @@ This is a Triton implementation of the Flash Attention algorithm
.. rst-class:: sphx-glr-timing
**Total running time of the script:** ( 0 minutes 0.075 seconds)
**Total running time of the script:** ( 0 minutes 0.367 seconds)
.. _sphx_glr_download_getting-started_tutorials_06-fused-attention.py:

2
master/_sources/getting-started/tutorials/07-libdevice-function.rst.txt
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@@ -152,7 +152,7 @@ We can also customize the libdevice library path by passing the path to the `lib
.. rst-class:: sphx-glr-timing
**Total running time of the script:** ( 0 minutes 0.010 seconds)
**Total running time of the script:** ( 0 minutes 0.128 seconds)
.. _sphx_glr_download_getting-started_tutorials_07-libdevice-function.py:

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master/_sources/getting-started/tutorials/sg_execution_times.rst.txt
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@@ -5,20 +5,20 @@
Computation times
=================
**17:31.058** total execution time for **getting-started_tutorials** files:
**18:25.900** total execution time for **getting-started_tutorials** files:
+---------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:36.741 | 0.0 MB |
| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:36.303 | 0.0 MB |
+---------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``) | 05:38.066 | 0.0 MB |
| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``) | 05:37.477 | 0.0 MB |
+---------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``) | 03:30.839 | 0.0 MB |
| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``) | 03:31.979 | 0.0 MB |
+---------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``) | 01:45.313 | 0.0 MB |
| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``) | 02:39.483 | 0.0 MB |
+---------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_getting-started_tutorials_06-fused-attention.py` (``06-fused-attention.py``) | 00:00.075 | 0.0 MB |
| :ref:`sphx_glr_getting-started_tutorials_06-fused-attention.py` (``06-fused-attention.py``) | 00:00.367 | 0.0 MB |
+---------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``) | 00:00.013 | 0.0 MB |
| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``) | 00:00.164 | 0.0 MB |
+---------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_getting-started_tutorials_07-libdevice-function.py` (``07-libdevice-function.py``) | 00:00.010 | 0.0 MB |
| :ref:`sphx_glr_getting-started_tutorials_07-libdevice-function.py` (``07-libdevice-function.py``) | 00:00.128 | 0.0 MB |
+---------------------------------------------------------------------------------------------------------+-----------+--------+