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Pass `print_data=True` to see the p vector-add-performance: size Triton Torch - 0 4096.0 8.000000 9.600000 + 0 4096.0 9.600000 9.600000 1 8192.0 19.200000 19.200000 2 16384.0 38.400001 38.400001 3 32768.0 76.800002 76.800002 @@ -254,7 +254,7 @@ 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 52.927 seconds) + **Total running time of the script:** ( 1 minutes 42.276 seconds) .. _sphx_glr_download_getting-started_tutorials_01-vector-add.py: diff --git a/v1.1.2/_sources/getting-started/tutorials/02-fused-softmax.rst.txt b/v1.1.2/_sources/getting-started/tutorials/02-fused-softmax.rst.txt index 20e09451e..0fcf6c66c 100644 --- a/v1.1.2/_sources/getting-started/tutorials/02-fused-softmax.rst.txt +++ b/v1.1.2/_sources/getting-started/tutorials/02-fused-softmax.rst.txt @@ -287,14 +287,14 @@ We will then compare its performance against (1) :code:`torch.softmax` and (2) t softmax-performance: N Triton Torch (native) Torch (jit) 0 256.0 512.000001 546.133347 188.321838 - 1 384.0 585.142862 585.142862 151.703707 + 1 384.0 585.142862 558.545450 151.703707 2 512.0 655.360017 585.142849 154.566038 3 640.0 682.666684 640.000002 160.000000 - 4 768.0 722.823517 664.216187 162.754967 + 4 768.0 702.171410 664.216187 162.754967 .. ... ... ... ... 93 12160.0 812.359066 406.179533 198.530610 - 94 12288.0 814.111783 415.661740 198.895304 - 95 12416.0 814.163950 412.149375 198.358474 + 94 12288.0 814.111783 415.661740 198.794749 + 95 12416.0 812.498981 412.149375 198.457532 96 12544.0 812.566838 412.971190 198.716830 97 12672.0 812.633240 412.097543 198.776477 @@ -314,7 +314,7 @@ In the above plot, we can see that: .. rst-class:: sphx-glr-timing - **Total running time of the script:** ( 3 minutes 27.294 seconds) + **Total running time of the script:** ( 3 minutes 21.471 seconds) .. _sphx_glr_download_getting-started_tutorials_02-fused-softmax.py: diff --git a/v1.1.2/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt b/v1.1.2/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt index 51ce0c1ee..7655faeef 100644 --- a/v1.1.2/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt +++ b/v1.1.2/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt @@ -464,35 +464,35 @@ We can now compare the performance of our kernel against that of cuBLAS. Here we M cuBLAS ... Triton Triton (+ LeakyReLU) 0 256.0 2.730667 ... 2.978909 2.978909 1 384.0 7.372800 ... 8.507077 7.899428 - 2 512.0 14.563555 ... 16.384000 16.384000 + 2 512.0 14.563555 ... 15.420235 16.384000 3 640.0 22.260869 ... 24.380953 24.380953 4 768.0 32.768000 ... 34.028308 34.028308 - 5 896.0 39.025776 ... 40.140799 39.025776 - 6 1024.0 51.150050 ... 53.773130 52.428801 + 5 896.0 37.971025 ... 39.025776 37.971025 + 6 1024.0 49.932191 ... 53.773130 52.428801 7 1152.0 45.242181 ... 46.656000 46.656000 - 8 1280.0 51.200001 ... 56.888887 56.888887 + 8 1280.0 51.200001 ... 56.888887 56.109587 9 1408.0 64.138541 ... 67.305878 66.485074 10 1536.0 80.430545 ... 79.526831 78.643199 - 11 1664.0 62.929456 ... 62.492442 62.061463 - 12 1792.0 72.983276 ... 59.154861 71.588687 - 13 1920.0 69.120002 ... 70.172588 70.172588 - 14 2048.0 73.908442 ... 76.959706 76.608294 + 11 1664.0 63.372618 ... 62.492442 62.061463 + 12 1792.0 72.983276 ... 72.047592 71.588687 + 13 1920.0 69.120002 ... 69.818184 70.172588 + 14 2048.0 73.584279 ... 76.959706 76.608294 15 2176.0 83.155572 ... 85.998493 85.269692 - 16 2304.0 68.251065 ... 77.057651 76.809875 - 17 2432.0 71.305746 ... 74.918570 84.877538 + 16 2304.0 68.446623 ... 76.809875 76.563695 + 17 2432.0 71.125224 ... 83.490234 84.877538 18 2560.0 77.833728 ... 81.310171 80.908642 - 19 2688.0 83.922689 ... 90.102270 89.464755 - 20 2816.0 83.074685 ... 83.074685 82.916747 - 21 2944.0 82.646820 ... 81.564701 82.921853 - 22 3072.0 81.589488 ... 88.473602 87.516392 - 23 3200.0 80.706181 ... 93.704243 95.665176 - 24 3328.0 82.796202 ... 83.857070 84.895397 - 25 3456.0 81.766291 ... 91.304157 91.719645 - 26 3584.0 87.551500 ... 96.891584 98.160909 - 27 3712.0 85.601834 ... 91.397382 87.399253 - 28 3840.0 84.874902 ... 90.798032 87.910967 - 29 3968.0 91.954739 ... 90.859224 85.871877 - 30 4096.0 93.401342 ... 92.372834 90.200084 + 19 2688.0 84.108772 ... 90.102270 89.676257 + 20 2816.0 82.916747 ... 83.074685 82.916747 + 21 2944.0 82.646820 ... 83.198715 82.102191 + 22 3072.0 82.420822 ... 86.978653 89.030036 + 23 3200.0 81.012662 ... 92.888243 94.674553 + 24 3328.0 83.371507 ... 84.995628 84.695641 + 25 3456.0 82.773682 ... 91.304157 90.484366 + 26 3584.0 86.623693 ... 95.249353 95.350361 + 27 3712.0 83.317214 ... 88.797643 84.802499 + 28 3840.0 84.356981 ... 91.739529 86.670843 + 29 3968.0 93.361844 ... 86.911637 91.301109 + 30 4096.0 88.592559 ... 84.840533 90.443212 [31 rows x 5 columns] @@ -502,7 +502,7 @@ 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 12.411 seconds) + **Total running time of the script:** ( 6 minutes 7.444 seconds) .. _sphx_glr_download_getting-started_tutorials_03-matrix-multiplication.py: diff --git a/v1.1.2/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt b/v1.1.2/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt index dfdd90472..863ff131c 100644 --- a/v1.1.2/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt +++ b/v1.1.2/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt @@ -238,7 +238,7 @@ References .. rst-class:: sphx-glr-timing - **Total running time of the script:** ( 0 minutes 0.216 seconds) + **Total running time of the script:** ( 0 minutes 0.116 seconds) .. _sphx_glr_download_getting-started_tutorials_04-low-memory-dropout.py: diff --git a/v1.1.2/_sources/getting-started/tutorials/05-layer-norm.rst.txt b/v1.1.2/_sources/getting-started/tutorials/05-layer-norm.rst.txt index eed294f0e..ede8ffe33 100644 --- a/v1.1.2/_sources/getting-started/tutorials/05-layer-norm.rst.txt +++ b/v1.1.2/_sources/getting-started/tutorials/05-layer-norm.rst.txt @@ -38,36 +38,36 @@ Layer Normalization layer-norm-backward: N Triton Torch Apex - 0 1024.0 311.088617 99.497980 311.088617 - 1 1536.0 351.085717 134.050910 341.333333 - 2 2048.0 423.724127 159.067963 332.108094 - 3 2560.0 465.454542 181.775141 330.322572 - 4 3072.0 511.999982 191.501303 313.736171 - 5 3584.0 551.384634 207.267476 310.527060 - 6 4096.0 568.231237 218.939860 298.796351 - 7 4608.0 498.162157 233.316456 289.507855 - 8 5120.0 527.381977 240.469672 285.104413 - 9 5632.0 542.843364 244.426754 290.683877 - 10 6144.0 544.118087 250.349744 287.438593 - 11 6656.0 532.479975 255.590406 286.279570 - 12 7168.0 513.528374 257.147993 282.019678 - 13 7680.0 486.332448 263.690977 282.699379 - 14 8192.0 464.794337 262.143998 282.077471 - 15 8704.0 416.127506 266.789264 285.377055 - 16 9216.0 430.319054 272.394084 289.129410 + 0 1024.0 311.088617 98.303995 303.407414 + 1 1536.0 351.085717 133.083026 341.333333 + 2 2048.0 420.102553 161.684218 334.367350 + 3 2560.0 461.954908 182.314537 326.808501 + 4 3072.0 511.999982 191.501303 317.793096 + 5 3584.0 551.384634 207.768111 309.410081 + 6 4096.0 568.231237 219.919464 296.096389 + 7 4608.0 498.162157 232.336141 286.507772 + 8 5120.0 525.128191 242.366855 284.444444 + 9 5632.0 538.517949 243.107920 290.060087 + 10 6144.0 542.117638 248.242431 286.322318 + 11 6656.0 527.207907 256.000009 285.767438 + 12 7168.0 507.469040 261.446807 287.678923 + 13 7680.0 482.513091 261.076480 278.429013 + 14 8192.0 461.521112 268.223740 287.438585 + 15 8704.0 417.791980 267.130429 284.987724 + 16 9216.0 430.319054 272.059034 288.751954 17 9728.0 438.857162 280.278512 289.308559 - 18 10240.0 447.650282 286.767793 288.112552 - 19 10752.0 430.079980 246.935876 290.267711 - 20 11264.0 427.746848 245.983625 288.204696 - 21 11776.0 421.826879 249.227509 288.686414 - 22 12288.0 421.302872 254.673582 295.207195 - 23 12800.0 415.135142 253.465340 290.359162 - 24 13312.0 411.181478 252.959629 290.443638 - 25 13824.0 405.594132 257.190689 292.056329 - 26 14336.0 394.568805 254.485198 288.402346 - 27 14848.0 384.829370 256.922861 289.246765 - 28 15360.0 374.253788 257.970599 287.550706 - 29 15872.0 366.982663 262.347108 291.006885 + 18 10240.0 445.217381 286.433562 290.496460 + 19 10752.0 427.940303 246.464170 290.267711 + 20 11264.0 428.424741 245.091565 286.676558 + 21 11776.0 421.826879 249.447482 288.391833 + 22 12288.0 419.504980 254.453844 294.617366 + 23 12800.0 414.016170 253.674644 289.538159 + 24 13312.0 412.242569 252.360194 289.653667 + 25 13824.0 405.594132 256.991469 291.543045 + 26 14336.0 397.761846 254.297107 286.481278 + 27 14848.0 386.498925 257.479779 289.717061 + 28 15360.0 376.932517 257.970599 288.000007 + 29 15872.0 366.629453 262.708969 291.229369 @@ -329,7 +329,7 @@ Layer Normalization .. rst-class:: sphx-glr-timing - **Total running time of the script:** ( 2 minutes 14.015 seconds) + **Total running time of the script:** ( 2 minutes 12.961 seconds) .. _sphx_glr_download_getting-started_tutorials_05-layer-norm.py: diff --git a/v1.1.2/_sources/getting-started/tutorials/sg_execution_times.rst.txt b/v1.1.2/_sources/getting-started/tutorials/sg_execution_times.rst.txt index b2a8606d2..8974dd503 100644 --- a/v1.1.2/_sources/getting-started/tutorials/sg_execution_times.rst.txt +++ b/v1.1.2/_sources/getting-started/tutorials/sg_execution_times.rst.txt @@ -5,16 +5,16 @@ Computation times ================= -**13:46.864** total execution time for **getting-started_tutorials** files: +**13:24.269** total execution time for **getting-started_tutorials** files: +---------------------------------------------------------------------------------------------------------+-----------+--------+ -| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:12.411 | 0.0 MB | +| :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``) | 06:07.444 | 0.0 MB | +---------------------------------------------------------------------------------------------------------+-----------+--------+ -| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``) | 03:27.294 | 0.0 MB | +| :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``) | 03:21.471 | 0.0 MB | +---------------------------------------------------------------------------------------------------------+-----------+--------+ -| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``) | 02:14.015 | 0.0 MB | +| :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``) | 02:12.961 | 0.0 MB | +---------------------------------------------------------------------------------------------------------+-----------+--------+ -| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``) | 01:52.927 | 0.0 MB | +| :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``) | 01:42.276 | 0.0 MB | +---------------------------------------------------------------------------------------------------------+-----------+--------+ -| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``) | 00:00.216 | 0.0 MB | +| :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``) | 00:00.116 | 0.0 MB | +---------------------------------------------------------------------------------------------------------+-----------+--------+ diff --git a/v1.1.2/getting-started/tutorials/01-vector-add.html b/v1.1.2/getting-started/tutorials/01-vector-add.html index 6ff16390c..43b0c2e15 100644 --- a/v1.1.2/getting-started/tutorials/01-vector-add.html +++ b/v1.1.2/getting-started/tutorials/01-vector-add.html @@ -321,7 +321,7 @@ for different problem sizes.

Out:

vector-add-performance:
            size      Triton       Torch
-0        4096.0    8.000000    9.600000
+0        4096.0    9.600000    9.600000
 1        8192.0   19.200000   19.200000
 2       16384.0   38.400001   38.400001
 3       32768.0   76.800002   76.800002
@@ -339,7 +339,7 @@ for different problem sizes.

 15  134217728.0  849.737435  850.656574
-

Total running time of the script: ( 1 minutes 52.927 seconds)

+

Total running time of the script: ( 1 minutes 42.276 seconds)