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@juliantaylor
Last active December 29, 2015 08:58
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numpy compiler benchmark
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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython.display import Image"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 36
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Clang vs GCC\n",
"\n",
"benchmarks run with gcc 4.8.1 and clang 3.4 on an intel core 2 Duo amd64.\n",
"\n",
"* gcc48O2: default setu.py build flags, -O2 -fno-strict-aliasing\n",
"* gcc48O3lto: -O3 -march=native -flto -fno-strict-aliasing\n",
"* clangO3nat: -O3 -march=native -fno-strict-aliasing\n",
"* clangO2: -O2 -fno-strict-aliasing"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Cliffnotes:\n",
"\n",
"* gcc -O2 performs 5-10% better than -O3 in most benchmarks, except in a few cases the vectorizer does its magic\n",
"* gcc and clang are very close in performance, but the cases where a compiler wins by a large margin its mostly gcc that wins\n",
"* clang O2 and O3 are almost equal (not surprising, I think it only adds one option more)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Most benchmarks look like this:\n",
" \n",
" numpy.arange(100)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"Image(\"numpy-vbench/build/html/_images/numpy.arange_100_.png\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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MmDHi4MGDLu+fkZEhrrjiChEUFCTatm0rHn74YVFZWen2+8LiKURE5A0hz4WI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qFSKWUW0kFlEhnvj3+f00+e5tOJurRLffpniE8IS8Ys4dsz35Kel262rTHLf11OSngKqbHW2x0R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"prompt_number": 37,
"text": [
"<IPython.core.display.Image at 0x34d0c50>"
]
}
],
"prompt_number": 37
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
" But there are exceptions:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Benchmarks GCC wins\n",
" \n",
" d = numpy.zeros(10000);\n",
" numpy.zeros_like(d)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"Image(\"numpy-vbench/build/html/_images/numpy.zeros_like_d_.png\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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YNWsWLly4gFmzZuVbt1evXujbt6/Zv7Zt2+ZaCnTbtm3o27dvruPHjRuHpUuX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\nypr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"prompt_number": 38,
"text": [
"<IPython.core.display.Image at 0x34d0a50>"
]
}
],
"prompt_number": 38
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Big win for gcc with lto. the code currently goes over np.copyto, needs checking what in the code path profits so much from lto."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"Image(\"numpy-vbench/build/html/_images/argsort.png\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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44Nc+fRr8droWDg4NM/+RjJ9yczGo2qh11HiZqW6kjw/+l5MDi43b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\ns88+i9dee+0pp1hUFxJYif+KVqtFUlISfvrpJ3Xb1atXkZubi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"prompt_number": 39,
"text": [
"<IPython.core.display.Image at 0x34d0c90>"
]
}
],
"prompt_number": 39
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Significant win for GCC in run of the mill sorting code. Surprising clang performs so bad.\n",
"GCC higher optimization levels are determinental too."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"Image(\"numpy-vbench/build/html/_images/bincount.png\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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Mxu7evStav3fvXubq6sqkUikzMTFhI0aMYBcuXGD+/v6M53l2584dlW2OHTvG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\nji+//BIZGRk1nRzxN9O5c2eEhobixo0bmDNnDq5evSpBlfhbkaGAAgBw9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"prompt_number": 40,
"text": [
"<IPython.core.display.Image at 0x34d0cd0>"
]
}
],
"prompt_number": 40
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This one is interesting, gcc -O2 wins, -O3 is very harmful, clang is slower but not very significant."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" d = numpy.arange(50*500, dtype=numpy.complex64).reshape((500,50))\n",
" d[...] = 1"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"Image(\"numpy-vbench/build/html/_images/cont_assign_complex64.png\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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zQvowH9aFRRiRCc2dO9fSXSAbwryQIcwIGYN5IX2YD+vCIozIhFatWmXpLpAN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\nIYQQQggzkiBMCCGEEEIIIczo/wGHD3zSlUdaGwAAAABJRU5ErkJggg==\n",
"prompt_number": 41,
"text": [
"<IPython.core.display.Image at 0x34d0d90>"
]
}
],
"prompt_number": 41
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"scalar assignment is a very simple loop which should optimize very well.\n",
"\n",
"As one can see gcc -O3 wins big, this is due to the vectorizer kicking in on that level. clang does not seem to vectorize at all.\n",
"\n",
"An interesting side note not visible on this plot, complex assignment regressed significantly in numpy 1.7.x due to a change in alignment handling, clang was not affected, worth investigating why, possibly clang recognized the unaligned bytewise loop and optimized it to a regular one."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" dflat = numpy.arange(50*500, dtype=numpy.float32)\n",
" dflat[::2] = 2"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"Image(\"numpy-vbench/build/html/_images/strided_assign_float32.png\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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ERERERADHhBEREREREdksJmFERERERER1iEkYERERERFRHWISRmRB/v7+1q4C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"prompt_number": 42,
"text": [
"<IPython.core.display.Image at 0x34d0dd0>"
]
}
],
"prompt_number": 42
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"another one clang loses quite significantly, as one sees -O3 does not improve gcc as strided loops can't be vectorized"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Benchmarks clang wins"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" [numpy.add.reduce(a, axis=0) for a in squares.itervalues()]"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"Image(\"numpy-vbench/build/html/_images/numpy.add.reduce_axis=0__float16.png\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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MDQ2ho6MDGxsbREZGoqSkRO66Hz58iBUrVsDNzQ2GhobQ0NCAqakp/P39kZiY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\nMjMzOW/ePP75z3/m4cOHSRYvQ6tWrWLbtm25b98+5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"prompt_number": 43,
"text": [
"<IPython.core.display.Image at 0x34d0e10>"
]
}
],
"prompt_number": 43
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"pretty big difference, is clang vectorizing reductions by default? gcc does not do that unless one enables -ffast-math et al."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Interesting ones"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"Image(\"numpy-vbench/build/html/_images/numpy.add.reduce_axis=0__int16.png\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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3R/369TF+/HgsXLgQ06dPr3Q/Q4YMQWBgoNaje/fu2LFjh9Zye/fuRWBgoN46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\nDn8Mcg4AAAAASUVORK5CYII=\n",
"prompt_number": 44,
"text": [
"<IPython.core.display.Image at 0x34d0d50>"
]
}
],
"prompt_number": 44
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"gcc -O3 really kills this one"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"Image(\"numpy-vbench/build/html/_images/numpy.nonzero.png\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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cWGlZJSMjI7V/K+rVqxcA4NixY+jdu3e19b10anE0rcGg6QbkaadPn671OsvL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\nd999x4oVK/Ly5csG5eLEiRO0tLTksmXL/tHnLF68OL+SKApAdnZ2njMW9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o0bNxgaGmqw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\nSdoAAAAASUVORK5CYII=\n",
"prompt_number": 45,
"text": [
"<IPython.core.display.Image at 0x34d0ad0>"
]
}
],
"prompt_number": 45
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"another case where lto improves performance significantly, maybe some stuff could be inlined"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 45
}
],
"metadata": {}
}
]
}
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