Created
April 28, 2014 16:43
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recursive permutedims benchmark
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{ | |
"metadata": { | |
"language": "Julia", | |
"name": "permutebench" | |
}, | |
"nbformat": 3, | |
"nbformat_minor": 0, | |
"worksheets": [ | |
{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "using PyPlot", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stderr", | |
"text": "INFO: Loading help data...\n" | |
} | |
], | |
"prompt_number": 1 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "function timemethods(N::Int,Dmax::Int,p=randperm(N);basesize::Int=1024)\n dims=ntuple(n->rand(1:Dmax),N);\n A=randn(dims)\n gc()\n B1=randn(dims[p])\n t1=@elapsed Base.permutedims!(B1,A,p)\n gc()\n B2=randn(dims[p])\n t2=@elapsed Base.permutedimsnew!(B2,A,p,basesize)\n return length(A),t1,t2\nend\n# precompile\nfor N=1:6;timemethods(N,ifloor((8+N/4).^(8./N)));end", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 2 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "# test with basesize 256\nM=500 # number of samples\nT1=zeros(Float64,6*M)\nT2=zeros(Float64,6*M)\nX=zeros(Int64,6*M)\nfor N=1:6\n println(\"$N ...\")\n for i=(N-1)*M+(1:M)\n Dmax=ifloor((8+N/4).^(8./N))\n x,t1,t2=timemethods(N,Dmax;basesize=256)\n T1[i]=t1\n T2[i]=t2\n X[i]=x\n end\nend\nfigure()\nloglog(X,T1,\"ob\",X,T2,\"or\");\nfigure()\nloglog(X,ones(length(T1)),\"b\",X,T2./T1,\"ro\");", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "1 ...\n" | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "2 ..." | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "\n3 ..." | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "\n4 ..." | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "\n5 ..." | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "\n6 ..." | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "\n" | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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", | |
"text": "Figure(PyObject <matplotlib.figure.Figure object at 0x113015f50>)" | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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", | |
"text": "Figure(PyObject <matplotlib.figure.Figure object at 0x1135cb950>)" | |
} | |
], | |
"prompt_number": 2 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "# test with basesize 512\nM=500 # number of samples\nT1=zeros(Float64,6*M)\nT2=zeros(Float64,6*M)\nX=zeros(Int64,6*M)\nfor N=1:6\n println(\"$N ...\")\n for i=(N-1)*M+(1:M)\n Dmax=ifloor((8+N/4).^(8./N))\n x,t1,t2=timemethods(N,Dmax;basesize=512)\n T1[i]=t1\n T2[i]=t2\n X[i]=x\n end\nend\nfigure()\nloglog(X,T1,\"ob\",X,T2,\"or\");\nfigure()\nloglog(X,ones(length(T1)),\"b\",X,T2./T1,\"ro\");", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "1 ..." | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "\n2 ..." | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "\n3 ..." | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "\n4 ..." | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "\n5 ..." | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "\n6 ..." | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "\n" | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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", | |
"text": "Figure(PyObject <matplotlib.figure.Figure object at 0x1135dc1d0>)" | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
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", | |
"text": "Figure(PyObject <matplotlib.figure.Figure object at 0x11463a690>)" | |
} | |
], | |
"prompt_number": 2 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "# test with basesize 1024\nM=500 # number of samples\nT1=zeros(Float64,6*M)\nT2=zeros(Float64,6*M)\nX=zeros(Int64,6*M)\nfor N=1:6\n println(\"$N ...\")\n for i=(N-1)*M+(1:M)\n Dmax=ifloor((8+N/4).^(8./N))\n x,t1,t2=timemethods(N,Dmax;basesize=1024)\n T1[i]=t1\n T2[i]=t2\n X[i]=x\n end\nend\nfigure()\nloglog(X,T1,\"ob\",X,T2,\"or\");\nfigure()\nloglog(X,ones(length(T1)),\"b\",X,T2./T1,\"ro\");", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "1 ..." | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "\n2 ..." | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "\n3 ..." | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "\n4 ..." | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "\n5 ..." | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "\n6 ..." | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "\n" | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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", | |
"text": "Figure(PyObject <matplotlib.figure.Figure object at 0x10f7fe550>)" | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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", | |
"text": "Figure(PyObject <matplotlib.figure.Figure object at 0x10f87e5d0>)" | |
} | |
], | |
"prompt_number": 2 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "# test with basesize 2048\nM=500 # number of samples\nT1=zeros(Float64,6*M)\nT2=zeros(Float64,6*M)\nX=zeros(Int64,6*M)\nfor N=1:6\n println(\"$N ...\")\n for i=(N-1)*M+(1:M)\n Dmax=ifloor((8+N/4).^(8./N))\n x,t1,t2=timemethods(N,Dmax;basesize=2048)\n T1[i]=t1\n T2[i]=t2\n X[i]=x\n end\nend\nfigure()\nloglog(X,T1,\"ob\",X,T2,\"or\");\nfigure()\nloglog(X,ones(length(T1)),\"b\",X,T2./T1,\"ro\");", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "1 ..." | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "\n2 ..." | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "\n3 ..." | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "\n4 ..." | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "\n5 ..." | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "\n6 ..." | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "\n" | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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", | |
"text": "Figure(PyObject <matplotlib.figure.Figure object at 0x10ff99690>)" | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
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", | |
"text": "Figure(PyObject <matplotlib.figure.Figure object at 0x1136cfc10>)" | |
} | |
], | |
"prompt_number": 2 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "# test with basesize 4096\nM=500 # number of samples\nT1=zeros(Float64,6*M)\nT2=zeros(Float64,6*M)\nX=zeros(Int64,6*M)\nfor N=1:6\n println(\"$N ...\")\n for i=(N-1)*M+(1:M)\n Dmax=ifloor((8+N/4).^(8./N))\n x,t1,t2=timemethods(N,Dmax;basesize=4096)\n T1[i]=t1\n T2[i]=t2\n X[i]=x\n end\nend\nfigure()\nloglog(X,T1,\"ob\",X,T2,\"or\");\nfigure()\nloglog(X,ones(length(T1)),\"b\",X,T2./T1,\"ro\");", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "1 ..." | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "\n2 ..." | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "\n3 ..." | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "\n4 ..." | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "\n5 ..." | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "\n6 ..." | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "\n" | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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", | |
"text": "Figure(PyObject <matplotlib.figure.Figure object at 0x10f80a450>)" | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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", | |
"text": "Figure(PyObject <matplotlib.figure.Figure object at 0x114663f50>)" | |
} | |
], | |
"prompt_number": 2 | |
} | |
], | |
"metadata": {} | |
} | |
] | |
} |
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