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@edy555
Created March 24, 2019 10:06
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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"NVIDIA Jetson TK1\u3067IPython Notebook\u3068PyCUDA\u3092\u4f7f\u3063\u3066\u307f\u308b"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Jetson TK1\u306e\u4e0a\u3067IPython notebook\u3068PyCUDA\u3092\u4f7f\u3046\u3053\u3068\u304c\u3067\u304d\u305f\u306e\u3067\u3001IPython\u3068PyCUDA\u306e\u7d39\u4ecb\u3082\u517c\u306d\u3066\u3001\u65b9\u6cd5\u3092\u307e\u3068\u3081\u3066\u304a\u304d\u307e\u3059\u3002\n",
"\n",
"\u3053\u306e\u30e1\u30e2\u306fIPython notebook\u5f62\u5f0f\u3067\u3059\u3002\u53f3\u4e0a\u306e\u30dc\u30bf\u30f3\u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b\u3053\u3068\u3067\u3001\u5b9f\u884c\u30b5\u30f3\u30d7\u30eb\u3092\u5b9f\u969b\u306bJetson TK1\u306eIPython notebook\u3067\u52d5\u4f5c\u3055\u305b\u3066\u307f\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u662f\u975e\u304a\u8a66\u3057\u304f\u3060\u3055\u3044\u3002"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<img src=\"files/01jetsontk1.jpg\" width=\"33%\">"
]
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"IPython notebook\u3092Jetson TK1\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u63a5\u7d9a\u3055\u308c\u3066\u3044\u308b\u72b6\u614b\u3067\u3001\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u304b\u3089apt-get\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002\u4f9d\u5b58\u95a2\u4fc2\u306f\u81ea\u52d5\u7684\u306b\u89e3\u6c7a\u3055\u308c\u307e\u3059\u306e\u3067\u3001\u4e0b\u8a18\u3067\u5fc5\u8981\u306a\u30e2\u30b8\u30e5\u30fc\u30eb\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u307e\u3059\u3002\n",
"\n",
" $ sudo apt-get install ipython-notebook python-matplotlib"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u6210\u529f\u3057\u305f\u3089IPython Notebook\u3092\u8d77\u52d5\u3057\u3066\u307f\u307e\u3059\u3002\u4ed6\u306e\u7aef\u672b\u304b\u3089\u5229\u7528\u3057\u305f\u3044\u306e\u3067\u3001\u30d6\u30e9\u30a6\u30b6\u3092\u81ea\u52d5\u3067\u958b\u304b\u306a\u3044\u3088\u3046\u306b\u3001\u307e\u305f\u30ed\u30fc\u30ab\u30eb\u304b\u3089\u3057\u304b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u306a\u3044\u3088\u3046\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u306fIP\u304c127.0.0.1\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u5916\u90e8\u304b\u3089\u306e\u30a2\u30af\u30bb\u30b9\u304c\u3067\u304d\u308b\u3088\u30460.0.0.0(INADDR_ANY)\u3092\u660e\u793a\u7684\u306b\u6307\u5b9a\u3057\u307e\u3059\u3002\n",
"\n",
" $ ipython notebook --pylab inline --no-browser --ip=0.0.0.0"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u30d6\u30e9\u30a6\u30b6\u3067 http://{IP-address}:8888/ \u3092\u958b\u304d\u307e\u3059\u3002IPython Notebook Dashboard\u304c\u51fa\u3066\u304f\u308b\u306f\u305a\u3067\u3059\u3002New Notebook\u30dc\u30bf\u30f3\u3092\u62bc\u3057\u3066\u3001\u65b0\u3057\u3044\u30ce\u30fc\u30c8\u3092\u4f5c\u3063\u3066\u8a66\u3057\u3066\u307f\u307e\u3059\u3002\u9069\u5f53\u306a\u95a2\u6570\u3092\u30d7\u30ed\u30c3\u30c8\u3055\u305b\u3066\u307f\u3066\u3001\u30b0\u30e9\u30d5\u304c\u30a4\u30f3\u30e9\u30a4\u30f3\u3067\u63cf\u753b\u3067\u304d\u305f\u3089\u3001numpy\u306a\u3089\u3073\u306b matplotlib\u306f\u6b63\u5e38\u306b\u52d5\u4f5c\u3057\u3066\u3044\u307e\u3059\u3002"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"x = arange(0, 10, 0.1)\n",
"plot(sin(x))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 1,
"text": [
"[<matplotlib.lines.Line2D at 0xb1656f90>]"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0xb16800f0>"
]
}
],
"prompt_number": 1
},
{
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"metadata": {},
"source": [
"<img src=\"files/10ipython.png\" width=\"50%\"/>"
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{
"cell_type": "heading",
"level": 2,
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"source": [
"PyCUDA\u3092Jetson TK1\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b"
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{
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]
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{
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"source": [
"PyCUDA\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306fUbuntu\u3067\u306e\u516c\u5f0f\u306a\u624b\u9806 http://wiki.tiker.net/PyCuda/Installation/Linux/Ubuntu \u306b\u5f93\u3044\u307e\u3059\u304c\u3001\u30d5\u30a1\u30a4\u30eb\u540d\u3084\u30d1\u30b9\u540d\u306b\u82e5\u5e72\u4fee\u6b63\u304c\u5fc5\u8981\u3067\u3057\u305f\u3002"
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{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u307e\u305a\u30d3\u30eb\u30c9\u306b\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002\n",
"\n",
" $ sudo apt-get install build-essential python-dev python-setuptools libboost-python-dev libboost-thread-dev -y"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u7d9a\u3044\u3066\u3001PyCUDA\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u5c55\u958b\u3057\u307e\u3059\u3002\n",
"\n",
" $ wget https://pypi.python.org/packages/source/p/pycuda/pycuda-2014.1.tar.gz\n",
"$ tar xfz pycuda-2014.1.tar.gz\n",
" \n",
"configure\u3057\u307e\u3059\u3002\u6ce8\u610f\u70b9\u3068\u3057\u3066\u306f\u3001cuda-root\u306b /usr/local/cuda \u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u3068\u3001libcuda.so\u304c /usr/lib/arm-linux-gnueabihf/tegra \u306b\u3042\u308b\u306e\u3067\u3001\u305d\u308c\u3092\u660e\u793a\u7684\u306b\u6307\u5b9a\u304c\u5fc5\u8981\u306a\u3053\u3068\u3067\u3059\u3002\u307e\u305fboost\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u304c-mt\u3060\u3068\u30a8\u30e9\u30fc\u306b\u306a\u308a\u307e\u3059\u306e\u3067\u3001-mt\u7121\u3057\u3092\u6307\u5b9a\u3057\u307e\u3059(\u3082\u3057\u304b\u3057\u305f\u3089boost\u95a2\u4fc2\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u6307\u5b9a\u306f\u4e0d\u8981\u304b\u3082\u3057\u308c\u307e\u305b\u3093)\u3002\n",
"\n",
" $ cd pycuda-2014.1\n",
"$ ./configure.py --cuda-root=/usr/local/cuda --cudadrv-lib-dir=/usr/lib/arm-linux-gnueabihf/tegra --boost-inc-dir=/usr/include --boost-lib-dir=/usr/lib --boost-python-libname=boost_python --boost-thread-libname=boost_thread --no-use-shipped-boost\n",
" \n",
"make\u3001\u305d\u3057\u3066setup.py install\u3057\u307e\u3059\u3002\n",
"\n",
" $ make -j 4\n",
"$ sudo python setup.py install\n",
"\n",
"\u5b9f\u884c\u6642\u306bpytools\u304c\u5fc5\u8981\u306a\u306e\u3067\u8ffd\u52a0\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u304a\u304d\u307e\u3059\u3002\n",
"\n",
" $ sudo apt-get install python-pytools"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306b\u6210\u529f\u3057\u305f\u3089\u3001\u3044\u3088\u3044\u3088IPython Notebook\u3067PyCUDA\u3092\u8a66\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002"
]
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"IPython Notebook\u3067PyCUDA\u3092\u8a66\u3059"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u5148\u307b\u3069\u3068\u540c\u3058\u3088\u3046\u306bIPython Notebook\u3092\u8d77\u52d5\u3057\u3001\u30d6\u30e9\u30a6\u30b6\u304b\u3089\u958b\u3044\u3066\u304a\u304d\u307e\u3059\u3002\u305d\u3057\u3066\u65b0\u3057\u304f\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u4f5c\u308a\u307e\u3059\u3002\n",
"\n",
" $ ipython notebook --pylab inline --no-browser --ip=0.0.0.0"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Cell\u306b\u4e0b\u8a18\u3092\u5165\u529b\u3057\u3001Ctrl-Enter\u3067\u5b9f\u884c\u3057\u3066\u307f\u307e\u3059\u3002"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pycuda\n",
"import pycuda.autoinit\n",
"import pycuda.driver as drv\n",
"from pycuda.compiler import SourceModule"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u3053\u308c\u304c\u3046\u307e\u304f\u3044\u3063\u305f\u3089\u3001\u307e\u305a\u306f\u7b2c\u4e00\u6bb5\u968e\u7a81\u7834\u3001IPython\u3078\u306ePyCUDA\u306e\u30ed\u30fc\u30c9\u306f\u6210\u529f\u3067\u3059\u3002\n",
"\n",
"\u7d9a\u3044\u3066CUDA\u306e\u30b3\u30fc\u30c9\u3067\u3059\u3002\u30b3\u30fc\u30c9\u306f\u6587\u5b57\u5217\u3068\u3057\u3066SourceModule\u306b\u6e21\u3057\u307e\u3059\u3002\u5c0f\u898f\u6a21\u306a\u4f8b\u3068\u3057\u3066\u3001\u307f\u3093\u306a\u5927\u597d\u304d\u30b8\u30e5\u30ea\u30a2\u96c6\u5408\u3092\u3084\u3063\u3066\u307f\u307e\u3059\u3002\u79c1\u306b\u3068\u3063\u3066\u3082\u59cb\u3081\u3066\u306eCUDA\u306a\u306e\u3067\u3001\u30b3\u30fc\u30c9\u306f\u3053\u3061\u3089\u306e\u30b5\u30a4\u30c8\u3092\u53c2\u8003\u306b\u3057\u307e\u3057\u305f\u3002http://d.hatena.ne.jp/norio515/20111112/1321105385"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"mod = SourceModule(\"\"\"\n",
"__device__ char julia(int x, int y, int w, int h)\n",
"{\n",
" const float scale = 1;\n",
" float jx = scale * (float)(w / 2 - x) / (w / 2);\n",
" float jy = scale * (float)(h / 2 - y) / (h / 2);\n",
" const float cx = -0.8;\n",
" const float cy = 0.156;\n",
" int i = 0;\n",
" for (i = 0; i < 255; i++) {\n",
" float ax = jx * jx - jy * jy + cx;\n",
" float ay = 2 * jx * jy + cy;\n",
" if (ax * ax + ay * ay > 1000) {\n",
" return i;\n",
" }\n",
" jx = ax;\n",
" jy = ay;\n",
" }\n",
" return 0;\n",
"}\n",
"\n",
"__global__ void kernel(char *ptr)\n",
"{\n",
" int x = blockIdx.x;\n",
" int y = blockIdx.y;\n",
" int w = gridDim.x;\n",
" int h = gridDim.y;\n",
" int i = x + y * w;\n",
" ptr[i] = julia(x, y, w, h);\n",
"}\n",
"\"\"\")"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ctrl-Enter\u3067Run\u3059\u308b\u3068\u3001\u30b3\u30fc\u30c9\u3092nvcc\u3067\u30b3\u30f3\u30d1\u30a4\u30eb\u3057\u307e\u3059\u306e\u3067\u3001\u6570\u79d2\u306e\u6642\u9593\u3092\u8981\u3057\u307e\u3059\u3002\u3053\u3053\u304c\u3046\u307e\u304f\u884c\u3051\u3070\u7b2c\u4e8c\u6bb5\u968e\u7a81\u7834\u3067\u3059\u3002"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u7d9a\u3044\u3066\u4e0a\u8a18\u306e\u30b3\u30fc\u30c9\u3092\u547c\u3073\u51fa\u3059python\u306e\u95a2\u6570\u3092\u4f5c\u308a\u307e\u3059\u3002\u3084\u3063\u3066\u3044\u308b\u3053\u3068\u306f\u3001numpy\u306e\u914d\u5217\u3068\u540c\u3058\u30b5\u30a4\u30ba\u306e\u9818\u57df\u3092GPU\u5074\u306b\u78ba\u4fdd\u3057\u3001\u5148\u307b\u3069\u306e\u30b3\u30fc\u30c9\u3092Python\u306e\u95a2\u6570\u3068\u3057\u3066\u547c\u3073\u51fa\u3057\u3001GPU\u3067\u306e\u8a08\u7b97\u304c\u7d42\u308f\u3063\u305f\u3089\u7d50\u679c\u306e\u914d\u5217\u3092\u30db\u30b9\u30c8\u5074\u306b\u30b3\u30d4\u30fc\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def julia(size):\n",
" w, h = size\n",
" data = np.zeros((h,w), np.uint8)\n",
" mem = drv.mem_alloc(data.nbytes)\n",
" kernel = mod.get_function(\"kernel\")\n",
" kernel(mem, block=(1, 1, 1), grid=size)\n",
" drv.memcpy_dtoh(data, mem)\n",
" return data"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u3044\u3088\u3044\u3088\u5b9f\u884c\u3057\u3066\u307f\u307e\u3059\u3002\u5f15\u6570size\u306b\u306f\u3001*width*, *height*\u3092\u5217\u3067\u4e0e\u3048\u307e\u3059\u3002\u3064\u3044\u3067\u306b%time\u30ad\u30fc\u30ef\u30fc\u30c9\u3092\u4ed8\u3051\u3066\u5b9f\u884c\u6642\u9593\u3092\u8a08\u6e2c\u3057\u3066\u307f\u307e\u3059\u3002"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%time d = julia((512, 512))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"CPU times: user 170 ms, sys: 121 ms, total: 291 ms\n",
"Wall time: 322 ms\n"
]
}
],
"prompt_number": 8
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u5909\u6570d\u306b\u5165\u3063\u305f\u7d50\u679c\u306f\u3001\u6307\u5b9a\u3055\u308c\u305f\u30b5\u30a4\u30ba\u3092\u6301\u3064uint8\u306e\u914d\u5217\u3067\u3059\u3002imshow()\u3067\u305d\u306e\u307e\u307e\u8868\u793a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"imshow(d)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 9,
"text": [
"<matplotlib.image.AxesImage at 0xa85ffc70>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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/TStpNPM8zyKTyCoSiyU10f1EKeQ/+W6lfM97kNiY9NTy2L/yYdLI5rS7fZXU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sPFPX1QaVyA3ujrtLoXhMWCWFncqM2PDJDikKma3aoauJBXS8lfihml8tmjnYDR7ukomygRmukM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\nuOR5sXWXDxEankg75DNU1xn39Aac8fTG8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kR6ugVkgqZ2HhrNPuIhuM7uNsNYtnAA+3rq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\nOaioqBhFVQ4qKipGUZWDioqKUf4fuhASbsMjePgAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0xaa5f5630>"
]
}
],
"prompt_number": 9
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"\u5b9f\u884c\u901f\u5ea6\u3092CPU\u306b\u3088\u308b\u8a08\u7b97\u3068\u6bd4\u3079\u3066\u307f\u308b"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"CPU\u3067\u8a08\u7b97\u3057\u305f\u5834\u5408\u3068\u6bd4\u8f03\u3057\u3066\u307f\u307e\u3059\u3002\u540c\u3058\u304f\u30b8\u30e5\u30ea\u30a2\u56f3\u5f62\u306ePython\u306b\u3088\u308b\u5b9f\u88c5\u3067\u3059\u3002"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def julia_cpu(size):\n",
" w, h = size\n",
" data = np.zeros((h,w), np.uint8)\n",
" def julia(x, y):\n",
" scale = 1\n",
" jx = scale * (w / 2.0 - x) / (w / 2.0)\n",
" jy = scale * (h / 2.0 - y) / (h / 2.0)\n",
" c = complex(-0.8, 0.156)\n",
" a = complex(jx, jy)\n",
" for i in xrange(255):\n",
" a = a * a + c\n",
" if a.real*a.real + a.imag*a.imag > 1000:\n",
" return i\n",
" return 0\n",
" for y in xrange(h):\n",
" for x in xrange(w):\n",
" data[y][x] = julia(x, y)\n",
" return data"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%time c = julia_cpu((512,512))\n",
"imshow(c)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"CPU times: user 12 s, sys: 8 ms, total: 12 s\n",
"Wall time: 12.2 s\n"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 11,
"text": [
"<matplotlib.image.AxesImage at 0xa856f810>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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mv/6bPlobud+hHicbR9Bm4Xssg14wxHYEVlEB8Br6D9oK0eDmvRn3NTuoO+sS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\n",
"text": [
"<matplotlib.figure.Figure at 0xa860ef90>"
]
}
],
"prompt_number": 11
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u540c\u3058\u56f3\u304c\u5f97\u3089\u308c\u307e\u3057\u305f\u3002NVIDIA Tegra K1\u306eCortex-A15\u3067\u306e\u7d50\u679c\u3068\u3044\u3046\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u304c\u300110\u79d2\u7a0b\u5ea6\u304b\u304b\u3063\u3066\u3044\u307e\u3059\u3002\n",
"\n",
"\u306a\u305c\u304bCUDA\u7248\u306f\u6642\u6298\u7206\u901f\u306a\u3053\u3068\u304c\u3042\u308a\u3001\u8a08\u6e2c\u306e\u3076\u308c\u304c\u5927\u304d\u3044\u306e\u3067\u3059\u304c\u3001CUDA\u7248\u306fCPU\u7248\u306b\u304f\u3089\u3079\u3066\u304a\u3088\u305d\u4e00\u6841\u901f\u3044\u3088\u3046\u3067\u3059\u3002\u7279\u306b2\u306e\u3079\u304d\u306e\u30b5\u30a4\u30ba\u3060\u3068\u7206\u901f\u306a\u3053\u3068\u304c\u591a\u3044\u306e\u3067\u3059\u304c\u5fc5\u305a\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u672c\u6765\u306a\u3089CPU\u7248\u306f\u30de\u30eb\u30c1\u30b9\u30ec\u30c3\u30c9\u3067\u5b9f\u88c5\u3057\u3066\u6bd4\u8f03\u3059\u3079\u304d\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u3053\u3053\u306f\u7c21\u4fbf\u306b\u6e08\u307e\u305b\u307e\u3057\u305f\u3002"
]
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"\u30de\u30f3\u30c7\u30eb\u30d6\u30ed\u96c6\u5408\u3082\u8a66\u3057\u3066\u307f\u308b"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u3064\u3044\u3067\u306b\u3001\u3053\u3061\u3089\u3082\u307f\u3093\u306a\u5927\u597d\u304d\u30de\u30f3\u30c7\u30eb\u30d6\u30ed\u96c6\u5408\u3082PyCUDA\u3067\u8a08\u7b97\u3057\u3066\u307f\u307e\u3059\u3002\n",
"\n",
"CUDA\u306e\u30b3\u30fc\u30c9\u3092\u66f8\u3044\u3066\u3001"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"mod_mb = SourceModule(\"\"\"\n",
"__device__ char mandelbrot(int x, int y, int w, int h)\n",
"{\n",
" const float scale = 1;\n",
" float cx = scale * (float)(x - 3 * w / 4) / (w / 2);\n",
" float cy = scale * (float)(y - h / 2) / (h / 2);\n",
" float jx = 0;\n",
" float jy = 0;\n",
" int i;\n",
" for (i = 0; i < 256; i++) {\n",
" float ax = jx * jx - jy * jy + cx;\n",
" float ay = 2 * jx * jy + cy;\n",
" if (ax * ax + ay * ay > 4.0) {\n",
" return i;\n",
" }\n",
" jx = ax;\n",
" jy = ay;\n",
" }\n",
" return 0;\n",
"}\n",
"\n",
"__global__ void kernel_mb(char *ptr)\n",
"{\n",
" int x = blockIdx.x;\n",
" int y = blockIdx.y;\n",
" int w = gridDim.x;\n",
" int h = gridDim.y;\n",
" int i = x + y * w;\n",
" ptr[i] = mandelbrot(x, y, w, h);\n",
"}\n",
"\"\"\")"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 12
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Python\u306e\u95a2\u6570\u3092\u4f5c\u3063\u3066\u3001"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def mandelbrot(size):\n",
" w, h = size\n",
" data = np.zeros((h,w), np.uint8)\n",
" mem = drv.mem_alloc(data.nbytes)\n",
" kernel = mod_mb.get_function(\"kernel_mb\")\n",
" kernel(mem, block=(1, 1, 1), grid=size)\n",
" drv.memcpy_dtoh(data, mem)\n",
" return data"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 13
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u305d\u3057\u3066\u5b9f\u884c\u3057\u307e\u3059\u3002"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%time m = mandelbrot((512, 512))\n",
"imshow(m)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"CPU times: user 2.81 s, sys: 333 ms, total: 3.15 s\n",
"Wall time: 3.17 s\n"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 14,
"text": [
"<matplotlib.image.AxesImage at 0xa854c770>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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wHCZ56CMcPPdWXC+Wwg5Zu9NbtqWEqMbtgTc1Qro9A0MEK+EyCCkYl6S6Yq+p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\nv4B9Ia98Mwp2RPHHQeeSvf0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WOk7tED5ECDkoU1IlOegRpJCAUCWktCAh89vXIEhDblfE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\noCMh9X4bkAS2c8D5ifua3e7vTzC0pJ2E6mXQN9/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3Xn0HSID6NGAa/dm/4LGyfnAcg7/G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\nQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0xa85cd230>"
]
}
],
"prompt_number": 14
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u3061\u3083\u3093\u3068\u52d5\u304d\u307e\u3057\u305f\u3002"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"IPython notebook\u306e\u74b0\u5883\u306f\u3001\u8a66\u884c\u932f\u8aa4\u3059\u308b\u306e\u306b\u9069\u3057\u305f\u74b0\u5883\u3060\u3068\u601d\u3044\u307e\u3059\u3002\u30b3\u30fc\u30c9\u3084\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5c11\u3057\u3065\u3064\u5909\u3048\u3066\u3001\u7d50\u679c\u3092\u4e26\u3079\u3066\u6bd4\u3079\u305f\u308a\u306a\u3069\u304c\u7c21\u5358\u306b\u3067\u304d\u307e\u3059\u3002\u4ed6\u306e\u76ee\u7684\u3067\u958b\u767a\u3059\u308b\u5834\u5408\u3067\u3082\u3001\u30c7\u30fc\u30bf\u3084\u30b3\u30fc\u30c9\u306e\u65ad\u7247\u3092IPython notebook\u3067\u5341\u5206\u691c\u8a0e\u3057\u7df4\u308a\u4e0a\u3052\u3066\u304b\u3089\u3001\u30bf\u30fc\u30b2\u30c3\u30c8\u306e\u74b0\u5883\u306b\u30b3\u30fc\u30c9\u3092\u79fb\u3057\u3066\u3044\u304f\u3088\u3046\u306a\u30d7\u30ed\u30bb\u30b9\u3092\u8e0f\u3080\u3053\u3068\u3067\u3001\u52b9\u7387\u7684\u304b\u3064\u5275\u767a\u7684\u306b\u958b\u767a\u3092\u9032\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002\u3057\u304b\u3082\u305d\u306e\u7d50\u679c\u3092github\u306b\u4e0a\u3052\u3066\u304a\u304f\u3060\u3051\u3067nbviewer\u3067\u7c21\u5358\u306b\u516c\u958b\u3059\u308b\u3082\u3067\u304d\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u662f\u975e\u304a\u30b9\u30b9\u30e1\u3057\u305f\u3044\u3067\u3059\u3002"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### \u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\n",
"- NVIDIA Jetson TK1 https://developer.nvidia.com/jetson-tk1-support\n",
"- PyCUDA http://mathema.tician.de/software/pycuda/\n",
"- IPython notebook http://ipython.org/notebook.html\n",
"- nbviewer http://nbviewer.ipython.org/\n",
"- matplotlib http://matplotlib.org/\n",
"- numpy http://www.numpy.org/\n",
"- IPython quick reference sheets http://damontallen.github.io/IPython-quick-ref-sheets/\n",
"- PyCUDA\u306e\u30b3\u30fc\u30c9\u306e\u66f8\u304d\u65b9\u306f\u3053\u3061\u3089\u3092\u53c2\u8003\u306b\u3057\u307e\u3057\u305f http://d.hatena.ne.jp/norio515/20111112/1321105385"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u30b3\u30e1\u30f3\u30c8\u3054\u611f\u60f3\u306f\u3053\u3061\u3089\u3078\u2192 <a href=\"https://twitter.com/share\" class=\"twitter-share-button\" data-text=\"Jetson TK1\u3068IPython Notebook\u3067PyCUDA\u3092\u8a66\u3057\u3066\u307f\u308b\" data-via=\"edy555\">Tweet</a>\n",
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}
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