{"id":70074,"date":"2018-08-28T23:56:57","date_gmt":"2018-08-28T14:56:57","guid":{"rendered":"https:\/\/www.sejuku.net\/blog\/?p=70074"},"modified":"2024-05-06T11:51:06","modified_gmt":"2024-05-06T02:51:06","slug":"%e3%80%90numpy%e5%85%a5%e9%96%80-np-ndarray-flatten%e3%80%91%e5%a4%9a%e6%ac%a1%e5%85%83%e9%85%8d%e5%88%97%e3%82%92%e4%b8%80%e6%ac%a1%e5%85%83%e9%85%8d%e5%88%97%e3%81%ab%e3%81%97%e3%81%a6%e3%81%bf","status":"publish","type":"post","link":"https:\/\/www.sejuku.net\/blog\/70074","title":{"rendered":"\u3010NumPy\u5165\u9580 np.ndarray.flatten\u3011\u591a\u6b21\u5143\u914d\u5217\u3092\u4e00\u6b21\u5143\u914d\u5217\u306b\u3057\u3066\u307f\u3088\u3046"},"content":{"rendered":"

\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001NumPy\u306eflatten\u95a2\u6570\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3059\uff01<\/p>\n

flatten<\/strong><\/span>\u3068\u3044\u3046\u95a2\u6570\u3001\u4ed6\u306e\u69d8\u3005\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306b\u5b9f\u88c5\u3055\u308c\u3066\u3044\u308b\u6a5f\u80fd\u3067\u3001\u300c\u591a\u6b21\u5143\u914d\u5217\u3092\u4e00\u6b21\u5143\u914d\u5217\u306b\u5909\u63db\u3059\u308b\u300d<\/strong><\/span>\u3068\u3044\u3046\u6a5f\u80fd\u3092\u6301\u3061\u307e\u3059\u3002<\/p>\n

\u4f8b\u3048\u3070\u3053\u306e\u95a2\u6570\u306f\u3001\u300c\u4e8c\u6b21\u5143\u914d\u5217\u3068\u3057\u3066\u8868\u73fe\u3055\u308c\u3066\u3044\u308b\u753b\u50cf\u30c7\u30fc\u30bf\u3092\u4e00\u6b21\u5143\u914d\u5217\u306b\u5909\u63db\u3057\u3066SVM\u306b\u5165\u529b\u3059\u308b\u300d\u306a\u3069\u306e\u5834\u9762\u3067\u6d3b\u8e8d\u3057\u307e\u3059\u3002<\/p>\n

\u3053\u306e\u8a18\u4e8b\u306e\u8981\u70b9\u306f<\/p>\n

    \n
  1. flatten\u306f<\/strong><\/span>\u591a\u6b21\u5143\u914d\u5217\u3092\u4e00\u6b21\u5143\u914d\u5217\u306b\u5909\u63db\u3059\u308b\u95a2\u6570\u3067\u3042\u308b<\/strong><\/span><\/li>\n
  2. flatten\u306f\u51fa\u529b\u306b\u65b0\u3057\u3044\u914d\u5217\u3092\u4f5c\u308b\u306e\u3067\u3001\u305d\u306e\u5206\u3060\u3051np.ravel\u3088\u308a\u9045\u3044<\/b><\/span><\/li>\n<\/ol>\n

    \u306e\u4e8c\u70b9\u3067\u3059\u3002<\/p>\n

    \u3053\u306e\u89e3\u8aac\u306b\u30d4\u30f3\u3068\u6765\u306a\u304b\u3063\u305f\u65b9\u3001\u3053\u306e\u8a18\u4e8b\u3067flatten\u306b\u3064\u3044\u3066\u52c9\u5f37\u3057\u307e\u3057\u3087\u3046\uff01<\/p>\n

    ndarray.flatten\u306e\u4f7f\u3044\u65b9<\/h2>\n

    \u203b\u3053\u306e\u8a18\u4e8b\u306e\u30b3\u30fc\u30c9\u306f\u3001jupyter notebook<\/a>\u3084juputer lab<\/a>\u3092\u4f7f\u3063\u3066\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002
    \n\u30b3\u30fc\u30c9\u3092\u8a66\u3059\u3068\u304d\u306f\u662f\u975e\u3053\u308c\u3089\u3092\u4f7f\u3063\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n

    flatten\u306fndarray(np.array)\u306e\u30e1\u30bd\u30c3\u30c9<\/strong><\/span>\u3067\u3059\u3002<\/p>\n

    \u4f3c\u305f\u6a5f\u80fd\u3092\u3082\u3064ravel\u3068\u9055\u3044\u3001np.ravel\/ndarray.ravel\u306e\u3088\u3046\u306b\u95a2\u6570\u3082\u30e1\u30bd\u30c3\u30c9\u3082\u3042\u308b\u3068\u3044\u3046\u308f\u3051\u3067\u306f\u306a\u3044<\/strong><\/span>\u306e\u3067\u3001\u3053\u3053\u3060\u3051\u6ce8\u610f\u3067\u3059\u3002<\/p>\n

    # \u30b3\u30fc\u30c9 In [1]:\r\nimport numpy as np<\/pre>\n
    # \u30b3\u30fc\u30c9 In [2]:\r\na = np.arange(12).reshape(4,-1)\r\n\r\n# Jupyter\u3067\u306fprint\u95a2\u6570\u3092\u4f7f\u308f\u306a\u304f\u3066\u3082\u3001\u5909\u6570\u306e\u4e2d\u8eab\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3088\uff01\r\na<\/pre>\n
    # \u51fa\u529b\u7d50\u679c Out [2]:\r\narray([[ 0,  1,  2],\r\n       [ 3,  4,  5],\r\n       [ 6,  7,  8],\r\n       [ 9, 10, 11]])<\/pre>\n
    \u3055\u3066\u3001flatten\u306f\u591a\u6b21\u5143\u914d\u5217\u3092\u4e00\u6b21\u5143\u914d\u5217\u306b\u5909\u63db\u3057\u3066\u304f\u308c\u308b\u95a2\u6570<\/strong><\/span>\u3067\u3059\u3002<\/p>\n
    \u4f7f\u3044\u65b9\u306f\u7c21\u5358\u3001ndarray\u30aa\u30d6\u30b8\u30a7\u30af\u30c8.flatten()<\/span><\/strong>\u3068\u3059\u308c\u3070OK\uff01<\/p>\n
    # \u30b3\u30fc\u30c9 In [3]:\r\nb = a.flatten()<\/pre>\n
    # \u30b3\u30fc\u30c9 In [4]:\r\nprint(\"a: original\")\r\nprint(a)\r\n\r\nprint(\"\\nb\") # \u6539\u884c\u3057\u3066\u304b\u3089\"b\"\u3068\u3044\u3046\u6587\u5b57\u3092print\u3057\u307e\u3059\u3002\r\nprint(b)<\/pre>\n
    # \u51fa\u529b\u7d50\u679c [4]:\r\na: original\r\n[[ 0  1  2]\r\n [ 3  4  5]\r\n [ 6  7  8]\r\n [ 9 10 11]]\r\n\r\nb\r\n[ 0  1  2  3  4  5  6  7  8  9 10 11]\r\n<\/pre>\n
    flatten\u3068ravel\u306e\u9055\u3044<\/h2>\n
    flatten\u306f\u5143\u306e\u914d\u5217\u306e\u30b3\u30d4\u30fc\u3092\u8fd4\u3059\u95a2\u6570<\/h3>\n
    np.ravel\u95a2\u6570<\/strong><\/span>\u3082\u540c\u3058\u3088\u3046\u306b\u591a\u6b21\u5143\u914d\u5217\u3092\u4e00\u6b21\u5143\u914d\u5217\u306b\u5909\u63db<\/strong><\/span>\u3057\u3066\u304f\u308c\u307e\u3057\u305f\u3002<\/p>\n            \n                
    \n                
    \n                    
    \n                    \n                    <\/div>\n                    
    \n                    
    \u3010NumPy\u5165\u9580 np.ravel\u3011\u591a\u6b21\u5143\u914d\u5217\u3092\u4e00\u6b21\u5143\u914d\u5217\u306b\u3059\u308bravel\u306e\u4f7f\u3044\u65b9<\/div>\n                    
    \u66f4\u65b0\u65e5\uff1a2024\u5e745\u67086\u65e5<\/div>\n                    <\/div>\n                <\/div>\n                <\/div>\n            <\/a>\n            \n
    \u3067\u3059\u304cravel\u306f\u5909\u63db\u5f8c\u306e\u914d\u5217\u306e\u8981\u7d20\u3092\u5909\u66f4\u3059\u308b\u3068\u3001\u5143\u306e\u914d\u5217\u306e\u8981\u7d20\u3082\u5909\u308f\u3063\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u306d\u3002<\/p>\n
    flatten\u306e\u8fd4\u308a\u5024\u306f\u65b0\u3057\u3044\u914d\u5217<\/strong><\/span>\u306a\u306e\u3067\u3001\u305d\u306e\u3088\u3046\u306a\u3053\u3068\u304c\u7121\u3044\u306e\u304cravel\u3068\u306e\u9055\u3044\u3067\u3059\u3002<\/p>\n
    # \u30b3\u30fc\u30c9 In [5]:\r\nb[0] = 100<\/pre>\n
    # \u30b3\u30fc\u30c9 In [6]:\r\nprint(\"a: original\")\r\nprint(a)\r\n\r\nprint(\"\\nb\")\r\nprint(b)<\/pre>\n
    # \u51fa\u529b\u7d50\u679c [6]:\r\na: original\r\n[[ 0  1  2]\r\n [ 3  4  5]\r\n [ 6  7  8]\r\n [ 9 10 11]]\r\n\r\nb\r\n[100   1   2   3   4   5   6   7   8   9  10  11]\r\n<\/pre>\n
    b\u306e\u5148\u982d\u8981\u7d20\u3092\u5909\u66f4\u3057\u307e\u3057\u305f\u304c\u3001a\u306e\u5148\u982d\u8981\u7d20\u306f\u5909\u308f\u3063\u3066\u3044\u307e\u305b\u3093\u306d\u3002<\/p>\n
    \u3053\u308c\u304cravel\u95a2\u6570\u3060\u3068a\u306e\u5148\u982d\u8981\u7d20\u3082\u5909\u308f\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\n
    flatten\u306fravel\u3088\u308a\u9045\u3044<\/h3>\n
    flatten\u306f\u65b0\u3057\u3044\u914d\u5217\u3092\u4f5c\u308b\u306e\u3067\u3001\u5143\u306e\u914d\u5217\u3078\u306e\u30d3\u30e5\u30fc\u3092\u8fd4\u3059\u3060\u3051\u306eravel\u3088\u308a\u52d5\u4f5c\u304c\u9045\u3044<\/strong><\/span>\u3053\u3068\u304c\u77e5\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
    # \u30b3\u30fc\u30c9 In [7]:\r\nc = np.arange(10000).reshape(10,100,10)<\/pre>\n
    # \u30b3\u30fc\u30c9 In [8]:\r\n# %%timeit\u30b3\u30de\u30f3\u30c9\u3067\u30bb\u30eb\u5185\u306e\u30b3\u30fc\u30c9\u306e\u5b9f\u884c\u6642\u9593\u3092\u8a08\u6e2c\u3067\u304d\u307e\u3059\uff01\r\n%%timeit\r\n\r\nc.flatten()<\/pre>\n
    # \u51fa\u529b\u7d50\u679c [8]:\r\n2.4 \u00b5s \u00b1 29.5 ns per loop (mean \u00b1 std. dev. of 7 runs, 100000 loops each)\r\n<\/pre>\n
    # \u30b3\u30fc\u30c9 In [9]:\r\n%%timeit\r\n\r\nc.ravel()<\/pre>\n
    # \u51fa\u529b\u7d50\u679c [9]:\r\n162 ns \u00b1 2.15 ns per loop (mean \u00b1 std. dev. of 7 runs, 10000000 loops each)\r\n<\/pre>\n
    \u6a5f\u68b0\u5b66\u7fd2\u306a\u3069\u306e\u5b9f\u88c5\u306b\u304a\u3044\u3066\u3001\u5143\u306e\u914d\u5217\u3092\u6b8b\u3057\u3066\u8d77\u304d\u305f\u3044\u5834\u5408\u306fflatten, \u5143\u306e\u914d\u5217\u3092\u305d\u306e\u307e\u307e\u4f7f\u3063\u3066\u3082\u3044\u3044\u5834\u5408\u306fravel\u306a\u3069\u306e\u4f7f\u3044\u5206\u3051\u3092\u3059\u308b\u3053\u3068\u3067\u3001\u9ad8\u901f\u5316\u3067\u304d\u305d\u3046\u3067\u3059\u306d\u3002<\/p>\n
    \u307e\u3068\u3081<\/h2>\n
    \u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u591a\u6b21\u5143\u914d\u5217\u3092\u4e00\u6b21\u5143\u914d\u5217\u306b\u5909\u63db\u3059\u308b\u30e1\u30bd\u30c3\u30c9\u3001ndarray.flatten\u306b\u3064\u3044\u3066\u7d39\u4ecb<\/strong><\/span>\u3057\u307e\u3057\u305f\u3002<\/p>\n
    ravel\u3068\u306e\u9055\u3044\u3001\u308f\u304b\u3063\u3066\u3044\u305f\u3060\u3051\u305f\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n
    \u65b0\u3057\u3044\u914d\u5217\u3092\u4f5c\u308b\u304b\u3069\u3046\u304b\u3001\u3068\u3044\u3046\u306e\u306f\u975e\u5e38\u306b\u5927\u304d\u306a\u9055\u3044<\/strong><\/span>\u3067\u3059\u3002<\/p>\n
    \u3053\u308c\u3089\u3092\u3057\u3063\u304b\u308a\u7406\u89e3\u3057\u3066\u3001flatten\u3092\u6a5f\u68b0\u5b66\u7fd2\u3084\u79d1\u5b66\u8a08\u7b97\u306e\u5b9f\u88c5\u306e\u969b\u306b\u5f79\u7acb\u3066\u3066\u304f\u308c\u308b\u3068\u5b09\u3057\u3044\u3067\u3059\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"
    \u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001NumPy\u306eflatten\u95a2\u6570\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3059\uff01 flatten\u3068\u3044\u3046\u95a2\u6570\u3001\u4ed6\u306e\u69d8\u3005\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306b\u5b9f\u88c5\u3055\u308c\u3066\u3044\u308b\u6a5f\u80fd\u3067\u3001\u300c\u591a\u6b21\u5143\u914d\u5217\u3092\u4e00\u6b21\u5143\u914d\u5217\u306b\u5909\u63db\u3059\u308b\u300d\u3068\u3044\u3046\u6a5f\u80fd\u3092\u6301\u3061\u307e\u3059\u3002 \u4f8b\u3048\u3070\u3053\u306e\u95a2\u6570\u306f […]<\/p>\n","protected":false},"author":4,"featured_media":70075,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"swell_btn_cv_data":"","footnotes":""},"categories":[2350],"tags":[1281,1888],"class_list":["post-70074","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python-study","tag-ai","tag-ai-python-numpy"],"acf":[],"yoast_head":"\n\u3010NumPy\u5165\u9580 np.ndarray.flatten\u3011\u591a\u6b21\u5143\u914d\u5217\u3092\u4e00\u6b21\u5143\u914d\u5217\u306b\u3057\u3066\u307f\u3088\u3046 | \u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0<\/title>\n<meta name=\"description\" content=\"\u3053\u306e\u8a18\u4e8b\u3067\u306f\u300c \u3010NumPy\u5165\u9580 np.ndarray.flatten\u3011\u591a\u6b21\u5143\u914d\u5217\u3092\u4e00\u6b21\u5143\u914d\u5217\u306b\u3057\u3066\u307f\u3088\u3046 \u300d\u306b\u3064\u3044\u3066\u3001\u8ab0\u3067\u3082\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3081\u3070\u3001\u3042\u306a\u305f\u306e\u60a9\u307f\u304c\u89e3\u6c7a\u3059\u308b\u3060\u3051\u3058\u3083\u306a\u304f\u3001\u65b0\u305f\u306a\u6c17\u4ed8\u304d\u3082\u767a\u898b\u3067\u304d\u308b\u3053\u3068\u3067\u3057\u3087\u3046\u3002\u304a\u60a9\u307f\u306e\u65b9\u306f\u305c\u3072\u3054\u4e00\u8aad\u304f\u3060\u3055\u3044\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.sejuku.net\/blog\/70074\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u3010NumPy\u5165\u9580 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