{"id":27635,"date":"2024-03-17T09:59:55","date_gmt":"2024-03-17T00:59:55","guid":{"rendered":"https:\/\/www.silicloud.com\/ja\/blog\/python%e3%81%aebackward%e9%96%a2%e6%95%b0%e3%81%ae%e4%bd%bf%e3%81%84%e6%96%b9%e3%81%af%e4%bd%95%e3%81%a7%e3%81%99%e3%81%8b%ef%bc%9f\/"},"modified":"2024-03-22T16:41:01","modified_gmt":"2024-03-22T07:41:01","slug":"python%e3%81%aebackward%e9%96%a2%e6%95%b0%e3%81%ae%e4%bd%bf%e3%81%84%e6%96%b9%e3%81%af%e4%bd%95%e3%81%a7%e3%81%99%e3%81%8b%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/ja\/blog\/python%e3%81%aebackward%e9%96%a2%e6%95%b0%e3%81%ae%e4%bd%bf%e3%81%84%e6%96%b9%e3%81%af%e4%bd%95%e3%81%a7%e3%81%99%e3%81%8b%ef%bc%9f\/","title":{"rendered":"Python\u306e”backward”\u95a2\u6570\u306e\u4f7f\u3044\u65b9\u306f\u4f55\u3067\u3059\u304b\uff1f"},"content":{"rendered":"

Python\u306b\u304a\u3044\u3066\u3001\u30d0\u30c3\u30af\u30ef\u30fc\u30c9\uff08backward\uff09\u95a2\u6570\u306f\u901a\u5e38\u3001\u9006\u4f1d\u64ad\u306b\u4f7f\u7528\u3055\u308c\u3001\u3053\u308c\u306f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u304a\u3051\u308b\u91cd\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u3067\u3059\u3002<\/p>\n

backwards()\u95a2\u6570\u3092\u4f7f\u7528\u3059\u308b\u4e00\u822c\u7684\u306a\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n

    \n
  1. \u795e\u7d4c\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30e2\u30c7\u30eb\u3092\u5b9a\u7fa9\u3057\u3001\u5165\u529b\u30c7\u30fc\u30bf\u3092\u30e2\u30c7\u30eb\u306b\u6e21\u3057\u3066\u9806\u4f1d\u64ad\u3092\u884c\u3044\u3001\u51fa\u529b\u3092\u5f97\u308b\u3002<\/li>\n
  2. \u901a\u5e38\u4f7f\u7528\u67d0\u79cd\u635f\u5931\u51fd\u6570\u6765\u8ba1\u7b97\u635f\u5931\uff0c\u4ee5\u8861\u91cf\u6a21\u578b\u8f93\u51fa\u4e0e\u5b9e\u9645\u6807\u7b7e\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002<\/li>\n
  3. backward()\u95a2\u6570\u3092\u547c\u3073\u51fa\u3059\u3068\u3001\u640d\u5931\u95a2\u6570\u306b\u5bfe\u3059\u308b\u30e2\u30c7\u30eb\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u52fe\u914d\u3092\u81ea\u52d5\u7684\u306b\u8a08\u7b97\u3057\u307e\u3059\u3002<\/li>\n
  4. \u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u66f4\u65b0\u3059\u308b\u306b\u306f\u3001\u901a\u5e38\u3001\u6700\u9069\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\uff08\u4f8b\u3048\u3070\u3001\u78ba\u7387\u7684\u52fe\u914d\u964d\u4e0b\u6cd5\uff09\u304c\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n
  5. \u4e88\u3081\u5b9a\u7fa9\u3055\u308c\u305f\u505c\u6b62\u6761\u4ef6\u306b\u9054\u3059\u308b\u307e\u3067\u3001\u30b9\u30c6\u30c3\u30d71\u304b\u30894\u3092\u7e70\u308a\u8fd4\u3057\u307e\u3059\uff08\u305f\u3068\u3048\u3070\u3001\u6700\u5927\u53cd\u5fa9\u56de\u6570\u306b\u9054\u3059\u308b\u304b\u640d\u5931\u95a2\u6570\u304c\u7279\u5b9a\u306e\u5c0f\u3055\u306a\u5024\u306b\u9054\u3059\u308b\u307e\u3067\uff09\u3002<\/li>\n<\/ol>\n

    \u5177\u4f53\u306e\u30b3\u30fc\u30c9\u4f8b\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\uff1a<\/p>\n

    import<\/span> torch\r\n\r\n# \u5b9a\u4e49\u795e\u7ecf\u7f51\u7edc\u6a21\u578b<\/span>\r\nmodel = torch.nn.Linear(in_features=10<\/span>, out_features=1<\/span>)\r\n\r\n# \u5b9a\u4e49\u8f93\u5165\u6570\u636e\u548c\u6807\u7b7e\u6570\u636e<\/span>\r\ninput_data = torch.randn(100<\/span>, 10<\/span>)\r\ntarget = torch.randn(100<\/span>, 1<\/span>)\r\n\r\n# \u524d\u5411\u4f20\u64ad<\/span>\r\noutput = model(input_data)\r\n\r\n# \u8ba1\u7b97\u635f\u5931\u51fd\u6570<\/span>\r\nloss = torch.nn.functional.mse_loss(output, target)\r\n\r\n# \u53cd\u5411\u4f20\u64ad<\/span>\r\nloss.backward()\r\n\r\n# \u66f4\u65b0\u6a21\u578b\u53c2\u6570<\/span>\r\noptimizer = torch.optim.SGD(model.parameters(), lr=0.01<\/span>)\r\noptimizer.step()\r\n<\/code><\/pre>\n
    \u4e0a\u8a18\u306e\u30b3\u30fc\u30c9\u4f8b\u3067\u306f\u3001\u6700\u521d\u306b\u5358\u7d14\u306a\u7dda\u5f62\u30e2\u30c7\u30eb\uff08torch.nn.Linear\uff09\u3092\u795e\u7d4c\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30e2\u30c7\u30eb\u3068\u3057\u3066\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u6b21\u306b\u3001\u30e9\u30f3\u30c0\u30e0\u306a\u5165\u529b\u30c7\u30fc\u30bfinput_data\u3068\u305d\u308c\u306b\u5bfe\u5fdc\u3059\u308b\u30e9\u30d9\u30ebtarget\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u305d\u306e\u5f8c\u3001\u4e00\u5ea6\u306e\u30d5\u30a9\u30ef\u30fc\u30c9\u30d7\u30ed\u30d1\u30b2\u30fc\u30b7\u30e7\u30f3\u3092\u884c\u3044\u3001\u5165\u529b\u30c7\u30fc\u30bfinput_data\u3092\u30e2\u30c7\u30eb\u306b\u6e21\u3057\u3001\u30e2\u30c7\u30eb\u306e\u51fa\u529boutput\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002\u6b21\u306b\u3001\u51fa\u529boutput\u3068\u30e9\u30d9\u30ebtarget\u3092\u4f7f\u7528\u3057\u3066\u5e73\u5747\u4e8c\u4e57\u8aa4\u5dee\u640d\u5931\u95a2\u6570loss\u3092\u8a08\u7b97\u3057\u307e\u3059\u3002\u305d\u306e\u5f8c\u3001backward()\u95a2\u6570\u3092\u547c\u3073\u51fa\u3057\u3001\u640d\u5931\u95a2\u6570\u306b\u5bfe\u3059\u308b\u30e2\u30c7\u30eb\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u52fe\u914d\u3092\u81ea\u52d5\u7684\u306b\u8a08\u7b97\u3057\u307e\u3059\u3002\u6700\u5f8c\u306b\u3001\u6700\u9069\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\uff08torch.optim.SGD\uff09\u3092\u4f7f\u7528\u3057\u3066\u52fe\u914d\u3092\u57fa\u306b\u30e2\u30c7\u30eb\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u66f4\u65b0\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
    Python\u306b\u304a\u3044\u3066\u3001\u30d0\u30c3\u30af\u30ef\u30fc\u30c9\uff08backward\uff09\u95a2\u6570\u306f\u901a\u5e38\u3001\u9006\u4f1d\u64ad\u306b\u4f7f\u7528\u3055\u308c\u3001\u3053\u308c\u306f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u304a\u3051\u308b\u91cd\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u3067\u3059\u3002 backwards()\u95a2\u6570\u3092\u4f7f\u7528\u3059\u308b\u4e00\u822c\u7684\u306a\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059 […]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-27635","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"\nPython\u306e"backward"\u95a2\u6570\u306e\u4f7f\u3044\u65b9\u306f\u4f55\u3067\u3059\u304b\uff1f - Blog - Silicon Cloud<\/title>\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.silicloud.com\/ja\/blog\/python\u306ebackward\u95a2\u6570\u306e\u4f7f\u3044\u65b9\u306f\u4f55\u3067\u3059\u304b\uff1f\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python\u306e"backward"\u95a2\u6570\u306e\u4f7f\u3044\u65b9\u306f\u4f55\u3067\u3059\u304b\uff1f\" \/>\n<meta property=\"og:description\" content=\"Python\u306b\u304a\u3044\u3066\u3001\u30d0\u30c3\u30af\u30ef\u30fc\u30c9\uff08backward\uff09\u95a2\u6570\u306f\u901a\u5e38\u3001\u9006\u4f1d\u64ad\u306b\u4f7f\u7528\u3055\u308c\u3001\u3053\u308c\u306f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u304a\u3051\u308b\u91cd\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u3067\u3059\u3002 backwards()\u95a2\u6570\u3092\u4f7f\u7528\u3059\u308b\u4e00\u822c\u7684\u306a\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059 […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/ja\/blog\/python\u306ebackward\u95a2\u6570\u306e\u4f7f\u3044\u65b9\u306f\u4f55\u3067\u3059\u304b\uff1f\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - 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