{"id":45994,"date":"2018-03-15T16:58:09","date_gmt":"2018-03-15T07:58:09","guid":{"rendered":"https:\/\/www.sejuku.net\/blog\/?p=45994"},"modified":"2024-05-06T11:46:18","modified_gmt":"2024-05-06T02:46:18","slug":"45994","status":"publish","type":"post","link":"https:\/\/www.sejuku.net\/blog\/45994","title":{"rendered":"\u3010TensorFlow\u3011RNN\u306e\u516c\u5f0f\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306b\u6311\u6226\uff01"},"content":{"rendered":"

TensorFlow<\/strong><\/span>\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306f\u9032\u3093\u3067\u3044\u307e\u3059\u304b\uff1f<\/p>\n

MNIST\u30c7\u30fc\u30bf\u306e\u5b66\u7fd2\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u3044\u304f\u3064\u304b\u8a66\u3057\u305f\u3089\u3001\u6b21\u306f\u4f55\u3092\u3059\u308c\u3070\u3044\u3044\u304b\u3057\u3089\uff1f<\/strong><\/span>\u3068\u601d\u3063\u3066\u3044\u307e\u305b\u3093\u304b\uff1f<\/p>\n

\u6b21\u306f\u3001\u8a00\u8a9e\u7cfb\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb<\/strong><\/span>\u306b\u6311\u6226\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n

\u3068\u3044\u3046\u3053\u3068\u3067\u3001\u4eca\u56de\u306f\u3001RNN\uff08Recurrent Neural Networks\uff1a\u518d\u5e30\u578b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09<\/strong><\/span>\u3092\u5229\u7528\u3057\u305f\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u52d5\u4f5c\u3055\u305b\u3066\u307f\u307e\u3059\u3002<\/p>\n

RNN\u3068\u306f<\/h2>\n

RNN<\/strong><\/span>\u306f\u3001\u6642\u7cfb\u5217\u30c7\u30fc\u30bf<\/strong><\/span>\u3068\u547c\u3070\u308c\u308b\u30c7\u30fc\u30bf\u3092\u6271\u3046\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/strong><\/span>\u3067\u3059\u3002<\/p>\n

\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3068\u306f\u3001\u3042\u308b\u30c7\u30fc\u30bf\u3068\u305d\u306e\u6b21\u306e\u30c7\u30fc\u30bf\u306b\u95a2\u9023\u304c\u3042\u308b\u30c7\u30fc\u30bf\u306e\u3053\u3068\u3067\u3059\u3002<\/p>\n

\u305f\u3068\u3048\u3070\u3001\u97f3\u58f0\u306e\u6ce2\u5f62\u304c\u6642\u7cfb\u5217\u30c7\u30fc\u30bf<\/strong><\/span>\u3067\u3059\u3002<\/p>\n

2\u7b87\u6240\u3067\u540c\u3058\u5468\u6ce2\u6570\u3067\u3042\u3063\u305f\u3068\u3057\u3066\u3082\u3001\u524d\u5f8c\u306e\u5468\u6ce2\u6570\u306b\u3088\u3063\u3066\u300c\u3042\u300d\u306b\u805e\u3053\u3048\u305f\u308a\u300c\u3044\u300d\u306b\u805e\u3053\u3048\u305f\u308a\u3059\u308b\u305f\u3081\u3001\u524d\u5f8c\u306e\u30c7\u30fc\u30bf\u3092\u542b\u3081\u3066\u5b66\u7fd2\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u306e\u3067\u3059\u3002<\/p>\n

\u305d\u306e\u4ed6\u306b\u3082\u3001\u65e5\u672c\u8a9e\u3068\u304b\u82f1\u8a9e\u306e\u3088\u3046\u306a\u81ea\u7136\u8a00\u8a9e\u3082\u6642\u7cfb\u5217\u30c7\u30fc\u30bf<\/strong><\/span>\u3067\u3059\u3002<\/p>\n

\u300c\u306f\u3057\u3092\u3082\u3064\u300d\u306e\u300c\u306f\u3057\uff08\u7bb8\uff09\u300d\u3068\u3001\u300c\u306f\u3057\u3092\u308f\u305f\u308b\u300d\u306e\u300c\u6a4b\/\u7aef\u300d\u306f\u3001\u300c\u306f\u3057\u300d\u306f\u540c\u3058\u6587\u5b57\u3067\u3059\u304c\u3001\u524d\u5f8c\u306b\u3042\u308b\u6587\u5b57\u3067\u610f\u5473\u304c\u307e\u3063\u305f\u304f\u5909\u308f\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\n

\u3053\u308c\u3082\u3084\u306f\u308a\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3068\u8a00\u3048\u305d\u3046\u3067\u3059\u306d\u3002<\/p>\n

RNN\u306f\u3001\u3053\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3059\u308b\u3068\u304d\u306b\u6709\u7528\u306a\u30e2\u30c7\u30eb\u3068\u3057\u3066\u8003\u6848\u3055\u308c\u307e\u3057\u305f\u3002<\/strong><\/span><\/p>\n

LSTM<\/h3>\n

RNN\u306e\u4e00\u7a2e\u3067\u3042\u308bLSTM\uff08Long short-term memory\uff09<\/strong><\/span>\u3068\u3044\u3046\u30e2\u30c7\u30eb\u3082\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

LSTM\u306f\u3001RNN\u3092\u62e1\u5f35\u3057\u305f\u30e2\u30c7\u30eb\u3067\u3001RNN\u306b\u3042\u308b\u8a18\u61b6\u9818\u57df\u3092\u30d1\u30ef\u30fc\u30a2\u30c3\u30d7\u3055\u305b\u305f\u3082\u306e<\/strong><\/span>\u3068\u8003\u3048\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n

LSTM\u306e\u7279\u5fb4\u306f\u3001RNN\u3067\u306f\u5b66\u7fd2\u3067\u304d\u306a\u304b\u3063\u305f\uff08\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3068\u3057\u3066\uff09\u9060\u304f\u306b\u3042\u308b\u30c7\u30fc\u30bf\u3068\u306e\u95a2\u9023\u3092\u5b66\u7fd2\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n

\u901a\u5e38\u306eRNN\u3067\u3082\u3001\u657010\u7a0b\u5ea6\u9060\u304f\u306b\u3042\u308b\u30c7\u30fc\u30bf\u3068\u306e\u95a2\u9023\u306f\u5b66\u7fd2\u3067\u304d\u307e\u3059\u304c\u3001\u305d\u308c\u4ee5\u4e0a\u306f\u96e3\u3057\u304f\u306a\u308a\u307e\u3059\u3002<\/strong><\/span><\/p>\n

\u4e00\u65b9\u3001LSTM\u3067\u3042\u308c\u3070\u30011000\u7a0b\u5ea6\u9060\u304f\u306b\u3042\u308b\u30c7\u30fc\u30bf\u3068\u306e\u95a2\u9023\u3082\u5341\u5206\u306b\u5b66\u7fd2\u3067\u304d\u308b<\/strong><\/span>\u306e\u3067\u3059\u3002<\/p>\n

Bidirectional RNN<\/h3>\n

Bidirectional RNN<\/strong><\/span>\u3068\u3044\u3046\u30e2\u30c7\u30eb\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n

RNN\u306f\u3001\u904e\u53bb\u30c7\u30fc\u30bf\u3068\u73fe\u5728\u306e\u30c7\u30fc\u30bf\u306e\u95a2\u9023\u3092\u5b66\u7fd2\u3057\u307e\u3059<\/strong><\/span>\u304c\u3001Bidirectional RNN\u306f\u3001\u305d\u308c\u306b\u52a0\u3048\u3066\u672a\u6765\u306e\u30c7\u30fc\u30bf\u3068\u73fe\u5728\u306e\u30c7\u30fc\u30bf\u306e\u95a2\u9023\uff08\u9006\u65b9\u5411\u306e\u95a2\u9023\uff09\u3082\u5b66\u7fd2\u3057\u307e\u3059\u3002<\/strong><\/span><\/p>\n

Bidirectional RNN\u304c\u6709\u7528\u306a\u30b1\u30fc\u30b9\u3068\u3057\u3066\u3001\u7c21\u5358\u306a\u6570\u5217\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n

1\u30012\u3001\uff1f\u30014\u30015<\/strong><\/span>\u3068\u6570\u5b57\u304c\u4e26\u3093\u3067\u3044\u305f\u3068\u304d\u306f\u3001\u300c\uff1f\u300d\u306f3<\/strong><\/span>\u306b\u306a\u308b\u3060\u308d\u3046\u3068\u4e88\u6e2c\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u4e00\u65b9\u30011\u30012\u3001\uff1f\u30018\u300116<\/strong><\/span>\u3068\u4e26\u3093\u3067\u3044\u305f\u3068\u304d\u306f\u3001\u300c\uff1f\u300d\u306f4<\/strong><\/span>\u306b\u306a\u308a\u305d\u3046\u3067\u3059\u3002<\/p>\n

\u3053\u306e\u3088\u3046\u306b\u3001\u300c\uff1f\u300d\u306e\u524d\u306f\u540c\u3058\u300c1\u30012\u300d\u3067\u3082\u3001\u300c\uff1f\u300d\u306e\u5f8c\u304c\u5909\u308f\u308b\u3053\u3068\u3067\u300c\uff1f\u300d\u306b\u5165\u308b\u6570\u5b57\u3082\u5909\u308f\u308a\u305d\u3046<\/strong><\/span>\u3067\u3059\u3002<\/p>\n

\u3053\u306e\u3088\u3046\u306a\u30b1\u30fc\u30b9\u3067\u306f\u3001RNN\u3084LSTM\u3067\u306f\u306a\u304f\u3001Bidirectional RNN\u3092\u4f7f\u3048\u3070\u6b63\u3057\u304f\u5b66\u7fd2\u3059\u308b\u3053\u3068\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u30bf\u30b9\u30af\u3092\u78ba\u8a8d\u3057\u3088\u3046<\/h2>\n

TensorFlow\u306e\u30b5\u30a4\u30c8\u306b\u3001\u300cRecurrent Neural Networks\u300d\uff08\u518d\u5e30\u578b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09<\/strong><\/span>\u3068\u3044\u3046\u30da\u30fc\u30b8\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

\u53c2\u8003\uff1ahttps:\/\/www.tensorflow.org\/tutorials\/recurrent<\/a><\/del><\/p>\n

\u6700\u65b0\u306eURL\uff1ahttps:\/\/www.tensorflow.org\/tutorials\/sequences\/recurrent<\/a><\/p>\n

\u3053\u3053\u304b\u3089\u306f\u3001\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3092\u8a66\u3057\u3066\u307f\u307e\u3059\u304c\u3001\u305d\u306e\u524d\u306b\u3001\u4e0a\u8a18\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u6271\u3046\u30c7\u30fc\u30bf\u3068\u3001\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u30b4\u30fc\u30eb\u3092\u78ba\u8a8d\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n

\u5b66\u7fd2\u306b\u4f7f\u7528\u3059\u308b\u30c7\u30fc\u30bf<\/strong><\/span>\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u82f1\u6587\u3067\u3059\u3002<\/p>\n

 japanese companies have financed small and medium-sized u.s. firms for years but in recent months the pace has taken off<\/pre>\n
\u3053\u306e\u3088\u3046\u306a\u82f1\u6587\u3092\u7d0442000\u6587\u5b66\u7fd2\u3057\u305f\u4e0a\u3067\u3001\u4efb\u610f\u306e\u82f1\u5358\u8a9e\u306e\u6b21\u306b\u3069\u306e\u3088\u3046\u306a\u5358\u8a9e\u304c\u51fa\u73fe\u3059\u308b\u304b\u3092\u4e88\u6e2c\u3059\u308b<\/strong><\/span>\uff08\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b\uff09\u306e\u304c\u30b4\u30fc\u30eb\u3067\u3059\u3002<\/p>\n
\u3053\u3053\u3067\u306f\u3001\u3053\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u300c\u82f1\u5358\u8a9e\u306e\u4e88\u6e2c\u30d7\u30ed\u30b0\u30e9\u30e0\u300d<\/strong><\/span>\u3068\u547c\u3076\u3053\u3068\u306b\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n
RNN\u306e\u516c\u5f0f\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306b\u6311\u6226\uff01<\/h2>\n
\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u89e3\u8aac\u306f\u305d\u306e\u30da\u30fc\u30b8\u306b\u304a\u4efb\u305b\u3057\u3066\u3001\u89e3\u8aac\u3055\u308c\u3066\u3044\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u8a66\u3057\u3066\u307f\u308b\u3053\u3068\u306b\u3057\u307e\u3059\u3002<\/p>\n
\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b<\/h3>\n
\u307e\u305a\u306f\u3001\u4ee5\u4e0b\u306e\u30da\u30fc\u30b8\u304b\u3089\u3001ptb_word_lm.py<\/strong><\/span>\u3001reader.py<\/strong><\/span>\u3001util.py<\/strong><\/span>\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002<\/p>\n
\u53c2\u8003\uff1ahttps:\/\/github.com\/tensorflow\/models\/tree\/master\/tutorials\/rnn\/ptb<\/a><\/p>\n
\u3053\u306e3\u3064\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u540c\u3058\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3057\u307e\u3059\u3002<\/p>\n
\u4efb\u610f\u306e\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3059\u308c\u3070\u5927\u4e08\u592b\u3067\u3059\u306e\u3067\u3001\u3053\u3053\u3067\u306f\u300cD:\\TensorFlow\\RNN\u300d\u30d5\u30a9\u30eb\u30c0<\/strong><\/span>\u306b\u4fdd\u5b58\u3057\u307e\u3057\u305f\u3002<\/p>\n
PTB\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b<\/h3>\n
\u6b21\u306b\u3001PTB\uff08Penn Treebank\uff09\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/strong><\/span>\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002<\/p>\n
PTB\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u30a6\u30a9\u30fc\u30eb\u30b9\u30c8\u30ea\u30fc\u30c8\u30b8\u30e3\u30fc\u30ca\u30eb\u306a\u3069\u306e\u539f\u7a3f\u304b\u3089\u4f5c\u6210\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/strong><\/span>\u3067\u3001\u82f1\u8a9e\u3067\u306e\u8a00\u8a9e\u51e6\u7406\u3067\u3088\u304f\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001PTB\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u3046\u3061\u3001ptb.train.txt<\/strong><\/span>\u3001ptb.valid.txt<\/strong><\/span>\u3001ptb.test.txt<\/strong><\/span>\u306e3\u3064\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n
\u3053\u306e3\u3064\u306e\u30d5\u30a1\u30a4\u30eb\u306f\u3001\u5b9f\u306f\u3044\u308d\u3044\u308d\u306a\u3068\u3053\u308d\u3067\u914d\u5e03\u3055\u308c\u3066\u304a\u308a\u3001\u3069\u3053\u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u3082\u5927\u4e08\u592b\u3067\u3059\u3002<\/p>\n
\u3053\u3053\u3067\u306f\u3001TensorFlow\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u3068\u304a\u308a\u3001\u4ee5\u4e0b\u306e\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u53d6\u308a\u51fa\u3057\u307e\u3059\u3002<\/p>\n
\u53c2\u8003\uff1ahttp:\/\/www.fit.vutbr.cz\/~imikolov\/rnnlm\/simple-examples.tgz<\/a><\/p>\n
\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305fsimple-examples.tgz<\/strong><\/span>\uff08\u5727\u7e2e\u30d5\u30a1\u30a4\u30eb\uff09\u306e\u5185\u5bb9\u3092\u78ba\u8a8d\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u305f\u304f\u3055\u3093\u306e\u30d5\u30a1\u30a4\u30eb\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u5fc5\u8981\u306a\u30d5\u30a1\u30a4\u30eb\u306f\u3001\u8d64\u67a0\u3067\u56f2\u3093\u3060ptb.train.txt<\/strong><\/span>\u3001ptb.valid.txt<\/strong><\/span>\u3001ptb.test.txt<\/strong><\/span>\u306e3\u3064\u3067\u3059\u3002<\/p>\n
\"tens-rnn01\"<\/p>\n
\u6587\u7ae0\u3092\u5b66\u7fd2\u3059\u308b<\/h3>\n
\u30d7\u30ed\u30b0\u30e9\u30e0\u3068\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u304c\u3067\u304d\u305f\u3068\u3053\u308d\u3067\u3001TensorFlow\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u74b0\u5883\u3067\u6a5f\u68b0\u5b66\u7fd2\u3092\u5b9f\u884c\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/strong><\/span><\/p>\n
\u3053\u3053\u3067\u306f\u3001Anaconda Navigator<\/strong><\/span>\u304b\u3089GPU\u7248TensorFlow<\/strong><\/span>\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305fPython\u74b0\u5883\u3092\u8d77\u52d5\u3057\u3066\u3001\u300cD:\\TensorFlow\\RNN\u300d\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3057\u305fptb_word_lm.py<\/strong><\/span>\u3092\u5b9f\u884c\u3059\u308b\u64cd\u4f5c\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n
\uff081\uff09Anaconda Navigator\u3092\u8d77\u52d5\u3057\u307e\u3059\u3002<\/p>\n
\uff082\uff09\u300cEnvironment\u300d<\/strong><\/span>\u3092\u30af\u30ea\u30c3\u30af\u5f8c\u3001\u300ctensorflow-gpu\u300d<\/strong><\/span>\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001\u300c\"mnist_03\"\u300d<\/strong><\/span>\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u3001\u300cOpen Terminal\u300d<\/strong><\/span>\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n
\"tens-use01\"<\/p>\n
\uff083\uff09\u300cD:\u300d<\/strong><\/span>\u3068\u5165\u529b\u3057\u3001Enter\u30ad\u30fc\u3092\u62bc\u3057\u307e\u3059\u3002<\/p>\n
\"tens-use02\"<\/p>\n
\uff084\uff09\u300ccd TensorFlow\\RNN\u300d<\/strong><\/span>\u3068\u5165\u529b\u3057\u3001Enter\u30ad\u30fc\u3092\u62bc\u3057\u307e\u3059\u3002<\/p>\n
\"tens-rnn02\"<\/p>\n
\uff085\uff09\u300cpython ptb_word_lm.py –data_path=data –model=small\u300d<\/strong><\/span>\u3068\u5165\u529b\u3057\u3001Enter\u30ad\u30fc\u3092\u62bc\u3057\u307e\u3059\u3002<\/p>\n
\"tens-rnn03\"<\/p>\n
\u5b9f\u884c\u4e2d\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u753b\u9762\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n
\"tens-rnn04\"<\/p>\n
\u300cEpoch: xx\u300d<\/strong><\/span>\u306e\u90e8\u5206\u304c\u300113\u306b\u306a\u308b\u3068\u7d42\u4e86<\/strong><\/span>\u3067\u3059\u306e\u3067\u3001\u7d42\u4e86\u3059\u308b\u307e\u3067\u5f85\u3061\u307e\u3059\u3002<\/p>\n
\u7d42\u4e86\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n
\"tens-rnn05\"<\/p>\n
Test Perplexity\uff08\u2252\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u6b21\u306b\u6765\u305d\u3046\u306a\u5358\u8a9e\u306e\u6570\uff09\u306b\u300c114.364\u300d\u3068\u8868\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3067\u306f\u6b21\u306b\u6765\u305d\u3046\u306a\u5358\u8a9e\u304c\uff08\u7121\u9650\u500b\u3067\u306f\u306a\u304f\uff09\u300c114.364\u300d\u500b\u307e\u3067\u9650\u5b9a\u3067\u304d\u305f<\/strong><\/span>\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002<\/p>\n
\u307e\u3068\u3081<\/h2>\n
\u4eca\u56de\u306f\u3001TensorFlow<\/strong><\/span>\u3067LSTM<\/strong><\/span>\u3092\u5229\u7528\u3057\u3066\u3001\u4efb\u610f\u306e\u82f1\u5358\u8a9e\u306e\u6b21\u306b\u3069\u306e\u3088\u3046\u306a\u5358\u8a9e\u304c\u51fa\u73fe\u3059\u308b\u304b\u3092\u4e88\u6e2c\u3059\u308b\u30e2\u30c7\u30eb<\/strong><\/span>\u3092\u4f5c\u6210\u3059\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u5b9f\u884c\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n
\u4eca\u56de\u306f\u300c–model=small\u300d<\/strong><\/span>\u3067\u5b9f\u884c\u3057\u307e\u3057\u305f\u304c\u3001\u300c–model=medium\u300d<\/strong><\/span>\u3084\u300c–model=large\u300d<\/strong><\/span>\u3067\u5b9f\u884c\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u300c–model=small\u300d\u4ee5\u5916\u3067\u5b9f\u884c\u3059\u308b\u3068\u3001\u30e2\u30c7\u30eb\u304c\u5927\u304d\u304f\u306a\u308b\u305f\u3081\u5b66\u7fd2\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u304c\u3001Perplexity\u306e\u6570\u306f\u5c0f\u3055\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u3069\u306e\u3088\u3046\u306b\u5909\u66f4\u3057\u3066\u3044\u308b\u304b\u306f\u3001ptb_word_lm.py\u3092\u8aad\u3081\u3070\u7406\u89e3\u3067\u304d\u307e\u3059<\/strong><\/span>\u306e\u3067\u3001\u305c\u3072\u8aad\u3093\u3067\u307f\u3066\u304f\u3060\u3055\u3044\u306d\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"
TensorFlow\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306f\u9032\u3093\u3067\u3044\u307e\u3059\u304b\uff1f MNIST\u30c7\u30fc\u30bf\u306e\u5b66\u7fd2\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u3044\u304f\u3064\u304b\u8a66\u3057\u305f\u3089\u3001\u6b21\u306f\u4f55\u3092\u3059\u308c\u3070\u3044\u3044\u304b\u3057\u3089\uff1f\u3068\u601d\u3063\u3066\u3044\u307e\u305b\u3093\u304b\uff1f \u6b21\u306f\u3001\u8a00\u8a9e\u7cfb\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306b\u6311\u6226\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002 \u3068\u3044\u3046\u3053\u3068\u3067 […]<\/p>\n","protected":false},"author":16433,"featured_media":46019,"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":[],"class_list":["post-45994","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python-study"],"acf":[],"yoast_head":"\n\u3010TensorFlow\u3011RNN\u306e\u516c\u5f0f\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306b\u6311\u6226\uff01 | \u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0<\/title>\n<meta name=\"description\" content=\"\u3053\u306e\u8a18\u4e8b\u3067\u306f\u300c \u3010TensorFlow\u3011RNN\u306e\u516c\u5f0f\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306b\u6311\u6226\uff01 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\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0\" \/>\n<meta property=\"og:description\" content=\"\u3053\u306e\u8a18\u4e8b\u3067\u306f\u300c \u3010TensorFlow\u3011RNN\u306e\u516c\u5f0f\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306b\u6311\u6226\uff01 \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 property=\"og:url\" content=\"https:\/\/www.sejuku.net\/blog\/45994\" \/>\n<meta property=\"og:site_name\" content=\"\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0\" \/>\n<meta property=\"article:publisher\" 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