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In [5]: %time %run ex170415.py |
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# nncfg: <class 'mlp170415.LogisticRegression'> |
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# nn: <class 'nnlearner170415.NNLearner'> |
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# ceL accL ceV accV ceT accT |
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0 2.390957 93.36 2.387799 92.89 |
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1 0.303419 8.71 0.293427 8.32 |
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2 0.284006 8.01 0.276468 7.79 |
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3 0.274720 7.79 0.272869 7.77 |
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4 0.266706 7.46 0.271088 7.53 |
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5 0.261407 7.46 0.268279 7.67 |
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6 0.258741 7.27 0.265806 7.51 |
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7 0.256548 7.18 0.265217 7.19 |
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8 0.256009 7.19 0.267336 7.38 |
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9 0.251504 6.98 0.265981 7.33 |
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10 0.252759 7.06 0.264854 7.32 |
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20 0.240434 6.64 0.269577 7.44 0.277376 7.66 |
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CPU times: user 25.6 s, sys: 6.32 s, total: 31.9 s |
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Wall time: 18 s |
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# nncfg: <class 'mlp170415.MLP2'> |
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# nn: <class 'nnlearner170415.NNLearner'> |
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# ceL accL ceV accV ceT accT |
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0 2.331943 90.57 2.335567 90.88 |
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1 0.091150 2.74 0.114948 3.43 |
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2 0.046451 1.30 0.091733 2.68 |
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3 0.029083 0.80 0.080276 2.28 |
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4 0.016001 0.36 0.071696 2.01 |
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5 0.009606 0.15 0.068113 1.75 |
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6 0.004956 0.05 0.067724 1.73 |
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7 0.003210 0.01 0.064313 1.66 |
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8 0.002276 0.00 0.065525 1.64 |
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9 0.001812 0.00 0.067270 1.70 |
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10 0.001529 0.00 0.066747 1.66 |
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20 0.000611 0.00 0.071750 1.68 0.063062 1.60 |
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CPU times: user 8min 46s, sys: 34.5 s, total: 9min 20s |
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Wall time: 1min 18s |
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# nncfg: <class 'mlp170415.MLP3'> |
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# nn: <class 'nnlearner170415.NNLearner'> |
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# ceL accL ceV accV ceT accT |
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0 2.310501 90.04 2.311282 90.08 |
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1 0.069830 2.16 0.092541 2.87 |
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2 0.036888 1.15 0.083483 2.52 |
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3 0.022205 0.67 0.082944 2.46 |
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4 0.022174 0.74 0.102332 2.50 |
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5 0.007903 0.24 0.081572 2.00 |
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6 0.007393 0.23 0.089041 1.98 |
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7 0.009970 0.31 0.087729 1.99 |
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8 0.003919 0.12 0.088191 1.96 |
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9 0.001342 0.03 0.085937 1.80 |
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10 0.000602 0.01 0.079922 1.63 |
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20 0.000047 0.00 0.088163 1.54 0.074268 1.55 |
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CPU times: user 19min 27s, sys: 58.5 s, total: 20min 25s |
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Wall time: 2min 26s |
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# nncfg: <class 'cnn170415.CNN'> |
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# nn: <class 'nnlearner170415.NNLearner'> |
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# ceL accL ceV accV ceT accT |
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0 2.304340 92.57 2.304393 93.10 |
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1 0.055175 1.58 0.065980 1.69 |
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2 0.031726 0.97 0.056063 1.63 |
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3 0.018410 0.54 0.050434 1.44 |
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4 0.010353 0.30 0.042201 1.13 |
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5 0.009955 0.29 0.053747 1.34 |
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6 0.009532 0.35 0.064481 1.24 |
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7 0.009785 0.33 0.065854 1.41 |
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8 0.016824 0.58 0.076978 1.51 |
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9 0.004220 0.14 0.059005 1.16 |
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10 0.003715 0.14 0.052485 1.14 |
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20 0.000019 0.00 0.065079 0.96 0.040852 0.73 |
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CPU times: user 20min 20s, sys: 4min 58s, total: 25min 19s |
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Wall time: 3min 28s |