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timehaven/run5.sh

Created July 19, 2017 15:39
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  1. timehaven created this gist Jul 19, 2017.
    42 changes: 42 additions & 0 deletions run5.sh
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    python classifier_from_little_data_script_dfgen.py
    Using TensorFlow backend.
    9936 train dog
    9936 train cat
    2564 validation dog
    2564 validation cat
    Some samples:

    df_train:
    object_id imgpath target orig label
    7034 9898 /tmp/path/to/imgs/898/09/dog_9898.jpg 1 data/train/dogs/dog.9898.jpg dog
    9126 3843 /tmp/path/to/imgs/843/03/dog_3843.jpg 1 data/train/dogs/dog.3843.jpg dog
    12478 7431 /tmp/path/to/imgs/431/07/cat_7431.jpg 0 data/train/cats/cat.7431.jpg cat
    43 9758 /tmp/path/to/imgs/758/09/dog_9758.jpg 1 data/train/dogs/dog.9758.jpg dog
    19081 6499 /tmp/path/to/imgs/499/06/cat_6499.jpg 0 data/train/cats/cat.6499.jpg cat
    df_valid:

    object_id imgpath target orig label
    4893 6152 /tmp/path/to/imgs/152/06/cat_6152.jpg 0 data/validation/cats/cat.6152.jpg cat
    4496 143 /tmp/path/to/imgs/143/00/cat_143.jpg 0 data/validation/cats/cat.143.jpg cat
    3362 1413 /tmp/path/to/imgs/413/01/cat_1413.jpg 0 data/validation/cats/cat.1413.jpg cat
    1853 12307 /tmp/path/to/imgs/307/12/dog_12307.jpg 1 data/validation/dogs/dog.12307.jpg dog
    2483 8613 /tmp/path/to/imgs/613/08/dog_8613.jpg 1 data/validation/dogs/dog.8613.jpg dog

    Training set: 19872 images, 2 classes.
    Validation set: 5128 images, 2 classes.

    Epoch 1/5
    name: Tesla K80
    major: 3 minor: 7 memoryClockRate (GHz) 0.8235
    pciBusID 0000:00:1e.0
    Total memory: 11.17GiB
    Free memory: 11.11GiB
    88s - loss: 0.5950 - acc: 0.6865 - val_loss: 0.4879 - val_acc: 0.7721
    Epoch 2/5
    74s - loss: 0.5032 - acc: 0.7698 - val_loss: 0.4824 - val_acc: 0.7779
    Epoch 3/5
    74s - loss: 0.4663 - acc: 0.7911 - val_loss: 0.4875 - val_acc: 0.7826
    Epoch 4/5
    74s - loss: 0.4403 - acc: 0.8103 - val_loss: 0.4486 - val_acc: 0.8057
    Epoch 5/5
    74s - loss: 0.4209 - acc: 0.8198 - val_loss: 0.3943 - val_acc: 0.8273