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November 15, 2016 20:51
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This is a minimal docker file to run quiver https://github.com/jakebian/quiver
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FROM continuumio/miniconda | |
RUN pip install https://storage.googleapis.com/tensorflow/linux/cpu/tensorflow-0.11.0-cp27-none-linux_x86_64.whl | |
RUN pip install h5py | |
RUN apt-get install -y git | |
RUN git clone https://github.com/jakebian/quiver.git | |
RUN apt-get install -y libjpeg62-turbo-dev gcc | |
RUN pip install keras flask flask_cors gevent numpy pillow | |
RUN cd quiver && python setup.py develop |
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from keras.models import Sequential | |
from keras.layers import Convolution2D, MaxPooling2D | |
from keras.layers import Activation, Dropout, Flatten, Dense | |
model = Sequential() | |
model.add(Convolution2D(32, 3, 3, input_shape=(32,32,3))) | |
model.add(Activation('relu')) | |
model.add(MaxPooling2D(pool_size=(2, 2))) | |
model.add(Flatten()) | |
model.add(Dense(64)) | |
model.add(Activation('relu')) | |
model.add(Dropout(0.5)) | |
model.add(Dense(1)) | |
model.add(Activation('sigmoid')) | |
model.compile(loss='binary_crossentropy', | |
optimizer='rmsprop', | |
metrics=['accuracy']) | |
print(model.summary()) | |
from quiver_engine import server | |
server.launch(model) |
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docker build -t quiver:try6 . && docker run -it -p 5000:5000 -v `pwd`:/tmp quiver:try6 python /tmp/run.py |
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