PyPythia
Python library for the Pythia platform.
Usage
from pythia import Experiment
# init experiment
# implies that an instance of Pythia is listening on localhost
exp = Experiment('http://localhost:5667/api/v1/')
exp.name = "some catchy name"
exp.description = "describe the experiment here"
# create a model
model = exp.create_model()
model.name = "2 layers foo bar dropout softmax"
for i in range(NUM_EPOCHS):
for j in range(NUM_EXAMPLES):
# the following two lines are not really valid
train_classifier()
train_accuracy = accuracy(classifier)
# save the measured training accuracy
model.add_measurement(name='train_accuracy',
value=train_accuracy,
step=j,
epoch=i)
