marian/scripts/dropout.py

31 lines
803 B
Python
Executable File

#!/usr/bin/env python
import os, sys
import argparse
import numpy as np;
parser = argparse.ArgumentParser()
parser.add_argument('-d', '--dropout', type=float, required=True,
help="dropout rate")
parser.add_argument('-i', '--input', required=True,
help="Input model")
parser.add_argument('-o', '--output', required=True,
help="Output model")
args = parser.parse_args()
multiplier = 1.0 - args.dropout
output = dict()
print "Loading", args.input, "to multiple with", multiplier
with open(args.input, "rb") as mfile:
m = np.load(mfile)
for k in m:
if "history_errs" in k or "_b" in k or "c_tt" in k:
output[k] = m[k]
else:
output[k] = multiplier * m[k]
print "Saving to", args.output
np.savez(args.output, **output)