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average.py « scripts - github.com/marian-nmt/marian.git - Unnamed repository; edit this file 'description' to name the repository.
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#!/usr/bin/env python

import os, sys
import argparse

parser = argparse.ArgumentParser()
parser.add_argument('-m', '--model', nargs='+', required=True,
                    help="Models to average")
parser.add_argument('-o', '--output', required=True,
                    help="Output path")
args = parser.parse_args()

import numpy as np;

average = dict()
n = len(args.models)
for filename in args.models:
    print "Loading", filename 
    with open(filename, "rb") as mfile:
        m = np.load(mfile)
        for k in m:
            if k != "history_errs":
                if k not in average:
                    average[k] = m[k] / n
                elif average[k].shape == m[k].shape:
                    average[k] += m[k] / n
                

print "Saving to", args.output
np.savez(args.output, **average)