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#!/bin/bash | |
set -eux -o pipefail | |
# Example usage (parallel processing w/ 10 jobs): | |
# find -name '*.pth' | xargs -P 10 -n 1 ./py2_to_py3.sh | |
py2=~/venv/py2 | |
py3=~/venv/py3 | |
if [[ ! -f ${py2}/bin/python ]]; then | |
python2 -m virtualenv -p python2 --system-site-packages ${py2} | |
${py2}/bin/pip install torch==0.4.0 | |
fi | |
if [[ ! -f ${py3}/bin/python ]]; then | |
python3 -m virtualenv -p python3 --system-site-packages ${py3} | |
${py3}/bin/pip install torch==0.4.0 | |
fi | |
in_file=${1} | |
if [[ -f ${in_file}.py3 ]]; then | |
exit 0 | |
fi | |
tmp_file=$(mktemp -d)/tmp.pth | |
${py2}/bin/python - <<EOF | |
import cPickle as pickle | |
import torch | |
print("Load...") | |
with open("${in_file}", "rb") as f: | |
weights = torch.load(f) | |
print("Save...") | |
with open("${tmp_file}", "wb") as f: | |
pickle.dump(weights, f) | |
EOF | |
${py3}/bin/python - <<EOF | |
import pickle | |
import torch | |
def decode(c): | |
# Decode object in Python3 that was saved from Python2. | |
# https://www.dlology.com/blog/how-to-load-python-2-pytorch-checkpoint-in-python-3-1/ | |
if isinstance(c, bytes): | |
c = c.decode() | |
elif hasattr(c, "__len__") and len(c) > 0: | |
if isinstance(c, list) and isinstance(c[0], bytes): | |
c = [decode(x) for x in c] | |
elif isinstance(c, dict): | |
c = {decode(k): decode(v) for k, v in c.items()} | |
return c | |
print("Load...") | |
with open("${tmp_file}", "rb") as f: | |
weights = pickle.load(f, encoding="bytes") | |
print("Decode") | |
weights = decode(weights) | |
print("Save...") | |
torch.save(decode(weights), "${in_file}.py3") | |
EOF |
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