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process_mbpp.py
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from human_eval.data import stream_jsonl
import glob
from tqdm import tqdm
import argparse
import jsonlines
import json
def read_mbpp(path):
mbpp_problems = {}
with jsonlines.open(path, "r") as fin:
for obj in fin:
mbpp_problems[obj["task_id"]] = obj
return mbpp_problems
parser = argparse.ArgumentParser()
# Inputs
parser.add_argument(
'--path',
type=str,
help="")
parser.add_argument(
'--out_path',
type=str,
help="")
parser.add_argument(
'--add_prompt',
action='store_true',
help='')
parser.add_argument('--mbpp_path', type=str, help="")
args = parser.parse_args()
files = sorted(glob.glob(args.path + '/*.jsonl'))
print("{} files in {}".format(len(files), args.path))
problems = read_mbpp(args.mbpp_path)
output = [[] for _ in range(len(problems))]
a = 0
for code_file in tqdm(files, total=len(files)):
codes = [c for c in stream_jsonl(code_file)]
if args.add_prompt:
for code in codes:
task_id = code['task_id']
completion = code['completion']
if '```python' in completion:
def_line = completion.index('```python')
completion = completion[def_line:].strip()
completion = completion.replace('```python', '')
try:
next_line = completion.index('\n```')
completion = completion[:next_line].strip()
except:
a += 1
if "__name__ == \"__main__\"" in completion:
next_line = completion.index('if __name__ == "__main__":')
completion = completion[:next_line].strip()
if "# Example usage" in completion:
next_line = completion.index('# Example usage')
completion = completion[:next_line].strip()
if "# Test examples" in completion:
next_line = completion.index('# Test examples')
completion = completion[:next_line].strip()
output[task_id-11].append(completion)
print("save to {}".format(args.out_path))
print(a)
with open(args.out_path, "w", encoding="utf-8") as fout:
json.dump(output, fout)