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import json
import os
import pathlib
import shutil
from importlib import util
from inspect import getmembers, isfunction
from typing import Tuple
from tempdir import TempDir
from evalplus.data.mbpp import get_mbpp, mbpp_serialize_inputs
MBPP_PLUS_PATH = pathlib.Path(__file__).parent.parent.parent / "MbppBase.jsonl"
GROUNDTRUTH_MBPP_PATH = pathlib.Path(__file__).parent.parent.parent / "groundtruth/mbpp"
def _ret(entry_point) -> str:
"""
This is a hacky function to return some garbages so that we can
successfully run the function .
"""
set_assertion_func = [
"similar_elements",
"find_char_long",
"common_in_nested_lists",
"extract_singly",
"larg_nnum",
"intersection_array",
"k_smallest_pairs",
]
if entry_point in set_assertion_func:
return "()"
return "1"
def get_entry_point(task_id: int, assertion: str) -> str:
py_file_path = str(GROUNDTRUTH_MBPP_PATH) + f"/{str(task_id).zfill(3)}.py"
spec = util.spec_from_file_location("inspect_module", py_file_path)
module = util.module_from_spec(spec)
spec.loader.exec_module(module)
functions = [name for name, value in getmembers(module, isfunction)]
# maybe exist some helper functions, filter them
functions = [func for func in functions if func in assertion]
if len(functions) > 1:
print("more than one function: ", functions)
return functions[0] if len(functions) > 0 else None
def get_code_and_contract_and_assertion(task_id: id) -> Tuple[str, str, str]:
py_file_path = str(GROUNDTRUTH_MBPP_PATH) + f"/{str(task_id).zfill(3)}.py"
with open(py_file_path) as reader:
text = reader.read()
# remove docstring
start_index = text.find('"""')
end_index = text.find('"""', start_index + 3)
if start_index != -1 and end_index != -1:
text = text[:start_index] + text[end_index + 3 :]
lines = text.splitlines()
assertion = ""
contract = ""
for i in range(len(lines)):
if "$_CONTRACT_$" in lines[i]:
contract += lines[i] + "\n"
elif lines[i].startswith("assert"):
assertion += lines[i] + "\n"
for i in range(len(lines) - 1, -1, -1):
if (
"$_CONTRACT_$" in lines[i]
or lines[i].startswith("assert")
or lines[i] == ""
):
del lines[i]
for i in range(len(lines) - 1, -1, -1):
if lines[i].startswith("import"):
del lines[i]
else:
break
code = "\n".join(lines)
return "\n" + code + "\n", "\n" + contract, "\n" + assertion
def instrument_inputs(code, entry_point, test_code) -> str:
globals()["_inputs"] = []
fn_text = f"""{code.split(f"def {entry_point}")[0]}
def {entry_point}(*args):
_inputs.append(args)
return {_ret(entry_point)}
"""
exec(fn_text + "\n" + test_code.replace("assert ", ""), globals())
print(fn_text + "\n" + test_code.replace("assert ", ""))
print(globals()["_inputs"])
return globals()["_inputs"]
def get_atol(task_id: int) -> float:
float_ans_list = [
82,
85,
98,
120,
124,
137,
139,
163,
233,
246,
248,
276,
293,
300,
312,
442,
574,
742,
746,
]
if task_id in float_ans_list:
return 1e-4
return 0
if __name__ == "__main__":
assert not MBPP_PLUS_PATH.exists(), f"{MBPP_PLUS_PATH} already exists!"
mbpp = get_mbpp()
with TempDir() as temp_dir:
tmp_file = os.path.join(temp_dir, MBPP_PLUS_PATH)
with open(tmp_file, "w") as writer:
for task in mbpp.values():
task_id = int(task["task_id"])
if task_id in [
163,
228,
304,
408,
776,
307,
417,
443,
444,
452,
464,
617,
627,
738,
747,
802,
393,
411,
584,
625,
756,
779,
]:
continue
task["task_id"] = f"Mbpp/{task_id}"
task["entry_point"] = get_entry_point(task_id, task["test_list"][0])
task["prompt"] = f'"""\n{task["prompt"]}\n{task["test_list"][0]}\n"""\n'
(
task["canonical_solution"],
task["contract"],
task["assertion"],
) = get_code_and_contract_and_assertion(task_id)
if len(task["test_imports"]):
task["assertion"] = (
"\n".join(task["test_imports"]) + "\n" + task["assertion"]
)
task["base_input"] = instrument_inputs(
task["canonical_solution"], task["entry_point"], task["assertion"]
)
task["atol"] = get_atol(task_id)
del task["source_file"]
del task["code"]
del task["test_list"]
del task["test_imports"]
del task["assertion"]
task["base_input"] = mbpp_serialize_inputs(task_id, task["base_input"])
writer.write(json.dumps(task) + "\n")
shutil.copy2(tmp_file, MBPP_PLUS_PATH)
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