gpt-code-clippy/apps_eval_util.py
Mrinal Mathur e7b40b38b2
Evaluation for apps (#53)
* updates run_clm_streaming_flax.py

* adds apps dataset loading and reindent scripts

* checkpoint

Co-authored-by: arampacha <aruthart@gmail.com>
2021-07-16 14:06:13 +03:00

546 lines
22 KiB
Python

import argparse
import json
import os
import sys
import io
import faulthandler
# used for debugging to time steps
from datetime import datetime
# to run the solution files we're using a timing based approach
import signal
import numpy as np
# for capturing the stdout
from io import StringIO
from typing import get_type_hints
from typing import List, Tuple
# used for testing the code that reads from input
from unittest.mock import patch, mock_open
from pyext import RuntimeModule
from enum import Enum
class CODE_TYPE(Enum):
call_based = 0
standard_input = 1
# stuff for setting up signal timer
class TimeoutException(Exception):
pass
def timeout_handler(signum, frame):
print("alarm went off")
#return
raise TimeoutException
signal.signal(signal.SIGALRM, timeout_handler)
timeout = 4 # seconds
# used to capture stdout as a list
# from https://stackoverflow.com/a/16571630/6416660
# alternative use redirect_stdout() from contextlib
class Capturing(list):
def __enter__(self):
self._stdout = sys.stdout
sys.stdout = self._stringio = StringIO()
# Make closing the StringIO a no-op
self._stringio.close = lambda x: 1
return self
def __exit__(self, *args):
self.extend(self._stringio.getvalue().splitlines())
del self._stringio # free up some memory
sys.stdout = self._stdout
def parse_args():
parser = argparse.ArgumentParser(description="Utility for testing code generation.")
parser.add_argument("-v", "--verbosity-level", action="store", type=int,
help="")
parser.add_argument("-s", "--source", type=str, default="leetcode",
choices=["leetcode", "atcoder", "codewars",],
help="which data source to gather from.")
parser.add_argument("-d", "--data", type=str, default="question",
choices=["question", "q", "solutions", "sol", "s", "starter", "tests", "t"],
help="which type of data to receive.")
parser.add_argument("-n", "--number", type=int, default=0,
help="which problem to query.")
args = parser.parse_args()
return args
def get_valid_problems(data_dir="leetcode"):
# these are unnecessary atm
if data_dir == "leetcode":
root = os.path.join(args.source, "data")
elif data_dir == "atcoder":
pass
root = os.path.join(data_dir, "data")
if os.path.exists(os.path.join(data_dir, "valid_problems.json")):
with open(os.path.join(data_dir, "valid_problems.json"), "r") as f:
return json.load(f)
# after we compute it once let's save it and load that instead
# TODO determine if might be better to reload each time
tmp = os.listdir(root)
valid_probs = []
for folder in tmp:
prob_path = os.path.join(root, folder)
files = os.listdir(prob_path)
#TODO add more validity checks
if "input_output.json" in files or "sols.json" in files:
valid_probs.append(prob_path)
valid_probs = sorted(valid_probs)
#with open(os.path.join(args.source,"valid_problems.json"), "w") as f:
# json.dump(valid_probs, f)
return valid_probs
def get_question(problem_list, prob_index):
root = problem_list[prob_index]
#print("get q", root)
if os.path.exists(os.path.join(root, "question.txt")):
with open(os.path.join(root, "question.txt")) as f:
question = f.readlines()
else:
print("question prompt not found")
question = ""
question = "".join(question)
return question
def get_solutions(problem_list, prob_index):
root = problem_list[prob_index]
if os.path.exists(os.path.join(root, "solutions.json")):
with open(os.path.join(root, "solutions.json")) as f:
sols = json.load(f)
return sols
def run_test(prob_path:str=None, problem_list:List[str]=None, prob_index:int=None,
test:str=None, debug:bool=False):
"""
if test is not None it'll try to run the code.
otherwise it'll just return an input and output pair.
"""
if prob_path is None and problem_list is None:
print("please provide either prob_path or problem_list")
exit()
if debug:
print(f"start = {datetime.now().time()}")
if prob_path is not None:
root = prob_path
elif problem_list is not None:
root = problem_list[prob_index]
if os.path.exists(os.path.join(root, "input_output.json")):
with open(os.path.join(root, "input_output.json")) as f:
in_outs = json.load(f)
if debug:
print(f"test cases json = {in_outs['inputs']} {in_outs['outputs']}")
if in_outs.get("fn_name") is None:
which_type = CODE_TYPE.standard_input # Standard input
method_name = None
else:
which_type = CODE_TYPE.call_based # Call-based
method_name = in_outs["fn_name"]
if debug:
print(f"loaded json = {datetime.now().time()}")
#else:
# continue
if test is None:
return in_outs
elif test is not None:
results = []
sol = "import sys\nimport time\nimport itertools\nfrom itertools import accumulate, product, permutations, combinations\nimport collections\nfrom collections import Counter, OrderedDict, deque, defaultdict, ChainMap\nfrom functools import lru_cache\nimport math\nfrom math import sqrt, sin, cos, tan, ceil, fabs, floor, gcd, exp, log, log2\nimport fractions\nfrom typing import List, Tuple\nimport numpy as np\nimport random\nimport heapq\nfrom heapq import *\n"
if debug:
print(f"loading test code = {datetime.now().time()}")
if which_type == CODE_TYPE.call_based:
sol += test
if debug: # or True:
print(f"sol = {sol}")
signal.alarm(timeout)
try:
tmp_sol = RuntimeModule.from_string("tmp_sol", "", sol)
if "class Solution" not in test:
tmp = tmp_sol
else:
tmp = tmp_sol.Solution()
signal.alarm(0)
except Exception as e:
signal.alarm(0)
print(f"type 0 compilation error = {e}")
results.append(-2)
return results
signal.alarm(0)
elif which_type == CODE_TYPE.standard_input:
# sol
tmp_test = test.split("\n")
new_test = []
for x in tmp_test:
if (not x.startswith("from ")) and (not x.startswith("import ")):
new_test.append("\t" + x + "\n")
else:
new_test.append(x + "\n")
tmp_test = new_test
new_test = ""
started = False
for i in tmp_test:
if i.startswith("\t") and not started:
new_test += "stdin = sys.stdin\nstdout = sys.stdout\n"
new_test += "def code():\n"
new_test += i
started = True
elif started and ((i.startswith("from ")) or (i.startswith("import "))):
new_test += "\t" + i
else:
new_test += i
tmp_test = new_test
sol += tmp_test
if debug:
print(f"sol = {sol}")
# print(f"{o}")
method_name = "code"
signal.alarm(timeout)
try:
tmp_sol = RuntimeModule.from_string("tmp_sol", "", sol)
tmp = tmp_sol
signal.alarm(0)
except Exception as e:
signal.alarm(0)
print(f"type 1 compilation error = {e}")
results.append(-2)
return results
signal.alarm(0)
if debug:
print(f"get method = {datetime.now().time()}")
try:
method = getattr(tmp, method_name) # get_attr second arg must be str
except:
signal.alarm(0)
e = sys.exc_info()
print(f"unable to get function error = {e}")
return results
for index, inputs in enumerate(in_outs["inputs"]):
# JSON forces dictionaries to have string keys; this undoes this (assuming a singleton list)
try:
if isinstance(inputs[0], dict):
inputs = [{int(k): v for k,v in inputs[0].items()}]
except:
True
try:
if isinstance(in_outs["outputs"][index], dict):
in_outs["outputs"][index] = [{int(k): v for k,v in in_outs["outputs"][index].items()}]
except:
True
try:
if isinstance(in_outs["outputs"][index][0], dict):
in_outs["outputs"][index] = [{int(k): v for k,v in in_outs["outputs"][index][0].items()}]
except:
True
if debug:
print(f"time: {datetime.now().time()} testing index = {index} inputs = {inputs}, {type(inputs)}. type = {which_type}")
if which_type == CODE_TYPE.call_based: # Call-based
signal.alarm(timeout)
faulthandler.enable()
try:
# print("------------")
# print(inputs)
output = method(*inputs)
# ground truth sequences are not tuples
if isinstance(output, tuple):
output = list(output)
tmp_result = output == in_outs["outputs"][index]
if isinstance(in_outs["outputs"][index], list) and in_outs["outputs"][index]:
tmp_result = tmp_result or (output == in_outs["outputs"][index][0])
# ground truth sequences are not tuples
try:
if isinstance(output[0], tuple):
tmp_result = tmp_result or ([list(x) for x in output] == in_outs["outputs"][index][0])
except:
True
results.append(tmp_result)
# reset the alarm
signal.alarm(0)
except Exception as e:
signal.alarm(0)
faulthandler.disable()
print(f"Standard input runtime error or time limit exceeded error = {e}")
results.append(-1)
continue
faulthandler.disable()
signal.alarm(0)
if debug:
print(f"outputs = {output}, test outputs = {in_outs['outputs'][index]}, inputs = {inputs}, {type(inputs)}, {output == [in_outs['outputs'][index]]}")
elif which_type == CODE_TYPE.standard_input: # Standard input
faulthandler.enable()
signal.alarm(timeout)
passed = False
if isinstance(inputs, list):
inputs = "\n".join(inputs)
if isinstance(in_outs['outputs'][index], list):
in_outs['outputs'][index] = "\n".join(in_outs['outputs'][index])
with Capturing() as output:
try:
call_method(method, inputs)
# reset the alarm
signal.alarm(0)
passed = True
except Exception as e:
# runtime error or took too long
signal.alarm(0)
print(f"Call-based runtime error or time limit exceeded error = {repr(e)}{e}")
results.append(-1)
signal.alarm(0)
if not passed:
if debug:
nl = "\n"
if not isinstance(inputs, list):
print(f"not passed output = {output}, test outputs = {in_outs['outputs'][index]}, inputs = {inputs.replace(nl,' new-line ')}, {type(inputs)}, {output == [in_outs['outputs'][index]]}")
else:
print(f"not passed output = {output}, test outputs = {in_outs['outputs'][index]}, inputs = {inputs}, {type(inputs)}, {output == [in_outs['outputs'][index]]}")
continue
if passed and debug:
print(f"==> output = {output}, test outputs = {in_outs['outputs'][index]}")
if custom_compare_(output, in_outs['outputs'][index]):
tmp_result = True
results.append(tmp_result)
continue
# ground truth sequences are expressed as lists not tuples
if isinstance(output, tuple):
output = list(output)
tmp_result = False
try:
tmp_result = (output == [in_outs["outputs"][index]])
if isinstance(in_outs["outputs"][index], list):
tmp_result = tmp_result or (output == in_outs["outputs"][index])
if isinstance(output[0], str):
tmp_result = tmp_result or ([e.strip() for e in output] == in_outs["outputs"][index])
except Exception as e:
print(f"Failed check1 exception = {e}")
pass
if tmp_result == True:
results.append(tmp_result)
continue
# try one more time without \n
if isinstance(in_outs["outputs"][index], list):
for tmp_index, i in enumerate(in_outs["outputs"][index]):
in_outs["outputs"][index][tmp_index] = i.split("\n")
in_outs["outputs"][index][tmp_index] = [x.strip() for x in in_outs["outputs"][index][tmp_index] if x]
else:
in_outs["outputs"][index] = in_outs["outputs"][index].split("\n")
in_outs["outputs"][index] = list(filter(len, in_outs["outputs"][index]))
in_outs["outputs"][index] = list(map(lambda x:x.strip(), in_outs["outputs"][index]))
try:
tmp_result = (output == [in_outs["outputs"][index]])
if isinstance(in_outs["outputs"][index], list):
tmp_result = tmp_result or (output == in_outs["outputs"][index])
except Exception as e:
print(f"Failed check2 exception = {e}")
pass
if tmp_result == True:
results.append(tmp_result)
continue
# try by converting the output into a split up list too
if isinstance(output, list):
output = list(filter(len, output))
if debug:
nl = "\n"
if not isinstance(inputs, list):
print(f"output = {output}, test outputs = {in_outs['outputs'][index]}, inputs = {inputs.replace(nl,' new-line ')}, {type(inputs)}, {output == [in_outs['outputs'][index]]}")
else:
print(f"output = {output}, test outputs = {in_outs['outputs'][index]}, inputs = {inputs}, {type(inputs)}, {output == [in_outs['outputs'][index]]}")
if tmp_result == True:
results.append(tmp_result)
continue
try:
tmp_result = (output == [in_outs["outputs"][index]])
if isinstance(in_outs["outputs"][index], list):
tmp_result = tmp_result or (output == in_outs["outputs"][index])
except Exception as e:
print(f"Failed check3 exception = {e}")
pass
try:
output_float = [float(e) for e in output]
gt_float = [float(e) for e in in_outs['outputs'][index]]
tmp_result = tmp_result or ((len(output_float) == len(gt_float)) and np.allclose(output_float, gt_float))
except Exception as e:
pass
try:
if isinstance(output[0], list):
output_float = [float(e) for e in output[0]]
gt_float = [float(e) for e in in_outs['outputs'][index][0]]
tmp_result = tmp_result or ((len(output_float) == len(gt_float)) and np.allclose(output_float, gt_float))
except Exception as e:
pass
if tmp_result == True:
results.append(tmp_result)
continue
# try by converting the stuff into split up list
if isinstance(in_outs["outputs"][index], list):
for tmp_index, i in enumerate(in_outs["outputs"][index]):
in_outs["outputs"][index][tmp_index] = set(i.split())
else:
in_outs["outputs"][index] = set(in_outs["outputs"][index].split())
try:
tmp_result = (output == in_outs["outputs"][index])
except Exception as e:
print(f"Failed check4 exception = {e}")
continue
if tmp_result == True:
results.append(tmp_result)
continue
# try by converting the output into a split up list too
if isinstance(output, list):
for tmp_index, i in enumerate(output):
output[tmp_index] = i.split()
output = list(filter(len, output))
for tmp_index, i in enumerate(output):
output[tmp_index] = set(i)
else:
output = output.split()
output = list(filter(len, output))
output = set(output)
try:
tmp_result = (set(frozenset(s) for s in output) == set(frozenset(s) for s in in_outs["outputs"][index]))
except Exception as e:
print(f"Failed check5 exception = {e}")
# if they are all numbers, round so that similar numbers are treated as identical
try:
tmp_result = tmp_result or (set(frozenset(round(float(t),3) for t in s) for s in output) ==\
set(frozenset(round(float(t),3) for t in s) for s in in_outs["outputs"][index]))
except Exception as e:
print(f"Failed check6 exception = {e}")
if tmp_result == True and debug:
print("PASSED")
results.append(tmp_result)
if debug:
nl = "\n"
if not isinstance(inputs, list):
print(f"output = {output}, test outputs = {in_outs['outputs'][index]}, inputs = {inputs.replace(nl,' new-line ')}, {type(inputs)}, {output == [in_outs['outputs'][index]]}")
else:
print(f"output = {output}, test outputs = {in_outs['outputs'][index]}, inputs = {inputs}, {type(inputs)}, {output == [in_outs['outputs'][index]]}")
return results
def custom_compare_(output, ground_truth):
if isinstance(output, list):
output_1 = "\n".join(output)
if stripped_string_compare(output_1, ground_truth):
return True
if isinstance(output, list):
output_2 = [o.lstrip().rstrip() for o in output]
output_2 = "\n".join(output_2)
if stripped_string_compare(output_2, ground_truth):
return True
return False
def stripped_string_compare(s1, s2):
s1 = s1.lstrip().rstrip()
s2 = s2.lstrip().rstrip()
return s1 == s2
def call_method(method, inputs):
if isinstance(inputs, list):
inputs = "\n".join(inputs)
inputs_line_iterator = iter(inputs.split("\n"))
# sys.setrecursionlimit(10000)
# @patch('builtins.input', side_effect=inputs.split("\n"))
@patch('builtins.open', mock_open(read_data=inputs))
@patch('sys.stdin', StringIO(inputs))
@patch('sys.stdin.readline', lambda *args: next(inputs_line_iterator))
@patch('sys.stdin.readlines', lambda *args: inputs.split("\n"))
@patch('sys.stdin.read', lambda *args: inputs)
# @patch('sys.stdout.write', print)
def _inner_call_method(_method):
try:
return _method()
except SystemExit as e:
pass
finally:
pass
return _inner_call_method(method)
def main(args):
print(args)
problem_list = sorted(get_valid_problems(args.source))
print(f"number of problems = {len(problem_list)}")
prob_index = args.number
print(f"problem is {problem_list[prob_index]}")
# This checks it correctly loaded. remove this later
assert prob_index < len(problem_list)
if args.data == "q" or args.data == "question":
tmp = get_question(problem_list, prob_index)
print("q", tmp)
elif args.data in ["solutions", "sol", "s",]:
tmp = get_solutions(problem_list, prob_index)
print("sol", tmp)
elif args.data == "starter":
tmp = get_starter(problem_list, prob_index)
print("starter", tmp)
elif args.data in ["test", "t"]:
# test it with sols
sols = get_solutions(problem_list, prob_index)
tmp = run_test(problem_list, prob_index, test=sols[0])
print("results = ", tmp)
print("-2 = compile error, -1 is runtime error, False failed test, True passed test")
if __name__ == "__main__":
args = parse_args()
main(args)