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import json | |
import sys | |
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 | |
# 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 run_test(sample, test=None, debug=False): | |
""" | |
if test(generated_code) is not None it'll try to run the code. | |
otherwise it'll just return an input and output pair. | |
""" | |
if debug: | |
print(f"start = {datetime.now().time()}") | |
try: | |
in_outs = json.loads(sample["input_output"]) | |
except ValueError: | |
in_outs = None | |
if in_outs: | |
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 input_output = {datetime.now().time()}") | |
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: | |
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) | |
if debug: | |
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}") | |
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) | |
if debug: | |
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: | |
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: | |
if debug: | |
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: | |
if debug: | |
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: | |
if debug: | |
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: | |
if debug: | |
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: | |
if debug: | |
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: | |
if debug: | |
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('sys.stdout.write', print) | |
def _inner_call_method(_method): | |
try: | |
return _method() | |
except SystemExit as e: | |
pass | |
finally: | |
pass | |
return _inner_call_method(method) | |