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execution_utils.py
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execution_utils.py
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"""
From https://github.com/bigcode-project/bigcode-evaluation-harness/blob/main/lm_eval/tasks/humanevalpack.py
@article{muennighoff2023octopack,
title={OctoPack: Instruction Tuning Code Large Language Models},
author={Niklas Muennighoff and Qian Liu and Armel Zebaze and Qinkai Zheng and Binyuan Hui and Terry Yue Zhuo and Swayam Singh and Xiangru Tang and Leandro von Werra and Shayne Longpre},
journal={arXiv preprint arXiv:2308.07124},
year={2023}}
"""
"""
Need to setup javascript environment first
"""
import os
from typing import Dict, List, Tuple
os.environ["HF_ALLOW_CODE_EVAL"] = "1"
# Note: the following allows running only on linux yet
# os.environ['PATH'] = '/usr/local/lib/nodejs/node/bin:' + os.environ['PATH']
# os.environ['NODE_PATH'] = '/usr/local/lib/node_modules'
import contextlib
import signal
import json
import tempfile
import subprocess
from evaluate import load
@contextlib.contextmanager
def chdir(root):
if root == ".":
yield
return
cwd = os.getcwd()
os.chdir(root)
try:
yield
except BaseException as exc:
raise exc
finally:
os.chdir(cwd)
@contextlib.contextmanager
def create_tempdir():
with tempfile.TemporaryDirectory() as dirname:
with chdir(dirname):
yield dirname
@contextlib.contextmanager
def chdir(root):
if root == ".":
yield
return
cwd = os.getcwd()
os.chdir(root)
try:
yield
except BaseException as exc:
raise exc
finally:
os.chdir(cwd)
@contextlib.contextmanager
def create_tempdir():
with tempfile.TemporaryDirectory() as dirname:
with chdir(dirname):
yield dirname
class TimeoutException(Exception):
pass
@contextlib.contextmanager
def time_limit(seconds):
def signal_handler(signum, frame):
raise TimeoutException("Timed out!")
signal.setitimer(signal.ITIMER_REAL, seconds)
signal.signal(signal.SIGALRM, signal_handler)
try:
yield
finally:
signal.setitimer(signal.ITIMER_REAL, 0)
def r_executor(references, predictions, timeout):
program = predictions[0][0] + '\n' + references[0]
result = []
try:
with time_limit(timeout):
#print(program)
#print('*' * 80)
import rpy2.robjects as robjects
robjects.r(program)
result.append('passed')
except TimeoutException:
result.append("timed out")
except BaseException as e:
result.append(f"failed: {e}")
logs = [[(0, dict(
task_id=0,
passed=result[0] == "passed",
result=result[0],
completion_id=0,
))]]
return {'pass@1': float(int(result[0] == "passed"))}, logs
def python_unsafe_executor(references, predictions, timeout):
check_program = predictions[0][0] + '\n' + references[0]
result = []
try:
exec_globals = {}
with time_limit(timeout):
exec(check_program, exec_globals)
result.append("passed")
except TimeoutException:
result.append("timed out")
except BaseException as e:
result.append(f"failed: {e}")
logs = [[(0, dict(
task_id=0,
passed=result[0].startswith("passed"),
result=result,
completion_id=0,
))]]
return {'pass@1': float(int(result[0] == "passed"))}, logs
def java_unsafe_executor(references, predictions, timeout):
check_program = predictions[0][0] + '\n' + references[0]
result = []
with create_tempdir():
open(f"Main.java", 'w').write(check_program)
# Run program.
try:
exec_result = subprocess.run(["javac Main.java; java Main"], timeout=timeout, capture_output=True, shell=True)
# print(exec_result.returncode)
if exec_result.stderr.decode():
err = exec_result.stderr.decode()
result.append(f"stderr: {err}")
elif exec_result.stdout.decode():
err = exec_result.stdout.decode()
result.append(f"stdout: {err}")
else:
result.append('')
if exec_result.returncode != 0:
result[-1] = f"failed: returncode: {exec_result.returncode} " + result[-1]
else:
result[-1] = "passed " + result[-1]
except subprocess.TimeoutExpired as e:
result[-1] = "time out " + result[-1]
logs = [[(0, dict(
task_id=0,
passed=result[0].startswith("passed"),
result=result,
completion_id=0,
))]]
return {'pass@1': float(int(result[0].startswith("passed")))}, logs
def cs_unsafe_executor(references, predictions, timeout):
check_program = predictions[0][0] + '\n' + references[0]
result = []
with create_tempdir():
open(f"main.cs", 'w').write(check_program)
# Run program.
try:
exec_result = subprocess.run(["mcs -out:main.exe main.cs; mono main.exe"], timeout=timeout, capture_output=True, shell=True)
# print(exec_result.returncode)
if exec_result.stderr.decode():
err = exec_result.stderr.decode()
result.append(f"stderr: {err}")
elif exec_result.stdout.decode():
err = exec_result.stdout.decode()
result.append(f"stdout: {err}")
else:
result.append('')
if exec_result.returncode != 0:
result[-1] = f"failed: returncode: {exec_result.returncode} " + result[-1]
else:
result[-1] = "passed " + result[-1]
except subprocess.TimeoutExpired as e:
result[-1] = "time out " + result[-1]
logs = [[(0, dict(
task_id=0,
passed=result[0].startswith("passed"),
result=result,
completion_id=0,
))]]
return {'pass@1': float(int(result[0].startswith("passed")))}, logs
def cpp_unsafe_executor(references, predictions, timeout):
check_program = predictions[0][0] + '\n' + references[0]
result = []
with create_tempdir():
open(f"main.cpp", 'w').write(check_program)
# Run program.
try:
exec_result = subprocess.run(["g++ main.cpp -o main; ./main"], timeout=timeout, capture_output=True, shell=True)
# print(exec_result.returncode)
if exec_result.stderr.decode():
err = exec_result.stderr.decode()
result.append(f"stderr: {err}")
elif exec_result.stdout.decode():
err = exec_result.stdout.decode()
result.append(f"stdout: {err}")
else:
result.append('')
if exec_result.returncode != 0:
result[-1] = f"failed: returncode: {exec_result.returncode} " + result[-1]
else:
result[-1] = "passed " + result[-1]
except subprocess.TimeoutExpired as e:
result[-1] = "time out " + result[-1]
logs = [[(0, dict(
task_id=0,
passed=result[0].startswith("passed"),
result=result,
completion_id=0,
))]]
return {'pass@1': float(int(result[0].startswith("passed")))}, logs
def sql_unsafe_executor(references, predictions, timeout):
import sqlite3
conn = sqlite3.connect(':memory:')
cur = conn.cursor()
result = []
try:
with time_limit(timeout):
cur.execute(predictions[0][0] + '\n' + references[0])
result.append("passed")
except TimeoutException:
result.append("timed out")
except BaseException as e:
result.append(f"failed: {e}")
conn.close()
logs = [[(0, dict(
task_id=0,
passed=result[0].startswith("passed"),
result=result,
completion_id=0,
))]]
return {'pass@1': float(int(result[0] == "passed"))}, logs
def js_unsafe_executor(references, predictions, timeout):
check_program = predictions[0][0] + '\n' + references[0]
result = []
with create_tempdir():
open(f"test.js", 'w').write(check_program)
# Run program.
try:
exec_result = subprocess.run(["node", "test.js"], timeout=timeout, capture_output=True)
# print(exec_result.returncode)
if exec_result.stderr.decode():
err = exec_result.stderr.decode()
result.append(f"stderr: {err}")
elif exec_result.stdout.decode():
err = exec_result.stdout.decode()
result.append(f"stdout: {err}")
else:
result.append('')
if exec_result.returncode != 0:
result[-1] = f"failed: returncode: {exec_result.returncode} " + result[-1]
else:
result[-1] = "passed " + result[-1]
except subprocess.TimeoutExpired as e:
result[-1] = "time out " + result[-1]
logs = [[(0, dict(
task_id=0,
passed=result[0].startswith("passed"),
result=result,
completion_id=0,
))]]
return {'pass@1': float(int(result[0].startswith("passed")))}, logs
def ts_unsafe_executor(references, predictions, timeout):
check_program = predictions[0][0] + '\n' + references[0]
result = []
with create_tempdir():
open(f"test.ts", 'w').write(check_program)
# Compile to js then run program.
try:
exec_result = subprocess.run(["npx tsc test.ts --outfile test.js; node test.js"], timeout=timeout, capture_output=True, shell=True)
# with open('test.js', 'r') as f:
# print(f.read())
# print(exec_result.returncode)
if exec_result.stderr.decode():
err = exec_result.stderr.decode()
result.append(f"stderr: {err}")
elif exec_result.stdout.decode():
err = exec_result.stdout.decode()
result.append(f"stdout: {err}")
else:
result.append('')
if exec_result.returncode != 0:
result[-1] = f"failed: returncode: {exec_result.returncode} " + result[-1]
else:
result[-1] = "passed " + result[-1]
except subprocess.TimeoutExpired as e:
result[-1] = "time out " + result[-1]
logs = [[(0, dict(
task_id=0,
passed=result[0].startswith("passed"),
result=result,
completion_id=0,
))]]
return {'pass@1': float(int(result[0].startswith("passed")))}, logs
def go_unsafe_executor(references, predictions, timeout):
check_program = predictions[0][0] + '\n' + references[0]
result = []
with create_tempdir():
open(f"main.go", 'w').write(check_program)
try:
exec_result = subprocess.run(["go", "run", "main.go"], timeout=timeout, capture_output=True)
if exec_result.returncode == 0:
result.append("passed")
else:
if exec_result.stderr:
try:
err = exec_result.stderr.decode()
except:
err = exec_result.stderr
else:
try:
err = exec_result.stdout.decode()
except:
err = exec_result.stdout
result.append(f"failed: {err}")
except subprocess.TimeoutExpired as e:
result.append("timed out")
logs = [[(0, dict(
task_id=0,
passed=result[0].startswith("passed"),
result=result,
completion_id=0,
))]]
return {'pass@1': float(int(result[0].startswith("passed")))}, logs
# language supported by us
LANGUAGES = ["python", "cpp", "javascript", "typescript", "java", "go", "rust", "c#", 'r']
LANGUAGE_TO_NAME = {
"python": "Python",
"cpp": "C++",
"javascript": "JavaScript",
"typescript": "TypeScript",
"java": "Java",
"go": "Go",
"rust": "Rust",
"c#": "C#",
'r': 'R'
}
LANGUAGE_TO_EXTENSION = {
"python": "py",
"cpp": "cpp",
"javascript": "js",
"typescript": "ts",
"java": "java",
"go": "go",
"rust": "rs",
"c#": "cs",
'r': 'r'
}
# Taken from https://huggingface.co/datasets/nuprl/MultiPL-E/ & https://github.com/THUDM/CodeGeeX
LANGUAGE_TO_STOP_WORDS = {
# https://github.com/THUDM/CodeGeeX/blob/23ee51505a2bcd34d59d2e271b22e5bd91475462/codegeex/benchmark/utils.py#L164
"python": ["\nclass", "\ndef", "\n#", "\n@", "\nprint", "\nif", "\nassert"],
# https://github.com/THUDM/CodeGeeX/blob/23ee51505a2bcd34d59d2e271b22e5bd91475462/codegeex/benchmark/utils.py#L185
"cpp": [],
# https://github.com/THUDM/CodeGeeX/blob/23ee51505a2bcd34d59d2e271b22e5bd91475462/codegeex/benchmark/utils.py#L188
"javascript": [],
# https://github.com/THUDM/CodeGeeX/blob/23ee51505a2bcd34d59d2e271b22e5bd91475462/codegeex/benchmark/utils.py#L177
"go": ["\n//", "\nfunc main(", "struct", "\nfunc"],
# https://github.com/THUDM/CodeGeeX/blob/23ee51505a2bcd34d59d2e271b22e5bd91475462/codegeex/benchmark/utils.py#L169
"java": [],
"rust": [],
"sql": [],
"c#": [],
'r': []
}
LANGUAGE_TO_TIMEOUT = {
"python": 10,
"cpp": 60,
"javascript": 10,
"typescript": 20,
"java": 10,
"go": 20,
"rust": 300, # Necessary for first-time compilation of cargo
"sql": 10,
"c#": 20,
'r': 20
}
# Java sometimes fails with more workers; For JS it's twice as fast with 4 workers
LANGUAGE_TO_NUM_WORKERS = {
"python": 4,
"cpp": 4,
"javascript": 4,
"typescript": 4,
"java": 1,
"go": 4,
"rust": 1,
"sql": 1,
"c#": 4,
'r': 4
}
# https://github.com/THUDM/CodeGeeX/blob/23ee51505a2bcd34d59d2e271b22e5bd91475462/codegeex/benchmark/utils.py#L6
IMPORT_HELPER = {
"python": [
"import math",
"import re",
"import sys",
"import copy",
"import datetime",
"import itertools",
"import collections",
"import heapq",
"import statistics",
"import functools",
"import hashlib",
"import numpy",
"import numpy as np",
"import string",
"from typing import *",
"from collections import *",
],
"go": [
"math",
"strings",
"fmt",
"strconv",
"time",
"bytes",
"regexp",
"sort",
"math/rand",
"crypto/md5",
],
"cpp": [
"using namespace std;",
"#include<stdlib.h>",
"#include<algorithm>",
"#include<cmath>",
"#include<math.h>",
"#include<numeric>",
"#include<stdio.h>",
"#include<vector>",
"#include<set>",
"#include<map>",
"#include<queue>",
"#include<stack>",
"#include<list>",
"#include<deque>",
"#include<boost/any.hpp>",
"#include<string>",
"#include<climits>",
"#include<cstring>",
"#include<iostream>",
"#include<sstream>",
"#include<fstream>",
],
"c#": [],
'r': [
'rm(list=ls())',
'library(assert)',
]
}
def remove_last_block(code, lang):
"""
Adapted from https://github.com/THUDM/CodeGeeX/blob/23ee51505a2bcd34d59d2e271b22e5bd91475462/codegeex/benchmark/utils.py#L151
"""
stop_words = LANGUAGE_TO_STOP_WORDS[lang]
for w in stop_words:
if w in code:
code = code[:code.find(w)]
### Find the first occassion where a chain of { } is closed
if lang == "python":
for i, line in enumerate(code.split("\n")):
if len(line.strip()) > 0 and line[0] != ' ' and line[0] != '\t':
return "\n".join(code.split("\n")[:i])
elif lang in ["java", "javascript", "go", "cpp", "rust"]:
open_brackets = 2 if lang == "java" else 1
cut = False
for i, c in enumerate(code):
if c == '{':
open_brackets += 1
elif c == '}':
open_brackets -= 1
if open_brackets == 0:
code = code[:i+1]
cut = True
break
if not cut:
if lang == "java":
main_pos = code.find("public static void main")
if main_pos != -1:
code = code[:main_pos] + '}'
if '}' in code:
code = code[:code.rfind('}')] + '}'
if code.count('{') - 1 == code.count('}'):
code += "\n}"
elif '}' in code:
code = code[:code.rfind('}')] + '}'
return code
def preprocess(generations: List[str], lang: str, only_longest: bool) -> List[str]:
"""
Extract code blocks from the generations
:param generations:
:param lang:
:return: processed pure code blocks
"""
ans = []
### first, if ``` exists, using the longest ``` blocks
for gen in generations:
if gen.count('```') >= 2:
# TODO: just directly concatenate all code blocks
lines = gen.split('\n')
code_idendifier_lines = [no for no, text in enumerate(lines) if text.startswith("```")]
if only_longest:
longest_lines = 0
longest_lines_idx = 0
for i in range(0, len(code_idendifier_lines)-1, 2):
if code_idendifier_lines[i+1] - code_idendifier_lines[i] > longest_lines:
longest_lines = code_idendifier_lines[i+1] - code_idendifier_lines[i]
longest_lines_idx = i
gen = '\n'.join(lines[code_idendifier_lines[longest_lines_idx] + 1:
code_idendifier_lines[longest_lines_idx + 1]])
else:
gens = []
for i in range(0, len(code_idendifier_lines)-1, 2):
now_gen = '\n'.join(lines[code_idendifier_lines[i] + 1:
code_idendifier_lines[i + 1]])
gens.append(now_gen)
gen = '\n\n'.join(gens)
else:
# function-signature form
gen = remove_last_block(gen, lang)
ans.append(gen)
return ans
def get_exec_results(prefix_from_file: str, generations: List[str], references: str, lang: str,
timeout: None) -> Tuple[Dict[str, float], Dict[int, List], str]:
"""Takes the list of LM generations and evaluates them against ground truth references.
:param prefix_from_file: universal setup code
:param generations: list(str)
list of string containing generations
:param references: str
str containing the test case
"""
generations = [prefix_from_file + '\n' + gen for gen in generations]
code_metric = load("code_eval_octopack")
timeout = LANGUAGE_TO_TIMEOUT[lang] if timeout is None else timeout
num_workers = LANGUAGE_TO_NUM_WORKERS[lang]
### CUSTOM PROG LANGUAGE CHANGES ###
# Inspiration: https://github.com/THUDM/CodeGeeX/blob/ebeb850f227a90c79de39f7e26b1302f374f3240/codegeex/benchmark/evaluate_humaneval_x.py
if lang == "python":
python_imports = "\n".join(IMPORT_HELPER["python"])
generations = [
(python_imports + "\n" + g).strip() for g in generations
]
elif lang == "cpp":
cpp_imports = "\n".join(IMPORT_HELPER["cpp"])
# Remove main in case present
generations = [
# (cpp_imports + "\n" + g.split("int main")[0]).strip() for g in generations
(cpp_imports + "\n" + g).strip() for g in generations
]
elif lang == 'r':
r_imports = '\n'.join(IMPORT_HELPER['r'])
generations = [
(r_imports + "\n" + g).strip() for g in generations
]
# elif lang == "java":
# generations = [
# g.replace("public class Main {\n }", "").strip() for g in generations
# ]
# elif language == "go":
# ds = self.get_dataset().select(range(len(generations)))
# for gen, ref, doc in zip(generations, references, ds):
# for line in doc["import"].split("\n"):
# line = line.replace("import", "").replace("(", "").replace(")", "").replace('"', "").strip()
# if line: assert line in IMPORT_HELPER["go"], doc["import"] # Will be added later
# test_setup_str = doc["test_setup"] + "\n"
# for i, g in enumerate(gen):
# for line in test_setup_str.split("\n"):
# line = line.replace("import", "").replace("(", "").replace(")", "").strip()
# if line.startswith('"') and line in g:
# test_setup_str = test_setup_str.replace(line, "")
# g = test_setup_str + g + "\n" + ref
# other_pkgs = set()
# for pkg in IMPORT_HELPER["go"]:
# if ('"' + pkg + '"' not in g):
# p = pkg.split("/")[-1]
# # Check if the package is used
# if (p + "." in g):
# # The problem is that it could appear in a comment
# # E.g. in problem 158, the docstring is:
# # // ... a list of strings.
# # but the "strings" pkg is never used
# # Golang throws an error if the pkg is not used
# # Thus search for the package & make sure it's not in a commented line
# lines = g.split("\n")
# for line in lines:
# if (p + "." in line) and not (line.strip().startswith("//")):
# other_pkgs.add('"' + p + '"')
# break
# other_pkgs_str = ""
# if other_pkgs:
# other_pkgs_str = "import (\n" + "\n".join([" " + p for p in other_pkgs]) + "\n)\n"
# if ("package main" in gen[i]) and ("package main" in test_setup_str):
# gen[i] = gen[i].replace("package main", "")
# gen[i] = test_setup_str + other_pkgs_str + gen[i]
# elif language == "rust":
# ds = self.get_dataset().select(range(len(generations)))
# main = "fn main(){}\n"
# for gen, doc in zip(generations, ds):
# declaration = doc["declaration"]
# for i, g in enumerate(gen):
# new_gen = ""
# if "fn main()" not in g:
# new_gen += main
# for line in declaration.split("\n"):
# if line.strip() not in g:
# # Skip if the function is already present
# if line.strip().startswith("fn") and (line.strip().split("(")[0]) in g:
# continue
# new_gen += line.strip() + "\n"
# # If fn main() is present twice, cut off before the second one
# g = "fn main()".join(g.split("fn main()")[0:2])
# new_gen += g
# gen[i] = new_gen
# packaging to a suite of single instance for evaluation
generations = [[gen] for gen in generations]
references = [references]
### EVALUATION ###
if lang == 'python':
results, logs = python_unsafe_executor(
references=references,
predictions=generations,
timeout=timeout,
)
elif lang == 'sql':
results, logs = sql_unsafe_executor(
references=references,
predictions=generations,
timeout=timeout,
)
elif lang == 'java':
results, logs = java_unsafe_executor(
references=references,
predictions=generations,
timeout=timeout,
)
elif lang in ['javascript', 'js']:
results, logs = js_unsafe_executor(
references=references,
predictions=generations,
timeout=timeout,
)
elif lang == 'typescript':
results, logs = ts_unsafe_executor(
references=references,
predictions=generations,
timeout=timeout,
)
elif lang == 'cpp':
results, logs = cpp_unsafe_executor(
references=references,
predictions=generations,
timeout=timeout,
)
elif lang == 'c#':
results, logs = cs_unsafe_executor(
references=references,
predictions=generations,
timeout=timeout,
)
elif lang == 'r':
results, logs = r_executor(
references=references,
predictions=generations,
timeout=timeout
)
elif lang == 'go':
results, logs = go_unsafe_executor(
references=references,
predictions=generations,
timeout=timeout,
)
else:
results, logs = code_metric.compute(
references=references,
predictions=generations,
language=lang,
timeout=timeout,
num_workers=num_workers,
)
# # Write logs to json
# with open("logs.json", "w") as f:
# json.dump(logs, f, indent=4, ensure_ascii=False)
"""Debugging help
for i, (gen, ref) in enumerate(zip(generations, references)):
import time
starttime = time.time()
results, log = code_metric.compute(
references=[ref],
predictions=[gen],
language=language,
timeout=timeout,
)
print("Took: ", time.time() - starttime)
with open("errors.txt", "a") as f:
f.write(log[0][0][1]["result"] + "\n")
if ("compilation error" in log[0][0][1]["result"]):
print("Result")
print(results)
print("Log")
print(log)
print("Gen")
print(gen[0])
print("Ref")
print(ref)
"""
"""
print(generations[0][0])
print(references[0])
print(logs)
"""
return results, logs, generations[0][0]
# def create_all_tasks():
# fix = {f"humanevalfix{mode}-{language}": create_task(language, "fix" + mode) for language in LANGUAGES for mode in
# ["tests", "docs"]}
# explain = {f"humanevalexplain{mode}-{language}": create_task(language, "explain" + mode) for language in LANGUAGES
# for mode in ["describe", "synthesize"]}
# synthesize = {f"humanevalsynthesize-{language}": create_task(language, "synthesize") for language in LANGUAGES}
# return {**fix, **explain, **synthesize}
#
#
# def create_task(language, name):
# class HumanEvalFixTests(HumanEvalFixBase):
# def __init__(self, language=language, prompt="instruct"):
# super().__init__(language=language, prompt=prompt, with_docs=False)
#
# class HumanEvalFixDocs(HumanEvalFixBase):
# def __init__(self, language=language, prompt="instruct"):
# super().__init__(language=language, prompt=prompt, with_docs=True)
#
# class HumanEvalExplainDescribe(HumanEvalExplainDescribeBase):
# def __init__(self, language=language, prompt="instruct"):
# super().__init__(language=language, prompt=prompt, with_docs=False)
#
# class HumanEvalExplainSynthesize(HumanEvalExplainSynthesizeBase):
# def __init__(self, language=language, prompt="instruct", load_data_path=None):
# super().__init__(language=language, prompt=prompt, with_docs=False, load_data_path=load_data_path)
#
# class HumanEvalSynthesize(HumanEvalSynthesizeBase):
# def __init__(self, language=language, prompt="instruct"):
# super().__init__(language=language, prompt=prompt, with_docs=True)
#
# if name == "fixtests":
# return HumanEvalFixTests
# elif name == "fixdocs":
# return HumanEvalFixDocs
# elif name == "explaindescribe":
# return HumanEvalExplainDescribe
# elif name == "explainsynthesize":
# return HumanEvalExplainSynthesize
# elif name == "synthesize":
# return HumanEvalSynthesize
#
#
# class HumanEvalPack():
# """Parent class for all HumanEvalPack tasks"""
# DATASET_PATH = "bigcode/humanevalpack"
# DATASET_NAME = None
#
# def __init__(self, prompt="instruct", language="python", with_docs=True):
#
# self.DATASET_NAME = language
# self.prompt = prompt
# stop_words = LANGUAGE_TO_STOP_WORDS[language]
# if self.prompt.startswith("edit"):
# stop_words.extend([
# "<commit_before>",
# "<commit_msg>",
# "<commit_after>",
# ])
# elif self.prompt == "starchat":
# stop_words.append("<|end|>")
# elif self.prompt == "diff":
# stop_words = ["<commit_before>", "<commit_msg>", "<commit_after>"]
# elif self.prompt == "diff-carper":
# stop_words = ["<BEF>", "<MSG>", "<DFF>", "\ No newline at end of file"]
# stop_words.append("<|endoftext|>")
# self.with_docs = with_docs
# super().__init__(stop_words=stop_words, requires_execution=True)
#
# def get_dataset(self):
# return self.dataset["test"]
#
# def get_prompt_base(self, doc):
# if self.with_docs:
# return doc["prompt"] # Already includes fn main for rust
# else:
# if self.DATASET_NAME == "rust":
# # See
# # https://github.com/roG0d/CodeGeeX/blob/f66205b5f615a4eead9c26d7ec297e14738ea18d/codegeex/benchmark/evaluate_humaneval_x.py#L78
# # https://github.com/THUDM/CodeGeeX/pull/76#issuecomment-1500653190
# return "fn main(){}\n" + doc["declaration"]
# else:
# return doc["declaration"]
#
# def get_prompt(self, prompt_base, instruction, context=None):
# if context is None:
# inp = instruction
# # `Context first then instruction` methods
# elif self.prompt in ["continue", "instruct"]:
# inp = context + "\n" + instruction
# else:
# inp = instruction + "\n" + context
#
# if self.prompt == "continue":
# assert context is None, "The `continue` prompt should only be used for HumanEvalSynthesize. Use `instruct` for HumanEvalFix and HumanEvalExplain."
# prompt = prompt_base
# elif self.prompt == "instruct":
# prompt = inp + "\n\n" + prompt_base
# elif self.prompt == "octocoder":
# prompt = f'Question: {inp}\n\nAnswer:\n{prompt_base}'
# elif self.prompt == "octogeex":
# prompt = f'Question: {inp.strip()}\n\nAnswer:\n{prompt_base}'
# elif self.prompt == "starchat":
# # https://huggingface.co/HuggingFaceH4/starchat-beta
# prompt = f'<|system|>\n<|end|>\n<|user|>\n{inp}<|end|>\n<|assistant|>\n{prompt_base}'
# elif self.prompt == "starcodercommit":
# prompt = f'<commit_before><commit_msg>{inp}<commit_after>{prompt_base}'
# elif self.prompt == "instructcodet5p":
# # https://github.com/salesforce/CodeT5/blob/main/CodeT5%2B/humaneval/generate_codet5p.py#L89
# prompt = f'Below is an instruction that describes a task. Write a response that appropriately completes the request.\n\n### Instruction:\n{inp}\n\n### Response:{prompt_base}'
# elif self.prompt == "wizardcoder":
# # https://github.com/nlpxucan/WizardLM/blob/main/WizardCoder/src/humaneval_gen.py#L37
# prompt = f'Below is an instruction that describes a task. Write a response that appropriately completes the request.\n\n### Instruction:\n{inp}\n\n### Response:\n{prompt_base}'
# elif self.prompt == "codellama":
# prompt = f"[INST] {inp.strip()} [/INST] {prompt_base}"
# else:
# raise NotImplementedError
# # Strip off the final \n to make the tokens more natural
# # Essentially, we want to make sure that if there was no distinction between
# # input & output, the tokens would be the same
# # E.g. for SantaCoder:
# # tokenize("""def hi()\n return""")
# # ['def', 'Ġhi', '()', 'ĊĠĠ', 'Ġreturn']
# # So we need to split before the \n so that the input is
# # ['def', 'Ġhi', '()'] and the model can generate ['ĊĠĠ', 'Ġreturn']
# # If instead we provide def hi()\n the tokens will be
# # ['def', 'Ġhi', '()', 'Ċ'] and the model would need to generate ['ĠĠ', 'Ġreturn']
# # Which would be harder, as it's not the usual way these tokens are tokenized
# # i.e. the model has never seen the token sequence of ['()', 'Ċ', 'ĠĠ'], but only ['()', 'ĊĠĠ']
# # The same holds for Java, JS, Go, Rust, C++ tho the start sequences are slightly different
# return prompt.strip()
#
# def get_reference(self, doc, get_solution=False):
# if get_solution:
# return doc["prompt"] + doc["canonical_solution"]
# else:
# return "\n" + doc["test"] # check(func_name) is already included
#
#
# class HumanEvalPackGenerative(HumanEvalPack):
# """Parent class for all HumanEvalPack tasks except describing code"""
#
# def check_fn(self, code):
# """
# Checks whether the generated code is finished.
# Problem: Models rarely split their code into multiple functions, but this stops the model after the 1st function.
# Inspiration: https://github.com/THUDM/CodeGeeX/blob/23ee51505a2bcd34d59d2e271b22e5bd91475462/codegeex/benchmark/utils.py#L115
# """
# if any([w in code for w in self.stop_words]): return True
#
# # The heuristics below do not hold for diff generation
# if (self.prompt.startswith("diff")): return False
#
# if self.DATASET_NAME == "python":
# for line in code.split("\n"):
# if len(line.strip()) > 0 and line[0] != ' ' and line[0] != '\t':
# return True
# else:
# open_brackets = 2 if self.DATASET_NAME == "java" else 1
# if code.count("{") + open_brackets == code.count("}"):
# return True
# return False
#
# def remove_last_block(self, code):
# """
# Adapted from https://github.com/THUDM/CodeGeeX/blob/23ee51505a2bcd34d59d2e271b22e5bd91475462/codegeex/benchmark/utils.py#L151
# """
# for w in self.stop_words:
# if w in code:
# code = code[:code.find(w)]
#
# ### Find the first occassion where a chain of { } is closed
# if self.DATASET_NAME == "python":
# for i, line in enumerate(code.split("\n")):
# if len(line.strip()) > 0 and line[0] != ' ' and line[0] != '\t':
# return "\n".join(code.split("\n")[:i])
# elif self.DATASET_NAME in ["java", "js", "go", "cpp", "rust"]:
# open_brackets = 2 if self.DATASET_NAME == "java" else 1
# cut = False
# for i, c in enumerate(code):
# if c == '{':
# open_brackets += 1
# elif c == '}':
# open_brackets -= 1
# if open_brackets == 0:
# code = code[:i + 1]
# cut = True
# break
# if not cut:
# if self.DATASET_NAME == "java":
# main_pos = code.find("public static void main")
# if main_pos != -1:
# code = code[:main_pos] + '}'
# if '}' in code:
# code = code[:code.rfind('}')] + '}'
# if code.count('{') - 1 == code.count('}'):
# code += "\n}"
# elif '}' in code:
# code = code[:code.rfind('}')] + '}'
# return code