File size: 4,581 Bytes
2a26d3b |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 |
import re
languge_settings = {
"python": {
"full_name": "Python",
"indent": 4,
},
"cpp": {
"full_name": "cpp",
"indent": 0,
"main": "int main()",
},
"java": {
"full_name": "Java",
"indent": 4,
"main": "public static void main",
},
"cs": {
"full_name": "csharp",
"indent": 0,
"main": "public static void Main",
},
"php": {
"full_name": "PHP",
"indent": 0,
},
"ts": {
"full_name": "TypeScript",
"indent": 0,
},
"js": {"full_name": "JavaScript", "indent": 0},
"sh": {"full_name": "Bash", "indent": 0},
}
def get_function_name(question: str, lang: str):
func_lines = [x for x in question.strip().split("\n") if x.strip()]
if lang.lower() == "python":
func_idx = [
i for i in range(len(func_lines)) if func_lines[i].startswith("def ")
][-1]
func_name = func_lines[func_idx].split("(")[0].strip()
func_prefix = "\n".join(func_lines[:func_idx])
return func_name, func_prefix
func_name = func_lines[-1].split("{")[0].strip()
func_prefix = "\n".join(func_lines[:-1])
return func_name, func_prefix
def extract_generation_code(example: str, lang_code: str, verbose: bool = False):
task_id = example["task_id"]
output = example.get("output", example.get("gpt_completion"))
question = example["prompt"].strip()
setting = languge_settings[lang_code]
lang = setting["full_name"]
indent = setting["indent"]
try:
code_block: str = re.findall(
f"```{lang.lower()}\n(.*?)```", output, re.DOTALL | re.IGNORECASE
)[0]
if verbose:
print(">>> Task: {}\n{}".format(task_id, code_block))
# Remove main
if setting.get("main", None) and setting["main"] in code_block:
main_start = code_block.index(setting["main"])
code_block = code_block[:main_start]
func_name, func_prefix = get_function_name(question, lang)
try:
start = code_block.lower().index(func_name.lower())
indent = 0
while start - indent >= 0 and code_block[start - indent - 1] == " ":
indent += 1
try:
end = code_block.rindex("\n" + " " * indent + "}")
except:
end = len(code_block)
except:
start = 0
try:
end = code_block.rindex("\n" + " " * indent + "}")
except:
end = len(code_block)
body = code_block[start:end]
if lang_code.lower() in ["php", "ts", "js"]:
body += "\n" + " " * indent + "}"
generation = func_prefix + "\n" + body + "\n"
example["generation"] = generation
except Exception as ex:
print(
"Failed to extract code block with error `{}`:\n>>> Task: {}\n>>> Output:\n{}".format(
ex, task_id, output
)
)
example["generation"] = example["prompt"] + "\n" + output
return example
def cleanup_code(
code: str,
language_type: str = None,
dataset: str = None,
issft: bool = False,
stop_words=[],
):
"""
Cleans up the generated code.
"""
if language_type.lower() == "python":
if issft:
code = _clean_python_code_for_sft(code)
stop_words = ["\ndef", "\nclass", "\nif", "\n#", "\nprint"]
code = _truncate_code_at_stopwords(code, stop_words)
elif language_type.lower() == "ts":
code = _truncate_code_at_stopwords(
code,
stop_words
+ [
"\nexport",
"\nimport",
"\nexport default",
"\nimport default",
"\nconsole.log",
],
)
else:
code = _truncate_code_at_stopwords(code, stop_words)
return code
def _clean_python_code_for_sft(code):
code = code.replace("\r", "")
if "```python" in code:
code_start_idx = code.index("```python")
code = code[code_start_idx:].replace("```python", "").strip()
end_idx = code.find("```") if "```" in code else len(code)
code = code[:end_idx].strip()
return code
def _truncate_code_at_stopwords(code, stop_words):
min_stop_idx = len(code)
for stop_word in stop_words:
stop_index = code.find(stop_word)
if 0 <= stop_index < min_stop_idx:
min_stop_idx = stop_index
return code[:min_stop_idx]
|