Create code_interpreter.py
Browse files- code_interpreter.py +281 -0
code_interpreter.py
ADDED
|
@@ -0,0 +1,281 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import os
|
| 2 |
+
import io
|
| 3 |
+
import sys
|
| 4 |
+
import uuid
|
| 5 |
+
import base64
|
| 6 |
+
import traceback
|
| 7 |
+
import contextlib
|
| 8 |
+
import tempfile
|
| 9 |
+
import subprocess
|
| 10 |
+
import sqlite3
|
| 11 |
+
from typing import Dict, List, Any, Optional, Union
|
| 12 |
+
import numpy as np
|
| 13 |
+
import pandas as pd
|
| 14 |
+
import matplotlib.pyplot as plt
|
| 15 |
+
from PIL import Image
|
| 16 |
+
|
| 17 |
+
class CodeInterpreter:
|
| 18 |
+
def __init__(self, allowed_modules=None, max_execution_time=30, working_directory=None):
|
| 19 |
+
"""Initialize the code interpreter with safety measures."""
|
| 20 |
+
self.allowed_modules = allowed_modules or [
|
| 21 |
+
"numpy", "pandas", "matplotlib", "scipy", "sklearn",
|
| 22 |
+
"math", "random", "statistics", "datetime", "collections",
|
| 23 |
+
"itertools", "functools", "operator", "re", "json",
|
| 24 |
+
"sympy", "networkx", "nltk", "PIL", "pytesseract",
|
| 25 |
+
"cmath", "uuid", "tempfile", "requests", "urllib"
|
| 26 |
+
]
|
| 27 |
+
self.max_execution_time = max_execution_time
|
| 28 |
+
self.working_directory = working_directory or os.path.join(os.getcwd())
|
| 29 |
+
if not os.path.exists(self.working_directory):
|
| 30 |
+
os.makedirs(self.working_directory)
|
| 31 |
+
|
| 32 |
+
self.globals = {
|
| 33 |
+
"__builtins__": __builtins__,
|
| 34 |
+
"np": np,
|
| 35 |
+
"pd": pd,
|
| 36 |
+
"plt": plt,
|
| 37 |
+
"Image": Image,
|
| 38 |
+
}
|
| 39 |
+
self.temp_sqlite_db = os.path.join(tempfile.gettempdir(), "code_exec.db")
|
| 40 |
+
|
| 41 |
+
def execute_code(self, code: str, language: str = "python") -> Dict[str, Any]:
|
| 42 |
+
"""Execute the provided code in the selected programming language."""
|
| 43 |
+
language = language.lower()
|
| 44 |
+
execution_id = str(uuid.uuid4())
|
| 45 |
+
|
| 46 |
+
result = {
|
| 47 |
+
"execution_id": execution_id,
|
| 48 |
+
"status": "error",
|
| 49 |
+
"stdout": "",
|
| 50 |
+
"stderr": "",
|
| 51 |
+
"result": None,
|
| 52 |
+
"plots": [],
|
| 53 |
+
"dataframes": []
|
| 54 |
+
}
|
| 55 |
+
|
| 56 |
+
try:
|
| 57 |
+
if language == "python":
|
| 58 |
+
return self._execute_python(code, execution_id)
|
| 59 |
+
elif language == "bash":
|
| 60 |
+
return self._execute_bash(code, execution_id)
|
| 61 |
+
elif language == "sql":
|
| 62 |
+
return self._execute_sql(code, execution_id)
|
| 63 |
+
elif language == "c":
|
| 64 |
+
return self._execute_c(code, execution_id)
|
| 65 |
+
elif language == "java":
|
| 66 |
+
return self._execute_java(code, execution_id)
|
| 67 |
+
else:
|
| 68 |
+
result["stderr"] = f"Unsupported language: {language}"
|
| 69 |
+
except Exception as e:
|
| 70 |
+
result["stderr"] = str(e)
|
| 71 |
+
|
| 72 |
+
return result
|
| 73 |
+
|
| 74 |
+
def _execute_python(self, code: str, execution_id: str) -> dict:
|
| 75 |
+
output_buffer = io.StringIO()
|
| 76 |
+
error_buffer = io.StringIO()
|
| 77 |
+
result = {
|
| 78 |
+
"execution_id": execution_id,
|
| 79 |
+
"status": "error",
|
| 80 |
+
"stdout": "",
|
| 81 |
+
"stderr": "",
|
| 82 |
+
"result": None,
|
| 83 |
+
"plots": [],
|
| 84 |
+
"dataframes": []
|
| 85 |
+
}
|
| 86 |
+
|
| 87 |
+
try:
|
| 88 |
+
exec_dir = os.path.join(self.working_directory, execution_id)
|
| 89 |
+
os.makedirs(exec_dir, exist_ok=True)
|
| 90 |
+
plt.switch_backend('Agg')
|
| 91 |
+
|
| 92 |
+
with contextlib.redirect_stdout(output_buffer), contextlib.redirect_stderr(error_buffer):
|
| 93 |
+
exec_result = exec(code, self.globals)
|
| 94 |
+
|
| 95 |
+
if plt.get_fignums():
|
| 96 |
+
for i, fig_num in enumerate(plt.get_fignums()):
|
| 97 |
+
fig = plt.figure(fig_num)
|
| 98 |
+
img_path = os.path.join(exec_dir, f"plot_{i}.png")
|
| 99 |
+
fig.savefig(img_path)
|
| 100 |
+
with open(img_path, "rb") as img_file:
|
| 101 |
+
img_data = base64.b64encode(img_file.read()).decode('utf-8')
|
| 102 |
+
result["plots"].append({
|
| 103 |
+
"figure_number": fig_num,
|
| 104 |
+
"data": img_data
|
| 105 |
+
})
|
| 106 |
+
|
| 107 |
+
for var_name, var_value in self.globals.items():
|
| 108 |
+
if isinstance(var_value, pd.DataFrame) and len(var_value) > 0:
|
| 109 |
+
result["dataframes"].append({
|
| 110 |
+
"name": var_name,
|
| 111 |
+
"head": var_value.head().to_dict(),
|
| 112 |
+
"shape": var_value.shape,
|
| 113 |
+
"dtypes": str(var_value.dtypes)
|
| 114 |
+
})
|
| 115 |
+
|
| 116 |
+
result["status"] = "success"
|
| 117 |
+
result["stdout"] = output_buffer.getvalue()
|
| 118 |
+
result["result"] = exec_result
|
| 119 |
+
|
| 120 |
+
except Exception as e:
|
| 121 |
+
result["status"] = "error"
|
| 122 |
+
result["stderr"] = f"{error_buffer.getvalue()}\n{traceback.format_exc()}"
|
| 123 |
+
|
| 124 |
+
return result
|
| 125 |
+
|
| 126 |
+
def _execute_bash(self, code: str, execution_id: str) -> dict:
|
| 127 |
+
try:
|
| 128 |
+
completed = subprocess.run(
|
| 129 |
+
code, shell=True, capture_output=True, text=True, timeout=self.max_execution_time
|
| 130 |
+
)
|
| 131 |
+
return {
|
| 132 |
+
"execution_id": execution_id,
|
| 133 |
+
"status": "success" if completed.returncode == 0 else "error",
|
| 134 |
+
"stdout": completed.stdout,
|
| 135 |
+
"stderr": completed.stderr,
|
| 136 |
+
"result": None,
|
| 137 |
+
"plots": [],
|
| 138 |
+
"dataframes": []
|
| 139 |
+
}
|
| 140 |
+
except subprocess.TimeoutExpired:
|
| 141 |
+
return {
|
| 142 |
+
"execution_id": execution_id,
|
| 143 |
+
"status": "error",
|
| 144 |
+
"stdout": "",
|
| 145 |
+
"stderr": "Execution timed out.",
|
| 146 |
+
"result": None,
|
| 147 |
+
"plots": [],
|
| 148 |
+
"dataframes": []
|
| 149 |
+
}
|
| 150 |
+
|
| 151 |
+
def _execute_sql(self, code: str, execution_id: str) -> dict:
|
| 152 |
+
result = {
|
| 153 |
+
"execution_id": execution_id,
|
| 154 |
+
"status": "error",
|
| 155 |
+
"stdout": "",
|
| 156 |
+
"stderr": "",
|
| 157 |
+
"result": None,
|
| 158 |
+
"plots": [],
|
| 159 |
+
"dataframes": []
|
| 160 |
+
}
|
| 161 |
+
try:
|
| 162 |
+
conn = sqlite3.connect(self.temp_sqlite_db)
|
| 163 |
+
cur = conn.cursor()
|
| 164 |
+
cur.execute(code)
|
| 165 |
+
if code.strip().lower().startswith("select"):
|
| 166 |
+
columns = [description[0] for description in cur.description]
|
| 167 |
+
rows = cur.fetchall()
|
| 168 |
+
df = pd.DataFrame(rows, columns=columns)
|
| 169 |
+
result["dataframes"].append({
|
| 170 |
+
"name": "query_result",
|
| 171 |
+
"head": df.head().to_dict(),
|
| 172 |
+
"shape": df.shape,
|
| 173 |
+
"dtypes": str(df.dtypes)
|
| 174 |
+
})
|
| 175 |
+
else:
|
| 176 |
+
conn.commit()
|
| 177 |
+
|
| 178 |
+
result["status"] = "success"
|
| 179 |
+
result["stdout"] = "Query executed successfully."
|
| 180 |
+
|
| 181 |
+
except Exception as e:
|
| 182 |
+
result["stderr"] = str(e)
|
| 183 |
+
finally:
|
| 184 |
+
conn.close()
|
| 185 |
+
|
| 186 |
+
return result
|
| 187 |
+
|
| 188 |
+
def _execute_c(self, code: str, execution_id: str) -> dict:
|
| 189 |
+
temp_dir = tempfile.mkdtemp()
|
| 190 |
+
source_path = os.path.join(temp_dir, "program.c")
|
| 191 |
+
binary_path = os.path.join(temp_dir, "program")
|
| 192 |
+
|
| 193 |
+
try:
|
| 194 |
+
with open(source_path, "w") as f:
|
| 195 |
+
f.write(code)
|
| 196 |
+
|
| 197 |
+
compile_proc = subprocess.run(
|
| 198 |
+
["gcc", source_path, "-o", binary_path],
|
| 199 |
+
capture_output=True, text=True, timeout=self.max_execution_time
|
| 200 |
+
)
|
| 201 |
+
if compile_proc.returncode != 0:
|
| 202 |
+
return {
|
| 203 |
+
"execution_id": execution_id,
|
| 204 |
+
"status": "error",
|
| 205 |
+
"stdout": compile_proc.stdout,
|
| 206 |
+
"stderr": compile_proc.stderr,
|
| 207 |
+
"result": None,
|
| 208 |
+
"plots": [],
|
| 209 |
+
"dataframes": []
|
| 210 |
+
}
|
| 211 |
+
|
| 212 |
+
run_proc = subprocess.run(
|
| 213 |
+
[binary_path],
|
| 214 |
+
capture_output=True, text=True, timeout=self.max_execution_time
|
| 215 |
+
)
|
| 216 |
+
return {
|
| 217 |
+
"execution_id": execution_id,
|
| 218 |
+
"status": "success" if run_proc.returncode == 0 else "error",
|
| 219 |
+
"stdout": run_proc.stdout,
|
| 220 |
+
"stderr": run_proc.stderr,
|
| 221 |
+
"result": None,
|
| 222 |
+
"plots": [],
|
| 223 |
+
"dataframes": []
|
| 224 |
+
}
|
| 225 |
+
except Exception as e:
|
| 226 |
+
return {
|
| 227 |
+
"execution_id": execution_id,
|
| 228 |
+
"status": "error",
|
| 229 |
+
"stdout": "",
|
| 230 |
+
"stderr": str(e),
|
| 231 |
+
"result": None,
|
| 232 |
+
"plots": [],
|
| 233 |
+
"dataframes": []
|
| 234 |
+
}
|
| 235 |
+
|
| 236 |
+
def _execute_java(self, code: str, execution_id: str) -> dict:
|
| 237 |
+
temp_dir = tempfile.mkdtemp()
|
| 238 |
+
source_path = os.path.join(temp_dir, "Main.java")
|
| 239 |
+
|
| 240 |
+
try:
|
| 241 |
+
with open(source_path, "w") as f:
|
| 242 |
+
f.write(code)
|
| 243 |
+
|
| 244 |
+
compile_proc = subprocess.run(
|
| 245 |
+
["javac", source_path],
|
| 246 |
+
capture_output=True, text=True, timeout=self.max_execution_time
|
| 247 |
+
)
|
| 248 |
+
if compile_proc.returncode != 0:
|
| 249 |
+
return {
|
| 250 |
+
"execution_id": execution_id,
|
| 251 |
+
"status": "error",
|
| 252 |
+
"stdout": compile_proc.stdout,
|
| 253 |
+
"stderr": compile_proc.stderr,
|
| 254 |
+
"result": None,
|
| 255 |
+
"plots": [],
|
| 256 |
+
"dataframes": []
|
| 257 |
+
}
|
| 258 |
+
|
| 259 |
+
run_proc = subprocess.run(
|
| 260 |
+
["java", "-cp", temp_dir, "Main"],
|
| 261 |
+
capture_output=True, text=True, timeout=self.max_execution_time
|
| 262 |
+
)
|
| 263 |
+
return {
|
| 264 |
+
"execution_id": execution_id,
|
| 265 |
+
"status": "success" if run_proc.returncode == 0 else "error",
|
| 266 |
+
"stdout": run_proc.stdout,
|
| 267 |
+
"stderr": run_proc.stderr,
|
| 268 |
+
"result": None,
|
| 269 |
+
"plots": [],
|
| 270 |
+
"dataframes": []
|
| 271 |
+
}
|
| 272 |
+
except Exception as e:
|
| 273 |
+
return {
|
| 274 |
+
"execution_id": execution_id,
|
| 275 |
+
"status": "error",
|
| 276 |
+
"stdout": "",
|
| 277 |
+
"stderr": str(e),
|
| 278 |
+
"result": None,
|
| 279 |
+
"plots": [],
|
| 280 |
+
"dataframes": []
|
| 281 |
+
}
|