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