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import re
import sys
import json
import time
import subprocess
import urllib.request
import urllib.error
import tempfile
import sqlite3
class OllamaClient:
"""Helper to query local Ollama instance."""
def __init__(self, host="127.0.0.1", port=11434, model="qwen2.5-coder:3b"):
self.url = f"http://{host}:{port}/api/generate"
self.model = model
def check_connection(self):
try:
req = urllib.request.Request(self.url.replace("/api/generate", "/api/tags"))
with urllib.request.urlopen(req, timeout=3) as response:
data = json.loads(response.read().decode('utf-8'))
models = [m["name"] for m in data.get("models", [])]
if self.model in models or f"{self.model}:latest" in models or any(self.model in m for m in models):
return True, f"Connected to Ollama. Model '{self.model}' is available."
return False, f"Ollama is running, but model '{self.model}' was not found. Available models: {', '.join(models)}"
except Exception as e:
return False, f"Could not connect to Ollama server at {self.url}: {e}"
def generate(self, prompt, system_prompt=None, temperature=0.2):
payload = {
"model": self.model,
"prompt": prompt,
"stream": False,
"options": {
"temperature": temperature,
"top_p": 0.9,
}
}
if system_prompt:
payload["system"] = system_prompt
try:
data = json.dumps(payload).encode('utf-8')
req = urllib.request.Request(
self.url,
data=data,
headers={"Content-Type": "application/json"}
)
with urllib.request.urlopen(req, timeout=45) as response:
res_data = json.loads(response.read().decode('utf-8'))
return res_data.get("response", "")
except Exception as e:
raise RuntimeError(f"Ollama generation failed: {e}")
class SandboxExecutor:
"""Compiles and executes code in multiple languages in a safe sub-process sandbox."""
@staticmethod
def check_compiler(cmd):
try:
# Run version command or check existence on PATH
subprocess.run([cmd, "--version"], stdout=subprocess.PIPE, stderr=subprocess.PIPE, shell=True, timeout=2)
return True
except Exception:
try:
subprocess.run([cmd, "-version"], stdout=subprocess.PIPE, stderr=subprocess.PIPE, shell=True, timeout=2)
return True
except Exception:
return False
@classmethod
def get_supported_runtimes(cls):
return {
"python": True, # Python is always available
"javascript": cls.check_compiler("node"),
"cpp": cls.check_compiler("g++") or cls.check_compiler("clang++"),
"go": cls.check_compiler("go"),
"java": cls.check_compiler("javac"),
"rust": cls.check_compiler("rustc"),
"sql": True, # Handled via sqlite3 in-memory
"html": True # Handled via BeautifulSoup/HTML parser
}
def execute(self, language, code):
"""Runs the code and returns (exit_code, stdout, stderr, is_simulated)."""
language = language.lower().strip()
runtimes = self.get_supported_runtimes()
# Handle SQL in-memory
if language == "sql":
return self._run_sql(code)
# Handle HTML validation
if language in ("html", "html/css", "css"):
return self._run_html(code)
# Check compiler availability. If not available, do simulated execution.
compiler_needed = {
"javascript": "node",
"cpp": "g++",
"go": "go run",
"java": "javac",
"rust": "rustc"
}
target_compiler = compiler_needed.get(language)
if target_compiler and not runtimes.get(language):
return self._run_simulated(language, code, f"Compiler/Runtime '{target_compiler}' is not installed or not in PATH.")
# Real Execution
with tempfile.TemporaryDirectory(dir="scratch") as tmpdir:
if language == "python":
filepath = os.path.join(tmpdir, "solution.py")
with open(filepath, "w", encoding="utf-8") as f:
f.write(code)
return self._run_process(["python", filepath])
elif language == "javascript":
filepath = os.path.join(tmpdir, "solution.js")
with open(filepath, "w", encoding="utf-8") as f:
f.write(code)
return self._run_process(["node", filepath])
elif language == "cpp":
source_path = os.path.join(tmpdir, "solution.cpp")
exec_path = os.path.join(tmpdir, "solution.exe")
with open(source_path, "w", encoding="utf-8") as f:
f.write(code)
# Compile
comp_cmd = ["g++", "-std=c++17", source_path, "-o", exec_path]
c_res = subprocess.run(comp_cmd, stdout=subprocess.PIPE, stderr=subprocess.PIPE, shell=True, timeout=8)
if c_res.returncode != 0:
return c_res.returncode, "", c_res.stderr.decode("utf-8", errors="ignore"), False
# Run
return self._run_process([exec_path])
elif language == "go":
filepath = os.path.join(tmpdir, "solution.go")
with open(filepath, "w", encoding="utf-8") as f:
f.write(code)
return self._run_process(["go", "run", filepath])
elif language == "java":
# Find public class name or use Main
class_match = re.search(r"public\s+class\s+(\w+)", code)
class_name = class_match.group(1) if class_match else "Main"
source_path = os.path.join(tmpdir, f"{class_name}.java")
with open(source_path, "w", encoding="utf-8") as f:
f.write(code)
# Compile
c_res = subprocess.run(["javac", source_path], stdout=subprocess.PIPE, stderr=subprocess.PIPE, shell=True, timeout=8)
if c_res.returncode != 0:
return c_res.returncode, "", c_res.stderr.decode("utf-8", errors="ignore"), False
# Run
# Need to run java inside that directory
return self._run_process(["java", "-cp", tmpdir, class_name])
elif language == "rust":
source_path = os.path.join(tmpdir, "solution.rs")
exec_path = os.path.join(tmpdir, "solution.exe")
with open(source_path, "w", encoding="utf-8") as f:
f.write(code)
# Compile
c_res = subprocess.run(["rustc", source_path, "-o", exec_path], stdout=subprocess.PIPE, stderr=subprocess.PIPE, shell=True, timeout=10)
if c_res.returncode != 0:
return c_res.returncode, "", c_res.stderr.decode("utf-8", errors="ignore"), False
# Run
return self._run_process([exec_path])
return -1, "", f"Unsupported language: {language}", False
def _run_process(self, cmd_args):
try:
res = subprocess.run(
cmd_args,
stdout=subprocess.PIPE,
stderr=subprocess.PIPE,
timeout=5,
shell=True
)
return (
res.returncode,
res.stdout.decode("utf-8", errors="ignore"),
res.stderr.decode("utf-8", errors="ignore"),
False
)
except subprocess.TimeoutExpired:
return -1, "", "Execution Timed Out (exceeded 5 seconds limit).", False
except Exception as e:
return -1, "", f"Failed to execute process: {e}", False
def _run_sql(self, code):
"""Runs SQL statements on an in-memory SQLite database."""
conn = sqlite3.connect(":memory:")
cursor = conn.cursor()
stdout = []
stderr = []
exit_code = 0
# Split into statements
statements = [s.strip() for s in code.split(";") if s.strip()]
for stmt in statements:
try:
cursor.execute(stmt)
rows = cursor.fetchall()
if rows:
cols = [d[0] for d in cursor.description]
stdout.append(f"Query: {stmt}\nResult:\n" + "\t".join(cols) + "\n" + "\n".join(["\t".join(map(str, r)) for r in rows]) + "\n")
else:
stdout.append(f"Statement executed successfully: {stmt}\nRows affected: {cursor.rowcount}\n")
except Exception as e:
stderr.append(f"SQL Error on statement '{stmt}': {e}")
exit_code = 1
break
conn.close()
return exit_code, "\n".join(stdout), "\n".join(stderr), False
def _run_html(self, code):
"""Performs static structure validation on HTML/CSS contents."""
errors = []
# Check basic tags
required = ["<!DOCTYPE html>", "<html", "</html>", "<body", "</body>"]
for tag in required:
if tag.startswith("<!") or tag.endswith(">"):
if tag.lower() not in code.lower():
errors.append(f"Missing tag: {tag}")
else:
if tag.lower() not in code.lower():
errors.append(f"Missing open/close tag structure for: {tag}")
# Check balanced tags for common elements
tags_to_check = ["div", "span", "p", "h1", "h2", "section", "header", "footer"]
for t in tags_to_check:
opens = len(re.findall(rf"<{t}\b", code, re.IGNORECASE))
closes = len(re.findall(rf"</{t}>", code, re.IGNORECASE))
if opens != closes:
errors.append(f"Mismatched tag count for <{t}>: found {opens} open, {closes} close.")
if errors:
return 1, "", "HTML/CSS Validation failed:\n" + "\n".join(errors), False
return 0, "HTML/CSS document structure validated successfully! No mismatched basic tags found.", "", False
def _run_simulated(self, language, code, reason):
"""Simulates compilation and validates syntax of target code when compiler is missing."""
# Simple regex syntax checker for basic things
errors = []
if language == "javascript":
# Check curly brackets match
opens = code.count("{")
closes = code.count("}")
if opens != closes:
errors.append(f"Mismatched curly braces: {opens} open vs {closes} closed.")
elif language == "go":
if "package main" not in code:
errors.append("Go script missing 'package main' declaration.")
if "func main(" not in code:
errors.append("Go script missing 'func main()' entrypoint.")
elif language == "cpp":
if "#include" not in code:
errors.append("C++ file missing preprocessor includes.")
if "int main(" not in code:
errors.append("C++ file missing 'int main()' function.")
# Check semicolons on statements (very rough check)
for i, line in enumerate(code.split("\n")):
line = line.strip()
if line and not line.endswith(";") and not line.endswith("{") and not line.endswith("}") and not line.startswith("#") and not line.startswith("//"):
if "using namespace" in line or "return " in line or "cout " in line or "cin " in line:
errors.append(f"Line {i+1}: Missing semicolon at end of statement: '{line}'")
if errors:
return 1, "", f"Simulated Check Fail ({reason}):\n" + "\n".join(errors), True
return 0, f"Simulated check passed ({reason}). Syntax looks structurally valid.", "", True
class AutonomousCodingAgent:
"""Manages the autonomous coding loop connecting CAT V3 concept plan to Ollama self-correction."""
def __init__(self, ollama_client: OllamaClient, sandbox: SandboxExecutor):
self.client = ollama_client
self.sandbox = sandbox
def extract_code(self, response_text):
"""Extracts code block between ```language and ```."""
match = re.search(r"```(?:\w+)?\n(.*?)\n```", response_text, re.DOTALL)
if match:
return match.group(1).strip()
# Fallback to look for raw block if language label is missing
match2 = re.search(r"```\n(.*?)\n```", response_text, re.DOTALL)
if match2:
return match2.group(1).strip()
# Fallback to entire text if no markdown block found
return response_text.strip()
def run_agent_loop(self, task, language, concept_path, max_iterations=4, callback=None):
"""Runs the self-correcting agent loop.
Args:
task: User's coding prompt.
language: Target programming language.
concept_path: List of concepts from CAT V3.
max_iterations: Maximum debug retries.
callback: Function to stream iterations back to GUI.
"""
path_str = " -> ".join(concept_path)
system_prompt = (
"You are a world-class autonomous software engineer. Your task is to write highly optimized, "
"clean, fully functional, and self-contained executable code that solves the user's problem. "
"Use ONLY the specified programming language. Follow clean coding standards: use descriptive "
"variable names, write modular functions, include comments explaining complexities (Big-O), "
"and use idiomatic structures (e.g., list comprehensions or collections.Counter in Python). "
"CRITICAL: Never write interactive input queries (e.g., input() in Python, prompt() in JS, cin in C++) "
"as the code runs inside a non-interactive subprocess sandbox. Always include a main/test block with "
"representative mock input data and print the execution output. "
"Always wrap your code in a single markdown block (e.g. ```python\n# code here\n```)."
)
history = []
code = ""
success = False
iteration = 0
# Create scratch directory if missing
os.makedirs("scratch", exist_ok=True)
while iteration < max_iterations and not success:
iteration += 1
if callback:
callback({"type": "status", "iteration": iteration, "message": f"Starting iteration {iteration}..."})
if iteration == 1:
prompt = (
f"Write a complete, optimized program in {language.capitalize()} for the following task:\n"
f"Task: {task}\n\n"
f"To design your solution, you must strictly follow this logical reasoning path:\n"
f"Concept Plan: {path_str}\n\n"
f"Requirements:\n"
f"- Write clean, modular, and self-contained code.\n"
f"- Handle potential errors/exceptions gracefully.\n"
f"- Do NOT use any blocking interactive input functions (no input(), prompt(), cin, etc.).\n"
f"- Hardcode a main or test block with sample input data to run and display the results.\n"
f"Provide only the markdown code block. Make it compile and run-ready."
)
else:
prompt = (
f"The code you generated in the previous iteration failed to run or compile successfully.\n"
f"Task: {task}\n"
f"Language: {language.capitalize()}\n"
f"Concept Plan: {path_str}\n\n"
f"Here was the code you wrote:\n"
f"```\n{code}\n```\n\n"
f"It resulted in the following execution error/failure:\n"
f"```\n{err_msg}\n```\n\n"
f"Identify the bug, explain your correction plan, and output the fully corrected, compile-ready code in a new code block."
)
if callback:
callback({"type": "thought", "iteration": iteration, "message": "Invoking Ollama model to generate code..."})
try:
response = self.client.generate(prompt, system_prompt=system_prompt)
except Exception as e:
err_str = f"Ollama query failed: {e}"
if callback:
callback({"type": "error", "iteration": iteration, "message": err_str})
return {"success": False, "iterations": iteration, "error": err_str}
code = self.extract_code(response)
if callback:
callback({"type": "code", "iteration": iteration, "code": code, "explanation": response.replace(code, "").strip()})
if callback:
callback({"type": "thought", "iteration": iteration, "message": "Executing code in sandbox..."})
# Run Code
exit_code, stdout, stderr, is_simulated = self.sandbox.execute(language, code)
if callback:
callback({
"type": "execution",
"iteration": iteration,
"exit_code": exit_code,
"stdout": stdout,
"stderr": stderr,
"is_simulated": is_simulated
})
if exit_code == 0:
success = True
if callback:
callback({"type": "status", "iteration": iteration, "message": "Code executed successfully! Loop terminated."})
else:
err_msg = stderr if stderr.strip() else f"Process exited with non-zero code: {exit_code}\nOutput: {stdout}"
if callback:
callback({"type": "status", "iteration": iteration, "message": "Execution failed. Bug detected, retrying..."})
return {
"success": success,
"iterations": iteration,
"code": code,
"exit_code": exit_code if 'exit_code' in locals() else -1,
"stdout": stdout if 'stdout' in locals() else "",
"stderr": stderr if 'stderr' in locals() else "No execution run.",
"is_simulated": is_simulated if 'is_simulated' in locals() else False
}
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