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| # Copyright (c) Meta Platforms, Inc. and affiliates. | |
| # All rights reserved. | |
| # | |
| # This source code is licensed under the BSD-style license found in the | |
| # LICENSE file in the root directory of this source tree. | |
| """ | |
| Safe Code Env Environment Implementation. | |
| This version exposes a realistic workspace with file and command tools instead | |
| of accepting a single-shot code submission. | |
| """ | |
| from __future__ import annotations | |
| import difflib | |
| import os | |
| import shlex | |
| import shutil | |
| import subprocess | |
| import tempfile | |
| from pathlib import Path | |
| from uuid import uuid4 | |
| from openenv.core.env_server.interfaces import Environment | |
| import sys | |
| sys.path.insert(0, os.path.dirname(os.path.dirname(__file__))) | |
| from models import SafeCodeAction, SafeCodeObservation, SafeCodeState | |
| from server.grader import TASKS, WorkspaceGrader | |
| TOOL_NAMES = [ | |
| "list_files", | |
| "read_file", | |
| "read_files", | |
| "write_file", | |
| "edit_file", | |
| "search", | |
| "diff", | |
| "run_command", | |
| "submit", | |
| ] | |
| MAX_STEPS = 25 | |
| MAX_OUTPUT_CHARS = 2800 | |
| MAX_ERROR_CHARS = 1200 | |
| MAX_READ_CHARS = 9000 | |
| MAX_DIFF_CHARS = 9000 | |
| MAX_READ_FILES_PER_CALL = 2 | |
| MAX_RESET_FILE_LIST = 40 | |
| AUTO_COMPLETE_ON_GREEN_PYTEST = True | |
| INFO_ACTION_REWARD = 0.01 | |
| EDIT_ACTION_REWARD = 0.04 | |
| NON_TEST_COMMAND_REWARD = 0.01 | |
| TOOL_ERROR_PENALTY = -0.03 | |
| class SafeCodeEnvironment(Environment): | |
| SUPPORTS_CONCURRENT_SESSIONS: bool = True | |
| def __init__(self): | |
| self._grader = WorkspaceGrader() | |
| self._tasks = list(TASKS.keys()) | |
| self._task_idx = 0 | |
| self._workspace_path: Path | None = None | |
| self._starter_snapshot: dict[str, str] = {} | |
| self._tool_error_count = 0 | |
| self._last_test_progress: float | None = None | |
| self._state = SafeCodeState( | |
| episode_id=str(uuid4()), | |
| step_count=0, | |
| task_id="", | |
| workspace_path="", | |
| available_tools=TOOL_NAMES.copy(), | |
| ) | |
| def reset(self) -> SafeCodeObservation: | |
| self._cleanup_workspace() | |
| task_id = self._tasks[self._task_idx % len(self._tasks)] | |
| self._task_idx += 1 | |
| workspace_path = Path(tempfile.mkdtemp(prefix=f"safe_code_env_{task_id}_")).resolve() | |
| self._workspace_path = workspace_path | |
| task = self._grader.seed_workspace(task_id, workspace_path) | |
| self._starter_snapshot = self._snapshot_workspace() | |
| self._state = SafeCodeState( | |
| episode_id=str(uuid4()), | |
| step_count=0, | |
| task_id=task_id, | |
| workspace_path=str(workspace_path), | |
| available_tools=TOOL_NAMES.copy(), | |
| changed_files=[], | |
| last_command="", | |
| last_exit_code=0, | |
| last_safety_score=1.0, | |
| last_completion_score=0.0, | |
| ) | |
| self._tool_error_count = 0 | |
| self._last_test_progress = None | |
| return SafeCodeObservation( | |
| success=True, | |
| output="\n".join(self._list_files(".")[:MAX_RESET_FILE_LIST]), | |
| error="", | |
| error_code="", | |
| exit_code=0, | |
| reward=0.0, | |
| done=False, | |
| feedback="Workspace seeded. Inspect files, edit code, run tests, and submit.", | |
| safety_score=1.0, | |
| completion_score=0.0, | |
| task_id=task_id, | |
| task_description=task.description, | |
| workspace_path=str(workspace_path), | |
| current_path=".", | |
| files=self._list_files(".")[:MAX_RESET_FILE_LIST], | |
| changed_files=[], | |
| available_tools=TOOL_NAMES.copy(), | |
| metadata={"task_title": task.title}, | |
| ) | |
| def step(self, action: SafeCodeAction) -> SafeCodeObservation: | |
| self._ensure_workspace() | |
| self._state.step_count += 1 | |
| semantic_text = self._build_semantic_text(action) | |
| observation = self._dispatch(action, semantic_text) | |
| should_apply_semantic = not ( | |
| action.action_type == "submit" | |
| or ( | |
| action.action_type == "run_command" | |
| and (action.command or "").strip().startswith("pytest") | |
| ) | |
| ) | |
| if should_apply_semantic: | |
| safety, blocked, safety_feedback = self._grader.semantic_safety(self._state.task_id, semantic_text) | |
| observation.safety_score = safety | |
| observation.completion_score = self._state.last_completion_score | |
| if blocked and observation.success: | |
| observation = self._error_observation( | |
| safety_feedback, | |
| action.path or ".", | |
| "blocked_semantic_safety", | |
| ) | |
| observation.safety_score = safety | |
| observation.completion_score = self._state.last_completion_score | |
| elif observation.success: | |
| observation.reward = round(observation.reward + 0.02 * (safety - 0.5), 3) | |
| observation.feedback = f"{observation.feedback} | safety={safety:.2f}".strip() | |
| if not observation.success and not observation.done: | |
| self._tool_error_count += 1 | |
| if observation.reward >= 0.0: | |
| observation.reward = TOOL_ERROR_PENALTY | |
| observation.changed_files = self._compute_changed_files() | |
| observation.available_tools = TOOL_NAMES.copy() | |
| observation.task_id = self._state.task_id | |
| observation.task_description = TASKS[self._state.task_id].description | |
| observation.workspace_path = self._state.workspace_path | |
| observation.metadata = { | |
| **observation.metadata, | |
| "step_count": self._state.step_count, | |
| } | |
| self._state.changed_files = observation.changed_files | |
| self._state.last_exit_code = observation.exit_code | |
| self._state.last_safety_score = observation.safety_score | |
| self._state.last_completion_score = observation.completion_score | |
| if not observation.done and self._state.step_count >= MAX_STEPS: | |
| final_result = self._grader.evaluate_workspace( | |
| self._state.task_id, | |
| self._workspace_path, | |
| final=True, | |
| semantic_text=semantic_text, | |
| ) | |
| observation.reward = self._apply_final_reward_adjustments(final_result.reward) | |
| observation.done = True | |
| observation.feedback = ( | |
| "Step limit reached. Final evaluation executed. " + final_result.feedback | |
| ) | |
| observation.output = self._truncate_text(final_result.stdout, MAX_OUTPUT_CHARS) | |
| observation.error = self._truncate_text(final_result.stderr, MAX_ERROR_CHARS) | |
| observation.error_code = "step_limit_finalized" | |
| observation.exit_code = final_result.exit_code | |
| observation.passed_tests = final_result.passed_tests | |
| observation.failed_tests = final_result.failed_tests | |
| observation.safety_score = final_result.safety_score | |
| observation.completion_score = final_result.completion_score | |
| return observation | |
| def _dispatch(self, action: SafeCodeAction, semantic_text: str) -> SafeCodeObservation: | |
| if action.action_type == "list_files": | |
| try: | |
| files = self._list_files(action.path) | |
| except FileNotFoundError: | |
| return self._error_observation(f"Path not found: {action.path}", action.path, "path_not_found") | |
| except ValueError as exc: | |
| return self._error_observation(str(exc), action.path, "invalid_path") | |
| return SafeCodeObservation( | |
| success=True, | |
| output="\n".join(files), | |
| reward=INFO_ACTION_REWARD, | |
| feedback=f"Listed {len(files)} paths under {action.path}.", | |
| safety_score=self._state.last_safety_score, | |
| completion_score=self._state.last_completion_score, | |
| current_path=action.path, | |
| files=files, | |
| ) | |
| if action.action_type == "read_file": | |
| try: | |
| path = self._resolve_path(action.path) | |
| except ValueError as exc: | |
| return self._error_observation(str(exc), action.path, "invalid_path") | |
| if not path.is_file(): | |
| return self._error_observation(f"File not found: {action.path}", action.path, "file_not_found") | |
| content = path.read_text(encoding="utf-8") | |
| return SafeCodeObservation( | |
| success=True, | |
| output=self._truncate_text(content, MAX_READ_CHARS), | |
| reward=INFO_ACTION_REWARD, | |
| feedback=f"Read {action.path}.", | |
| safety_score=self._state.last_safety_score, | |
| completion_score=self._state.last_completion_score, | |
| current_path=action.path, | |
| ) | |
| if action.action_type == "read_files": | |
| paths = action.paths or ([] if not action.path else [action.path]) | |
| if not paths: | |
| return self._error_observation("read_files requires paths", ".", "missing_paths") | |
| chunks = [] | |
| resolved_files = [] | |
| for relative_path in paths[:MAX_READ_FILES_PER_CALL]: | |
| try: | |
| path = self._resolve_path(relative_path) | |
| except ValueError as exc: | |
| return self._error_observation(str(exc), relative_path, "invalid_path") | |
| if not path.is_file(): | |
| return self._error_observation( | |
| f"File not found: {relative_path}", | |
| relative_path, | |
| "file_not_found", | |
| ) | |
| content = path.read_text(encoding="utf-8") | |
| chunks.append(f"FILE: {relative_path}\n{content}") | |
| resolved_files.append(relative_path) | |
| return SafeCodeObservation( | |
| success=True, | |
| output=self._truncate_text("\n\n".join(chunks), MAX_READ_CHARS), | |
| reward=INFO_ACTION_REWARD, | |
| feedback=f"Read {len(resolved_files)} files (cap={MAX_READ_FILES_PER_CALL}).", | |
| safety_score=self._state.last_safety_score, | |
| completion_score=self._state.last_completion_score, | |
| current_path=".", | |
| files=resolved_files, | |
| ) | |
| if action.action_type == "write_file": | |
| if action.content is None: | |
| return self._error_observation("write_file requires content", action.path, "missing_content") | |
| try: | |
| path = self._resolve_path(action.path) | |
| except ValueError as exc: | |
| return self._error_observation(str(exc), action.path, "invalid_path") | |
| path.parent.mkdir(parents=True, exist_ok=True) | |
| path.write_text(action.content, encoding="utf-8") | |
| return SafeCodeObservation( | |
| success=True, | |
| output=f"Wrote {len(action.content)} bytes to {action.path}", | |
| reward=EDIT_ACTION_REWARD, | |
| feedback=f"Updated {action.path}.", | |
| safety_score=self._state.last_safety_score, | |
| completion_score=self._state.last_completion_score, | |
| current_path=action.path, | |
| ) | |
| if action.action_type == "edit_file": | |
| if action.old_text is None or action.new_text is None: | |
| return self._error_observation( | |
| "edit_file requires both old_text and new_text", | |
| action.path, | |
| "missing_edit_params", | |
| ) | |
| try: | |
| path = self._resolve_path(action.path) | |
| except ValueError as exc: | |
| return self._error_observation(str(exc), action.path, "invalid_path") | |
| if not path.is_file(): | |
| return self._error_observation(f"File not found: {action.path}", action.path, "file_not_found") | |
| content = path.read_text(encoding="utf-8") | |
| if action.old_text not in content: | |
| return self._error_observation( | |
| f"old_text not found in file: {action.path}", | |
| action.path, | |
| "old_text_not_found", | |
| ) | |
| if content.count(action.old_text) > 1: | |
| return self._error_observation( | |
| f"old_text is not unique in file: {action.path}.", | |
| action.path, | |
| "old_text_not_unique", | |
| ) | |
| new_content = content.replace(action.old_text, action.new_text) | |
| path.write_text(new_content, encoding="utf-8") | |
| return SafeCodeObservation( | |
| success=True, | |
| output=f"Edited {action.path}", | |
| reward=EDIT_ACTION_REWARD, | |
| feedback=f"Edited {action.path}.", | |
| safety_score=self._state.last_safety_score, | |
| completion_score=self._state.last_completion_score, | |
| current_path=action.path, | |
| ) | |
| if action.action_type == "search": | |
| if not action.pattern: | |
| return self._error_observation("search requires pattern", action.path, "missing_pattern") | |
| return self._search_workspace(action.pattern, action.path) | |
| if action.action_type == "diff": | |
| return self._workspace_diff(action.path) | |
| if action.action_type == "run_command": | |
| if not action.command: | |
| return self._error_observation("run_command requires command", action.path, "missing_command") | |
| return self._run_command(action.command, semantic_text) | |
| if action.action_type == "submit": | |
| result = self._grader.evaluate_workspace( | |
| self._state.task_id, | |
| self._workspace_path, | |
| final=True, | |
| semantic_text=semantic_text, | |
| ) | |
| return SafeCodeObservation( | |
| success=result.success, | |
| output=self._truncate_text(result.stdout, MAX_OUTPUT_CHARS), | |
| error=self._truncate_text(result.stderr, MAX_ERROR_CHARS), | |
| error_code="" if result.success else "final_evaluation_failed", | |
| exit_code=result.exit_code, | |
| reward=self._apply_final_reward_adjustments(result.reward), | |
| done=True, | |
| feedback=result.feedback, | |
| safety_score=result.safety_score, | |
| completion_score=result.completion_score, | |
| current_path=".", | |
| passed_tests=result.passed_tests, | |
| failed_tests=result.failed_tests, | |
| ) | |
| return self._error_observation( | |
| f"Unsupported action_type: {action.action_type}", | |
| action.path, | |
| "unsupported_action", | |
| ) | |
| def _run_command(self, command: str, semantic_text: str) -> SafeCodeObservation: | |
| try: | |
| parts = shlex.split(command) | |
| except ValueError as exc: | |
| return self._error_observation(f"Invalid command syntax: {exc}", ".", "invalid_command_syntax") | |
| if not parts: | |
| return self._error_observation("run_command requires a non-empty command", ".", "empty_command") | |
| task_commands = set(TASKS[self._state.task_id].allowed_commands) | |
| if parts[0] not in task_commands: | |
| return self._error_observation( | |
| f"Command '{parts[0]}' is not allowed. Allowed commands: {sorted(task_commands)}", | |
| ".", | |
| "command_not_allowed", | |
| ) | |
| if not self._is_command_safe(parts): | |
| return self._error_observation( | |
| f"Command blocked by safety policy: {' '.join(parts)}", | |
| ".", | |
| "blocked_command", | |
| ) | |
| env = os.environ.copy() | |
| existing_pythonpath = env.get("PYTHONPATH", "") | |
| python_paths = [str(self._workspace_path)] | |
| src_path = self._workspace_path / "src" | |
| if src_path.exists(): | |
| python_paths.append(str(src_path)) | |
| if existing_pythonpath: | |
| python_paths.append(existing_pythonpath) | |
| env["PYTHONPATH"] = os.pathsep.join(python_paths) | |
| try: | |
| result = subprocess.run( | |
| parts, | |
| cwd=str(self._workspace_path), | |
| capture_output=True, | |
| text=True, | |
| timeout=20, | |
| env=env, | |
| ) | |
| except subprocess.TimeoutExpired as exc: | |
| return SafeCodeObservation( | |
| success=False, | |
| output=self._truncate_text(exc.stdout or "", MAX_OUTPUT_CHARS), | |
| error=self._truncate_text((exc.stderr or "") + "\nCommand timed out after 20 seconds.", MAX_ERROR_CHARS), | |
| error_code="command_timeout", | |
| exit_code=1, | |
| reward=TOOL_ERROR_PENALTY, | |
| done=False, | |
| feedback="Command timed out.", | |
| safety_score=self._state.last_safety_score, | |
| completion_score=self._state.last_completion_score, | |
| current_path=".", | |
| metadata={"command": command}, | |
| ) | |
| except FileNotFoundError: | |
| return self._error_observation(f"Command not found: {parts[0]}", ".", "command_not_found") | |
| self._state.last_command = command | |
| reward = 0.0 | |
| feedback = f"Command exited with code {result.returncode}." | |
| passed_tests = 0 | |
| failed_tests = 0 | |
| safety_score = self._state.last_safety_score | |
| completion_score = self._state.last_completion_score | |
| if parts[0] == "pytest": | |
| grade = self._grader.evaluate_workspace( | |
| self._state.task_id, | |
| self._workspace_path, | |
| final=False, | |
| semantic_text=semantic_text, | |
| ) | |
| reward = self._shape_pytest_reward(grade.reward, grade.passed_tests, grade.failed_tests) | |
| feedback = grade.feedback | |
| passed_tests = grade.passed_tests | |
| failed_tests = grade.failed_tests | |
| safety_score = grade.safety_score | |
| completion_score = grade.completion_score | |
| if ( | |
| AUTO_COMPLETE_ON_GREEN_PYTEST | |
| and result.returncode == 0 | |
| and passed_tests > 0 | |
| and failed_tests == 0 | |
| ): | |
| final_grade = self._grader.evaluate_workspace( | |
| self._state.task_id, | |
| self._workspace_path, | |
| final=True, | |
| semantic_text=semantic_text, | |
| ) | |
| final_reward = self._apply_final_reward_adjustments(final_grade.reward) | |
| return SafeCodeObservation( | |
| success=True, | |
| output=self._truncate_command_output(result.stdout, parts), | |
| error=self._truncate_text(result.stderr, MAX_ERROR_CHARS), | |
| error_code="", | |
| exit_code=result.returncode, | |
| reward=final_reward, | |
| done=True, | |
| feedback=f"{final_grade.feedback} Auto-completed after green pytest.", | |
| safety_score=final_grade.safety_score, | |
| completion_score=final_grade.completion_score, | |
| current_path=".", | |
| passed_tests=final_grade.passed_tests, | |
| failed_tests=final_grade.failed_tests, | |
| metadata={"command": command, "auto_completed": True}, | |
| ) | |
| elif result.returncode == 0: | |
| reward = NON_TEST_COMMAND_REWARD | |
| else: | |
| reward = TOOL_ERROR_PENALTY | |
| return SafeCodeObservation( | |
| success=result.returncode == 0, | |
| output=self._truncate_command_output(result.stdout, parts), | |
| error=self._truncate_text(result.stderr, MAX_ERROR_CHARS), | |
| error_code="" if result.returncode == 0 else "command_failed", | |
| exit_code=result.returncode, | |
| reward=reward, | |
| done=False, | |
| feedback=feedback, | |
| safety_score=safety_score, | |
| completion_score=completion_score, | |
| current_path=".", | |
| passed_tests=passed_tests, | |
| failed_tests=failed_tests, | |
| metadata={"command": command}, | |
| ) | |
| def _search_workspace(self, pattern: str, path: str) -> SafeCodeObservation: | |
| try: | |
| target = self._resolve_path(path) | |
| except ValueError as exc: | |
| return self._error_observation(str(exc), path, "invalid_path") | |
| if not target.exists(): | |
| return self._error_observation(f"Path not found: {path}", path, "path_not_found") | |
| rg_binary = shutil.which("rg") | |
| if rg_binary: | |
| result = subprocess.run( | |
| [rg_binary, "-n", pattern, str(target)], | |
| cwd=str(self._workspace_path), | |
| capture_output=True, | |
| text=True, | |
| ) | |
| output = result.stdout if result.returncode in (0, 1) else "" | |
| error = result.stderr if result.returncode not in (0, 1) else "" | |
| return SafeCodeObservation( | |
| success=result.returncode in (0, 1), | |
| output=self._truncate_text(output, MAX_OUTPUT_CHARS), | |
| error=self._truncate_text(error, MAX_ERROR_CHARS), | |
| error_code="" if result.returncode in (0, 1) else "search_failed", | |
| exit_code=0 if result.returncode in (0, 1) else result.returncode, | |
| reward=INFO_ACTION_REWARD if result.returncode in (0, 1) else TOOL_ERROR_PENALTY, | |
| feedback="Search completed.", | |
| safety_score=self._state.last_safety_score, | |
| completion_score=self._state.last_completion_score, | |
| current_path=path, | |
| files=self._extract_search_files(output), | |
| ) | |
| matches = [] | |
| if target.is_file(): | |
| files = [target] | |
| else: | |
| files = [file_path for file_path in target.rglob("*") if file_path.is_file()] | |
| for file_path in files: | |
| if "__pycache__" in file_path.parts or file_path.suffix == ".pyc": | |
| continue | |
| for line_no, line in enumerate(file_path.read_text(encoding="utf-8").splitlines(), start=1): | |
| if pattern in line: | |
| rel_path = file_path.resolve().relative_to(self._workspace_path.resolve()).as_posix() | |
| matches.append(f"{rel_path}:{line_no}:{line}") | |
| return SafeCodeObservation( | |
| success=True, | |
| output=self._truncate_text("\n".join(matches[:200]), MAX_OUTPUT_CHARS), | |
| reward=INFO_ACTION_REWARD, | |
| feedback="Search completed.", | |
| safety_score=self._state.last_safety_score, | |
| completion_score=self._state.last_completion_score, | |
| current_path=path, | |
| files=sorted({item.split(":", 1)[0] for item in matches}), | |
| ) | |
| def _workspace_diff(self, path: str) -> SafeCodeObservation: | |
| target = path if path not in ("", ".") else "" | |
| changed_files = self._compute_changed_files() | |
| if target: | |
| normalized = target.rstrip("/") | |
| changed_files = [ | |
| file_path | |
| for file_path in changed_files | |
| if file_path == normalized or file_path.startswith(normalized + "/") | |
| ] | |
| if not changed_files: | |
| return SafeCodeObservation( | |
| success=True, | |
| output="", | |
| reward=INFO_ACTION_REWARD, | |
| feedback="No workspace changes yet.", | |
| safety_score=self._state.last_safety_score, | |
| completion_score=self._state.last_completion_score, | |
| current_path=path or ".", | |
| files=[], | |
| ) | |
| diff_chunks = [] | |
| for relative_path in changed_files[:20]: | |
| current_path = self._workspace_path / relative_path | |
| original = self._starter_snapshot.get(relative_path, "").splitlines(keepends=True) | |
| current = [] | |
| if current_path.exists(): | |
| try: | |
| current = current_path.read_text(encoding="utf-8").splitlines(keepends=True) | |
| except UnicodeDecodeError: | |
| continue | |
| diff = difflib.unified_diff( | |
| original, | |
| current, | |
| fromfile=f"a/{relative_path}", | |
| tofile=f"b/{relative_path}", | |
| ) | |
| diff_chunks.append("".join(diff)) | |
| return SafeCodeObservation( | |
| success=True, | |
| output=self._truncate_text("\n".join(chunk for chunk in diff_chunks if chunk), MAX_DIFF_CHARS), | |
| reward=INFO_ACTION_REWARD, | |
| feedback=f"Generated diff for {len(changed_files)} changed files.", | |
| safety_score=self._state.last_safety_score, | |
| completion_score=self._state.last_completion_score, | |
| current_path=path or ".", | |
| files=changed_files, | |
| ) | |
| def _list_files(self, path: str) -> list[str]: | |
| target = self._resolve_path(path) | |
| workspace_root = self._workspace_path.resolve() | |
| if not target.exists(): | |
| raise FileNotFoundError(path) | |
| if target.is_file(): | |
| return [target.relative_to(workspace_root).as_posix()] | |
| entries = [] | |
| for child in sorted(target.rglob("*")): | |
| if "__pycache__" in child.parts or child.suffix == ".pyc": | |
| continue | |
| rel_path = child.resolve().relative_to(workspace_root).as_posix() | |
| entries.append(rel_path + ("/" if child.is_dir() else "")) | |
| return entries | |
| def _snapshot_workspace(self) -> dict[str, str]: | |
| snapshot: dict[str, str] = {} | |
| if self._workspace_path is None: | |
| return snapshot | |
| workspace_root = self._workspace_path.resolve() | |
| for path in self._workspace_path.rglob("*"): | |
| if path.is_file(): | |
| if "__pycache__" in path.parts or path.suffix == ".pyc": | |
| continue | |
| try: | |
| content = path.read_text(encoding="utf-8") | |
| except UnicodeDecodeError: | |
| continue | |
| snapshot[path.resolve().relative_to(workspace_root).as_posix()] = content | |
| return snapshot | |
| def _compute_changed_files(self) -> list[str]: | |
| if self._workspace_path is None: | |
| return [] | |
| changed = [] | |
| current = self._snapshot_workspace() | |
| for rel_path, content in current.items(): | |
| if self._starter_snapshot.get(rel_path) != content: | |
| changed.append(rel_path) | |
| for rel_path in self._starter_snapshot: | |
| if rel_path not in current: | |
| changed.append(rel_path) | |
| return sorted(set(changed)) | |
| def _build_semantic_text(self, action: SafeCodeAction) -> str: | |
| intent = (action.action_intent or action.action_description or "").strip() | |
| parts = [ | |
| f"intent: {intent}" if intent else "", | |
| f"action_type: {action.action_type}", | |
| f"path: {action.path}" if action.path else "", | |
| f"paths: {','.join(action.paths or [])}" if action.paths else "", | |
| f"pattern: {action.pattern}" if action.pattern else "", | |
| f"command: {action.command}" if action.command else "", | |
| ] | |
| if action.content: | |
| parts.append(f"content_preview: {action.content[:300]}") | |
| if action.old_text: | |
| parts.append(f"old_text_preview: {action.old_text[:200]}") | |
| if action.new_text: | |
| parts.append(f"new_text_preview: {action.new_text[:200]}") | |
| snippet = self._changed_code_snippets(limit_files=2, limit_chars=250) | |
| if snippet: | |
| parts.append(f"changed_snippets:\n{snippet}") | |
| return "\n".join(part for part in parts if part).strip() | |
| def _changed_code_snippets(self, *, limit_files: int, limit_chars: int) -> str: | |
| if self._workspace_path is None: | |
| return "" | |
| changed = self._compute_changed_files() | |
| chunks = [] | |
| for rel_path in changed: | |
| if not rel_path.endswith(".py"): | |
| continue | |
| file_path = self._workspace_path / rel_path | |
| if not file_path.exists() or not file_path.is_file(): | |
| continue | |
| try: | |
| text = file_path.read_text(encoding="utf-8") | |
| except Exception: | |
| continue | |
| chunks.append(f"FILE {rel_path}\n{text[:limit_chars]}") | |
| if len(chunks) >= limit_files: | |
| break | |
| return "\n\n".join(chunks) | |
| def _resolve_path(self, relative_path: str) -> Path: | |
| self._ensure_workspace() | |
| normalized = Path(relative_path or ".") | |
| candidate = (self._workspace_path / normalized).resolve() | |
| workspace_root = self._workspace_path.resolve() | |
| if workspace_root not in (candidate, *candidate.parents): | |
| raise ValueError(f"Path escapes workspace: {relative_path}") | |
| return candidate | |
| def _extract_search_files(self, output: str) -> list[str]: | |
| files = [] | |
| for line in output.splitlines(): | |
| if ":" in line: | |
| files.append(line.split(":", 1)[0]) | |
| return sorted(set(files)) | |
| def _is_command_safe(self, parts: list[str]) -> bool: | |
| if not parts: | |
| return False | |
| cmd = parts[0] | |
| if cmd in {"pytest", "ls", "pwd"}: | |
| return True | |
| if cmd in {"python", "python3"}: | |
| return len(parts) >= 3 and parts[1] == "-m" and parts[2] == "pytest" | |
| if cmd == "git": | |
| if len(parts) < 2: | |
| return False | |
| verb = parts[1] | |
| forbidden_verbs = {"reset", "restore", "push", "rebase", "clean", "cherry-pick", "am"} | |
| allowed_verbs = {"status", "diff", "log", "branch", "checkout", "merge", "add", "commit"} | |
| if verb in forbidden_verbs or verb not in allowed_verbs: | |
| return False | |
| return "--hard" not in parts | |
| return False | |
| def _error_observation(self, message: str, path: str, error_code: str) -> SafeCodeObservation: | |
| return SafeCodeObservation( | |
| success=False, | |
| output="", | |
| error=self._truncate_text(message, MAX_ERROR_CHARS), | |
| error_code=error_code, | |
| exit_code=1, | |
| reward=TOOL_ERROR_PENALTY, | |
| done=False, | |
| feedback=message, | |
| safety_score=self._state.last_safety_score, | |
| completion_score=self._state.last_completion_score, | |
| current_path=path, | |
| ) | |
| def _truncate_text(self, text: str, limit: int) -> str: | |
| if len(text) <= limit: | |
| return text | |
| head = int(limit * 0.65) | |
| tail = limit - head - len("\n...<truncated>...\n") | |
| return text[:head] + "\n...<truncated>...\n" + text[-max(tail, 0):] | |
| def _truncate_command_output(self, text: str, parts: list[str]) -> str: | |
| if parts and parts[0] == "pytest": | |
| return self._truncate_text(text, MAX_OUTPUT_CHARS) | |
| return self._truncate_text(text, MAX_OUTPUT_CHARS // 2) | |
| def _shape_pytest_reward(self, base_reward: float, passed: int, failed: int) -> float: | |
| total = passed + failed | |
| progress = (passed / total) if total > 0 else 0.0 | |
| prev_progress = self._last_test_progress | |
| delta = progress if prev_progress is None else (progress - prev_progress) | |
| self._last_test_progress = progress | |
| dense = 0.04 + (0.50 * progress) + (0.35 * max(delta, 0.0)) - (0.20 * max(-delta, 0.0)) | |
| blended = (0.60 * base_reward) + (0.40 * dense) | |
| return round(max(0.0, min(0.95, blended)), 3) | |
| def _apply_final_reward_adjustments(self, reward: float) -> float: | |
| extra_steps = max(0, self._state.step_count - 6) | |
| step_penalty = min(0.12, extra_steps * 0.01) | |
| error_penalty = min(0.15, self._tool_error_count * 0.02) | |
| adjusted = reward - step_penalty - error_penalty | |
| return round(max(0.0, min(1.0, adjusted)), 3) | |
| def _ensure_workspace(self) -> None: | |
| if self._workspace_path is None: | |
| raise RuntimeError("Environment not initialized. Call reset() first.") | |
| def _cleanup_workspace(self) -> None: | |
| if self._workspace_path and self._workspace_path.exists(): | |
| shutil.rmtree(self._workspace_path, ignore_errors=True) | |
| self._workspace_path = None | |
| def state(self) -> SafeCodeState: | |
| return self._state | |