""" prefect_parser.py ~~~~~~~~~~~~~~~~~ Extracts features from Prefect flow files (both 1.x and 2.x/3.x APIs). Prefect 1.x uses class-based flows (@task on free functions, Flow context manager). Prefect 2.x/3.x uses @flow and @task decorators directly. We detect both patterns via AST. """ import ast import json from typing import Any def _decorator_names(node: ast.FunctionDef | ast.AsyncFunctionDef) -> list[str]: names = [] for dec in node.decorator_list: if isinstance(dec, ast.Name): names.append(dec.id) elif isinstance(dec, ast.Attribute): names.append(dec.attr) elif isinstance(dec, ast.Call): f = dec.func if isinstance(f, ast.Name): names.append(f.id) elif isinstance(f, ast.Attribute): names.append(f.attr) return names def _kw_value(node: ast.Call, name: str) -> ast.expr | None: for kw in node.keywords: if kw.arg == name: return kw.value return None def _const_int(node: ast.expr | None) -> int | None: if isinstance(node, ast.Constant) and isinstance(node.value, int): return node.value return None def _const_bool(node: ast.expr | None) -> bool | None: if isinstance(node, ast.Constant) and isinstance(node.value, bool): return node.value if isinstance(node, ast.Name): return {"True": True, "False": False}.get(node.id) return None class _PrefectVisitor(ast.NodeVisitor): def __init__(self) -> None: self.flow_count = 0 self.task_count = 0 self.max_retries = 0 self.has_retries = False self.has_schedule = False self.has_timeout = False self.uses_result_caching = False self.uses_state_handler = False self.uses_mapped_tasks = False self.has_deployment_block = False self.prefect_version = "unknown" self._imports: set[str] = set() def visit_Import(self, node: ast.Import) -> None: for alias in node.names: self._imports.add(alias.name) self.generic_visit(node) def visit_ImportFrom(self, node: ast.ImportFrom) -> None: if node.module: self._imports.add(node.module) # Version detection if node.module.startswith("prefect."): if "deployments" in node.module or "flows" in node.module: self.prefect_version = "2.x" if node.module == "prefect" and any( a.name in ("flow", "task") for a in node.names ): self.prefect_version = "2.x" self.generic_visit(node) def _inspect_flow_decorator(self, dec: ast.expr) -> None: if not isinstance(dec, ast.Call): return if _kw_value(dec, "schedule") is not None: self.has_schedule = True timeout = _kw_value(dec, "timeout_seconds") if timeout is not None: self.has_timeout = True def _inspect_task_decorator(self, dec: ast.expr) -> None: if not isinstance(dec, ast.Call): return retries = _kw_value(dec, "retries") or _kw_value(dec, "max_retries") if retries is not None: self.has_retries = True v = _const_int(retries) if v is not None and v > self.max_retries: self.max_retries = v if _kw_value(dec, "cache_key_fn") is not None: self.uses_result_caching = True if _kw_value(dec, "result_storage") is not None: self.uses_result_caching = True def visit_FunctionDef(self, node: ast.FunctionDef) -> None: dnames = _decorator_names(node) if "flow" in dnames: self.flow_count += 1 for dec in node.decorator_list: self._inspect_flow_decorator(dec) if "task" in dnames: self.task_count += 1 for dec in node.decorator_list: self._inspect_task_decorator(dec) self.generic_visit(node) visit_AsyncFunctionDef = visit_FunctionDef def visit_With(self, node: ast.With) -> None: """Prefect 1.x: with Flow(...) as flow:""" for item in node.items: if isinstance(item.context_expr, ast.Call): f = item.context_expr.func name = f.id if isinstance(f, ast.Name) else ( f.attr if isinstance(f, ast.Attribute) else "" ) if name == "Flow": self.flow_count += 1 self.prefect_version = "1.x" sched = _kw_value(item.context_expr, "schedule") if sched is not None: self.has_schedule = True self.generic_visit(node) def visit_Call(self, node: ast.Call) -> None: f = node.func name = "" if isinstance(f, ast.Attribute): name = f.attr # .map() for Prefect 1.x mapped tasks if name == "map": self.uses_mapped_tasks = True # unmapped() for Prefect 2.x mapped tasks if isinstance(f, ast.Name) and f.id == "unmapped": self.uses_mapped_tasks = True # Deployment block if isinstance(f, ast.Name) and f.id in ("Deployment", "deploy"): self.has_deployment_block = True if isinstance(f, ast.Attribute) and f.attr in ("Deployment", "deploy"): self.has_deployment_block = True # State handlers (Prefect 1.x) for kw in node.keywords: if kw.arg == "state_handlers": self.uses_state_handler = True self.generic_visit(node) def extract(content: str, file_path: str) -> dict: """ Parse one Prefect flow file. Returns a feature dict for prefect_flow_features. """ lines = content.splitlines() file_lines = len(lines) try: tree = ast.parse(content, filename=file_path) except SyntaxError as exc: return {"parse_error": str(exc), "file_lines": file_lines} v = _PrefectVisitor() try: v.visit(tree) except Exception as exc: # noqa: BLE001 return {"parse_error": f"visitor: {exc}", "file_lines": file_lines} return { "prefect_version": v.prefect_version, "flow_count": v.flow_count, "task_count": v.task_count, "has_retries": int(v.has_retries), "max_retries": v.max_retries or None, "has_schedule": int(v.has_schedule), "has_timeout": int(v.has_timeout), "uses_result_caching": int(v.uses_result_caching), "uses_state_handler": int(v.uses_state_handler), "uses_mapped_tasks": int(v.uses_mapped_tasks), "has_deployment_block": int(v.has_deployment_block), "antipattern_no_retries": int(not v.has_retries), "antipattern_no_timeout": int(not v.has_timeout), "file_lines": file_lines, "parse_error": None, }