"""Normalize heterogeneous repository files into model-readable text.""" from __future__ import annotations import json from pathlib import PurePosixPath from .repo import RepoFile NOTEBOOK_SUFFIXES = {".ipynb"} MARKDOWN_SUFFIXES = {".md", ".mdx", ".markdown", ".rst", ".adoc"} def normalized_path(path: str) -> str: return PurePosixPath(path).as_posix().lstrip("/") def decoded_content(file: RepoFile) -> str: if isinstance(file.content, str): return file.content return file.content.decode(file.encoding or "utf-8", errors="replace") def is_binary(file: RepoFile) -> bool: if isinstance(file.content, str): return False head = file.content[:8192] if b"\x00" in head: return True if not head: return False control = sum(byte < 9 or 13 < byte < 32 for byte in head) return control / len(head) > 0.05 def file_role(file: RepoFile) -> str: path = normalized_path(file.path) name = PurePosixPath(path).name.lower() suffix = PurePosixPath(path).suffix.lower() if is_binary(file): return "binary" if suffix in NOTEBOOK_SUFFIXES: return "notebook" if suffix in MARKDOWN_SUFFIXES or name.startswith("readme"): return "documentation" if name in {"makefile", "cmakelists.txt", "build.gradle", "build.gradle.kts", "pom.xml"}: return "build" if name in {"package.json", "pyproject.toml", "cargo.toml", "go.mod", "composer.json"}: return "manifest" return "source" if file.language else "unknown" def notebook_text(file: RepoFile) -> str | None: """Render a notebook as an ordered cell stream; return None if malformed.""" try: data = json.loads(decoded_content(file)) except (json.JSONDecodeError, TypeError, UnicodeError): return None cells = data.get("cells") if not isinstance(cells, list): return None rendered: list[str] = [] for cell in cells: if not isinstance(cell, dict): continue kind = cell.get("cell_type") source = cell.get("source", "") if isinstance(source, list): source = "".join(part for part in source if isinstance(part, str)) if not isinstance(source, str): continue if kind == "markdown": rendered.append("# Cell: Markdown\n" + source.rstrip()) elif kind == "code": rendered.append("# Cell: Code\n" + source.rstrip()) outputs = cell.get("outputs") if isinstance(outputs, list) and outputs: output = _notebook_output(outputs[-1]) if output: rendered.append("# Cell: Output\n" + output.rstrip()) return "\n".join(rendered).rstrip() + ("\n" if rendered else "") def _notebook_output(output: object) -> str: if not isinstance(output, dict): return "" value = output.get("text") if value is None and isinstance(output.get("data"), dict): value = output["data"].get("text/plain") if isinstance(value, list): return "".join(part for part in value if isinstance(part, str)) return value if isinstance(value, str) else "" def training_content(file: RepoFile, config) -> tuple[str, str, str]: """Return rendered content, policy, and role for one file.""" role = file_role(file) if role == "binary": return "", "metadata_only", role if file.is_vendor and config.metadata_only_vendor: return "", "metadata_only", role if file.is_generated and config.metadata_only_generated: return "", "metadata_only", role if role == "notebook": rendered = notebook_text(file) if rendered is not None: return rendered, "structured", role return decoded_content(file), "full", role