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169 lines
6.1 KiB
Python
169 lines
6.1 KiB
Python
# SPDX-License-Identifier: AGPL-3.0-only
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# Copyright 2026-present the Unsloth AI Inc. team. All rights reserved. See /studio/LICENSE.AGPL-3.0
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"""Generate Typer CLI options from Pydantic models."""
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import functools
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import inspect
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from pathlib import Path
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from typing import Any, Callable, List, Optional, get_args, get_origin
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import typer
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from pydantic import BaseModel
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def _python_name_to_cli_flag(name: str) -> str:
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"""Convert python_name to --cli-flag."""
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return "--" + name.replace("_", "-")
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def _unwrap_optional(annotation: Any) -> Any:
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"""Unwrap Optional[X] to X."""
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origin = get_origin(annotation)
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if origin is not None:
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args = get_args(annotation)
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if type(None) in args:
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non_none = [a for a in args if a is not type(None)]
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if non_none:
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return non_none[0]
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return annotation
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def _is_bool_field(annotation: Any) -> bool:
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"""Check if field is a boolean (including Optional[bool])."""
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return _unwrap_optional(annotation) is bool
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def _is_list_type(annotation: Any) -> bool:
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"""Check if type is a List (including Optional[List[...]] and bare list)."""
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unwrapped = _unwrap_optional(annotation)
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return unwrapped is list or get_origin(unwrapped) is list
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def _list_element_type(annotation: Any) -> type:
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"""Element type for a List field; falls back to str for complex inners."""
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args = get_args(_unwrap_optional(annotation))
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elem = args[0] if args else str
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return elem if elem in (str, int, float, Path) else str
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def _get_python_type(annotation: Any) -> type:
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"""Get the Python type for annotation."""
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unwrapped = _unwrap_optional(annotation)
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if unwrapped in (str, int, float, bool, Path):
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return unwrapped
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return str
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def _collect_config_fields(config_class: type[BaseModel]) -> list[tuple[str, Any]]:
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"""
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Flatten config class fields (recursing into nested models) into a list of
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(name, field_info) tuples. Raises ValueError on duplicate field names.
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"""
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fields = []
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seen_names: set[str] = set()
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for name, field_info in config_class.model_fields.items():
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annotation = field_info.annotation
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# Recurse into nested models
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if isinstance(annotation, type) and issubclass(annotation, BaseModel):
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for nested_name, nested_field in annotation.model_fields.items():
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if nested_name in seen_names:
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raise ValueError(f"Duplicate field name '{nested_name}' in config")
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seen_names.add(nested_name)
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fields.append((nested_name, nested_field))
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else:
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if name in seen_names:
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raise ValueError(f"Duplicate field name '{name}' in config")
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seen_names.add(name)
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fields.append((name, field_info))
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return fields
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def add_options_from_config(config_class: type[BaseModel]) -> Callable:
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"""
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Decorator that adds CLI options for all fields in a Pydantic config model.
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The decorated function should declare a `config_overrides: dict = None` parameter
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which will receive a dict of all CLI-provided config values.
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"""
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fields = _collect_config_fields(config_class)
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field_names = {name for name, _field_info in fields}
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def decorator(func: Callable) -> Callable:
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sig = inspect.signature(func)
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original_params = list(sig.parameters.values())
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original_param_names = {p.name for p in original_params}
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# Build new parameters: config fields first, then original params
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new_params = []
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for field_name, field_info in fields:
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# Skip fields already defined in function signature (e.g., with envvar)
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if field_name in original_param_names:
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continue
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annotation = field_info.annotation
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flag_name = _python_name_to_cli_flag(field_name)
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help_text = field_info.description or ""
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if _is_list_type(annotation):
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# Repeatable option: --flag a --flag b -> ["a", "b"]
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default = typer.Option(None, flag_name, help = help_text)
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param = inspect.Parameter(
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field_name,
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inspect.Parameter.POSITIONAL_OR_KEYWORD,
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default = default,
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annotation = Optional[List[_list_element_type(annotation)]],
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)
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new_params.append(param)
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continue
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if _is_bool_field(annotation):
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default = typer.Option(
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None,
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f"{flag_name}/--no-{field_name.replace('_', '-')}",
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help = help_text,
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)
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param = inspect.Parameter(
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field_name,
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inspect.Parameter.POSITIONAL_OR_KEYWORD,
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default = default,
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annotation = Optional[bool],
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)
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else:
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py_type = _get_python_type(annotation)
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default = typer.Option(None, flag_name, help = help_text)
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param = inspect.Parameter(
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field_name,
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inspect.Parameter.POSITIONAL_OR_KEYWORD,
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default = default,
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annotation = Optional[py_type],
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)
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new_params.append(param)
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# Add original params, excluding config_overrides (will be injected)
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for param in original_params:
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if param.name != "config_overrides":
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new_params.append(param)
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new_sig = sig.replace(parameters = new_params)
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@functools.wraps(func)
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def wrapper(*args, **kwargs):
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config_overrides = {}
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for key in list(kwargs.keys()):
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if key in field_names:
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if kwargs[key] is not None:
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config_overrides[key] = kwargs[key]
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# Only delete if not an explicitly declared parameter
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if key not in original_param_names:
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del kwargs[key]
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kwargs["config_overrides"] = config_overrides
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return func(*args, **kwargs)
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wrapper.__signature__ = new_sig
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return wrapper
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return decorator
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