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215 lines
6.3 KiB
Python
215 lines
6.3 KiB
Python
# Copyright 2025 Google LLC.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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"""Provider discovery and registration system.
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This module provides centralized provider discovery without circular imports.
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It supports both built-in providers and third-party providers via entry points.
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"""
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from __future__ import annotations
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from importlib import metadata
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import functools
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import importlib
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from absl import logging
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from langextract.core import base_model
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__all__ = ["available_providers", "get_provider_class"]
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# Static mapping for built-in providers (always available)
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_BUILTINS: dict[str, str] = {
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"gemini": "langextract.providers.gemini:GeminiLanguageModel",
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"ollama": "langextract.providers.ollama:OllamaLanguageModel",
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}
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# Optional built-in providers (require extra dependencies)
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_OPTIONAL_BUILTINS: dict[str, str] = {
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"openai": "langextract.providers.openai:OpenAILanguageModel",
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}
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def _safe_entry_points(group: str) -> list:
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"""Get entry points with Python 3.8-3.12 compatibility.
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Args:
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group: Entry point group name.
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Returns:
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List of entry points in the specified group.
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"""
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eps = metadata.entry_points()
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try:
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# Python 3.10+
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return list(eps.select(group=group))
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except AttributeError:
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# Python 3.8-3.9
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return list(getattr(eps, "get")(group, []))
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@functools.lru_cache(maxsize=1)
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def _discovered() -> dict[str, str]:
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"""Cache discovered third-party providers.
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Returns:
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Dictionary mapping provider names to import specs.
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"""
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discovered: dict[str, str] = {}
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for ep in _safe_entry_points("langextract.providers"):
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# Handle both old and new entry_points API
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if hasattr(ep, "value"):
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discovered.setdefault(ep.name, ep.value)
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else:
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# Legacy API - construct from module and attr
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value = f"{ep.module}:{ep.attr}" if ep.attr else ep.module
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discovered.setdefault(ep.name, value)
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if discovered:
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logging.debug(
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"Discovered third-party providers: %s", list(discovered.keys())
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)
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return discovered
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def available_providers(
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allow_override: bool = False, include_optional: bool = True
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) -> dict[str, str]:
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"""Get all available providers (built-in + optional + third-party).
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Args:
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allow_override: If True, third-party providers can override built-ins.
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If False (default), built-ins take precedence.
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include_optional: If True (default), include optional built-in providers
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that may require extra dependencies.
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Returns:
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Dictionary mapping provider names to import specifications.
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"""
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providers = dict(_discovered())
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if include_optional:
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if allow_override:
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# Third-party can override optional built-ins
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providers.update(_OPTIONAL_BUILTINS)
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else:
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# Optional built-ins override third-party
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providers = {**providers, **_OPTIONAL_BUILTINS}
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# Always add core built-ins with highest precedence (unless allow_override)
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if allow_override:
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# Third-party and optional can override core built-ins
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providers.update(_BUILTINS)
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else:
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# Core built-ins take precedence over everything
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providers = {**providers, **_BUILTINS}
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return providers
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def _load_class(spec: str) -> type[base_model.BaseLanguageModel]:
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"""Load a provider class from module:Class specification.
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Args:
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spec: Import specification in format "module.path:ClassName".
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Returns:
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The loaded provider class.
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Raises:
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ImportError: If the spec is invalid or module cannot be imported.
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TypeError: If the loaded class is not a BaseLanguageModel.
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"""
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module_path, _, class_name = spec.partition(":")
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if not module_path or not class_name:
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raise ImportError(
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f"Invalid provider spec '{spec}' - expected 'module:Class'"
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)
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try:
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module = importlib.import_module(module_path)
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except ImportError as e:
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raise ImportError(
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f"Failed to import provider module '{module_path}': {e}"
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) from e
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try:
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cls = getattr(module, class_name)
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except AttributeError as e:
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raise ImportError(
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f"Provider class '{class_name}' not found in module '{module_path}'"
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) from e
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# Validate it's a language model
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if not isinstance(cls, type) or not issubclass(
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cls, base_model.BaseLanguageModel
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):
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# Fallback: check structural compatibility for non-ABC classes
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missing = []
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for method in ("infer", "parse_output"):
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if not hasattr(cls, method):
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missing.append(method)
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if missing:
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raise TypeError(
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f"{cls} is not a BaseLanguageModel and missing required methods:"
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f" {missing}"
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)
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logging.warning(
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"Provider %s does not inherit from BaseLanguageModel but appears"
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" compatible",
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cls,
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)
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return cls
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@functools.lru_cache(maxsize=None) # Cache all loaded classes
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def get_provider_class(
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name: str, allow_override: bool = False, include_optional: bool = True
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) -> type[base_model.BaseLanguageModel]:
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"""Get a provider class by name.
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Args:
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name: Provider name (e.g., "gemini", "openai", "ollama").
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allow_override: If True, allow third-party providers to override built-ins.
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include_optional: If True (default), include optional providers that
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may require extra dependencies.
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Returns:
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The provider class.
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Raises:
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KeyError: If the provider name is not found.
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ImportError: If the provider module cannot be imported (including
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missing optional dependencies).
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TypeError: If the provider class is not compatible.
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"""
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providers = available_providers(allow_override, include_optional)
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if name not in providers:
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available = sorted(providers.keys())
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raise KeyError(
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f"Unknown provider '{name}'. Available providers:"
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f" {', '.join(available) if available else 'none'}.\nHint: Did you"
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" install the necessary extras (e.g., pip install"
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f" langextract[{name}])?"
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)
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return _load_class(providers[name])
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