Source code for nemo_evaluator.core.registry
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# SPDX-License-Identifier: Apache-2.0
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
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from typing import ClassVar, Type
from nemo_evaluator.api.base import EvalFrameworkBase
[docs]
class EvalFramworkRegistry:
"""Singleton registry for storing framework entry classes."""
_instance: ClassVar["EvalFramworkRegistry | None"] = None
_entries: list[Type[EvalFrameworkBase]]
def __new__(cls) -> "EvalFramworkRegistry":
if cls._instance is None:
cls._instance = super().__new__(cls)
cls._instance._entries = []
return cls._instance
[docs]
def register(
self, framework_entry_class: Type[EvalFrameworkBase]
) -> Type[EvalFrameworkBase]:
if not issubclass(framework_entry_class, EvalFrameworkBase):
raise TypeError(
f"Class {framework_entry_class.__name__} must inherit from EntryBase"
)
# Fail fast if a framework definition is missing
assert framework_entry_class.framework_def().exists()
self._entries.append(framework_entry_class)
return framework_entry_class
[docs]
def get_entries(self) -> list[Type[EvalFrameworkBase]]:
# This is to prevent modification, those are lightweight
return self._entries.copy()
# Global singleton instance
_REGISTRY = EvalFramworkRegistry()
# exposed API of this registry
[docs]
def get_global_registry() -> EvalFramworkRegistry:
return _REGISTRY
[docs]
def register_framework(
user_framework: Type[EvalFrameworkBase],
) -> Type[EvalFrameworkBase]:
"""Decorator to register an entry class for evaluation.
Usage:
@register_framework
class ExampleEvalFramwork(EvalFrameworkBase):
@staticmethod
def parse_output(output_dir: str) -> EvaluationResult:
# COMPLETE: add the parsing logic
pass
@staticmethod
def framework_def() -> Path:
# COMPLETE: add the path to your `framework.yml`
pass
"""
return get_global_registry().register(user_framework)