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authorS. Solomon Darnell2025-03-28 21:52:21 -0500
committerS. Solomon Darnell2025-03-28 21:52:21 -0500
commit4a52a71956a8d46fcb7294ac71734504bb09bcc2 (patch)
treeee3dc5af3b6313e921cd920906356f5d4febc4ed /R2R/r2r/base/providers/eval_provider.py
parentcc961e04ba734dd72309fb548a2f97d67d578813 (diff)
downloadgn-ai-master.tar.gz
two version of R2R are hereHEADmaster
Diffstat (limited to 'R2R/r2r/base/providers/eval_provider.py')
-rwxr-xr-xR2R/r2r/base/providers/eval_provider.py46
1 files changed, 46 insertions, 0 deletions
diff --git a/R2R/r2r/base/providers/eval_provider.py b/R2R/r2r/base/providers/eval_provider.py
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--- /dev/null
+++ b/R2R/r2r/base/providers/eval_provider.py
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+from typing import Optional, Union
+
+from ..abstractions.llm import GenerationConfig
+from .base_provider import Provider, ProviderConfig
+from .llm_provider import LLMConfig
+
+
+class EvalConfig(ProviderConfig):
+ """A base eval config class"""
+
+ llm: Optional[LLMConfig] = None
+
+ def validate(self) -> None:
+ if self.provider not in self.supported_providers:
+ raise ValueError(f"Provider {self.provider} not supported.")
+ if self.provider and not self.llm:
+ raise ValueError(
+ "EvalConfig must have a `llm` attribute when specifying a provider."
+ )
+
+ @property
+ def supported_providers(self) -> list[str]:
+ return [None, "local"]
+
+
+class EvalProvider(Provider):
+ """An abstract class to provide a common interface for evaluation providers."""
+
+ def __init__(self, config: EvalConfig):
+ if not isinstance(config, EvalConfig):
+ raise ValueError(
+ "EvalProvider must be initialized with a `EvalConfig`."
+ )
+
+ super().__init__(config)
+
+ def evaluate(
+ self,
+ query: str,
+ context: str,
+ completion: str,
+ eval_generation_config: Optional[GenerationConfig] = None,
+ ) -> dict[str, dict[str, Union[str, float]]]:
+ return self._evaluate(
+ query, context, completion, eval_generation_config
+ )