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eval api
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parent
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2 changed files with 85 additions and 5 deletions
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@ -14,6 +14,8 @@ from llama_stack.apis.scoring_functions import * # noqa: F403
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from llama_stack.apis.agents import AgentConfig
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from llama_stack.apis.common.job_types import Job, JobStatus
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from llama_stack.apis.scoring import * # noqa: F403
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from llama_stack.apis.scoring_functions import * # noqa: F403
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from llama_stack.apis.eval_tasks import * # noqa: F403
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@json_schema_type
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@ -34,11 +36,27 @@ EvalCandidate = Annotated[
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Union[ModelCandidate, AgentCandidate], Field(discriminator="type")
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]
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# @json_schema_type
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# class EvalTaskDef(BaseModel):
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# dataset_id: str
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# candidate: EvalCandidate
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# scoring_functions: List[str]
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@json_schema_type
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class BenchmarkEvalTaskConfig(BaseModel):
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type: Literal["benchmark"] = "benchmark"
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eval_candidate: EvalCandidate # type: ignore
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@json_schema_type
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class AppEvalTaskConfig(BaseModel):
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type: Literal["app"] = "app"
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eval_candidate: EvalCandidate # type: ignore
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scoring_functions_config: Dict[str, ScoringFnConfig] = Field(
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description="Map between scoring function id and parameters",
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default_factory=dict,
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)
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# we could optinally add any GenEval specific dataset config here
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EvalTaskConfig = Annotated[
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Union[BenchmarkEvalTaskConfig, AppEvalTaskConfig], Field(discriminator="type")
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]
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@json_schema_type
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@ -50,6 +68,13 @@ class EvaluateResponse(BaseModel):
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class Eval(Protocol):
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@webmethod(route="/eval/evaluate_batch", method="POST")
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async def evaluate_task(
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self,
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eval_task_def: Union[str, EvalTaskDef], # type: ignore
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eval_task_config: EvalTaskConfig, # type: ignore
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) -> Job: ...
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@webmethod(route="/eval/evaluate_batch", method="POST")
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async def evaluate_batch(
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self,
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55
llama_stack/apis/eval_tasks/eval_tasks.py
Normal file
55
llama_stack/apis/eval_tasks/eval_tasks.py
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@ -0,0 +1,55 @@
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# Copyright (c) Meta Platforms, Inc. and affiliates.
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# All rights reserved.
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#
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# This source code is licensed under the terms described in the LICENSE file in
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# the root directory of this source tree.
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from enum import Enum
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from typing import (
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Any,
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Dict,
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List,
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Literal,
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Optional,
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Protocol,
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runtime_checkable,
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Union,
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)
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from llama_models.schema_utils import json_schema_type, webmethod
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from llama_stack.apis.common.type_system import ParamType
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from pydantic import BaseModel, Field
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from typing_extensions import Annotated
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@json_schema_type
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class EvalTaskDef(BaseModel):
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identifier: str
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dataset_id: str
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scoring_functions: List[str]
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metadata: Dict[str, Any] = Field(
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default_factory=dict,
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description="Metadata for this evaluation task (e.g. from GECO)",
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)
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@json_schema_type
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class EvalTaskDefWithProvider(EvalTaskDef):
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type: Literal["eval_task"] = "eval_task"
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provider_id: str = Field(
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description="ID of the provider which serves this dataset",
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)
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@runtime_checkable
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class EvalTasks(Protocol):
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@webmethod(route="/eval_tasks/list", method="GET")
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async def list_eval_tasks(self) -> List[EvalTaskDefWithProvider]: ...
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@webmethod(route="/eval_tasks/get", method="GET")
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async def get_eval_tasks(self, name: str) -> Optional[EvalTaskDefWithProvider]: ...
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@webmethod(route="/eval_tasks/register", method="POST")
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async def register_eval_tasks(
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self, function_def: EvalTaskDefWithProvider
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) -> None: ...
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