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4 changed files with 67 additions and 24 deletions
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@ -3,4 +3,10 @@
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#
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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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# 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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# the root directory of this source tree.
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from .mmlu import mmlu # noqa: F401
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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 .mmlu import mmlu # noqa: F401
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@ -4,21 +4,27 @@
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# This source code is licensed under the terms described in the LICENSE file in
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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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# the root directory of this source tree.
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from llama_models.llama3.api.datatypes import URL
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# # Copyright (c) Meta Platforms, Inc. and affiliates.
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from llama_stack.apis.common.type_system import ChatCompletionInputType, StringType
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# # All rights reserved.
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from llama_stack.apis.datasetio import DatasetDef
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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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mmlu = DatasetDef(
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# from llama_models.llama3.api.datatypes import URL
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identifier="mmlu",
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# from llama_stack.apis.common.type_system import ChatCompletionInputType, StringType
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url=URL(uri="https://huggingface.co/datasets/llamastack/evals"),
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# from llama_stack.apis.datasetio import DatasetDef
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dataset_schema={
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"input_query": StringType(),
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# mmlu = DatasetDef(
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"expected_answer": StringType(),
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# identifier="mmlu",
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"chat_completion_input": ChatCompletionInputType(),
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# url=URL(uri="https://huggingface.co/datasets/llamastack/evals"),
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},
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# dataset_schema={
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metadata={
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# "input_query": StringType(),
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"path": "llamastack/evals",
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# "expected_answer": StringType(),
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"name": "evals__mmlu__details",
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# "chat_completion_input": ChatCompletionInputType(),
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"split": "train",
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# },
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},
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# metadata={
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)
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# "path": "llamastack/evals",
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# "name": "evals__mmlu__details",
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# "split": "train",
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# },
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# )
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@ -12,8 +12,6 @@ import datasets as hf_datasets
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from llama_stack.providers.datatypes import DatasetsProtocolPrivate
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from llama_stack.providers.datatypes import DatasetsProtocolPrivate
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from llama_stack.providers.utils.datasetio.url_utils import get_dataframe_from_url
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from llama_stack.providers.utils.datasetio.url_utils import get_dataframe_from_url
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from .benchmarks import mmlu
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from .config import HuggingfaceDatasetIOConfig
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from .config import HuggingfaceDatasetIOConfig
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@ -37,9 +35,10 @@ class HuggingfaceDatasetIOImpl(DatasetIO, DatasetsProtocolPrivate):
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self.dataset_infos = {}
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self.dataset_infos = {}
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async def initialize(self) -> None:
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async def initialize(self) -> None:
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pass
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# pre-registered benchmark datasets
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# pre-registered benchmark datasets
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pre_registered_datasets = [mmlu]
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# pre_registered_datasets = [mmlu]
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self.dataset_infos = {x.identifier: x for x in pre_registered_datasets}
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# self.dataset_infos = {x.identifier: x for x in pre_registered_datasets}
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async def shutdown(self) -> None: ...
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async def shutdown(self) -> None: ...
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@ -7,7 +7,11 @@
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import pytest
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import pytest
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from llama_models.llama3.api import SamplingParams
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from llama_models.llama3.api import SamplingParams, URL
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from llama_stack.apis.common.type_system import ChatCompletionInputType, StringType
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from llama_stack.apis.datasetio.datasetio import DatasetDefWithProvider
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from llama_stack.apis.eval.eval import (
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from llama_stack.apis.eval.eval import (
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AppEvalTaskConfig,
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AppEvalTaskConfig,
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@ -153,8 +157,36 @@ class Testeval:
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assert len(response) > 0
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assert len(response) > 0
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if response[0].provider_id != "huggingface":
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if response[0].provider_id != "huggingface":
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pytest.skip(
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pytest.skip(
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"Only huggingface provider supports pre-registered benchmarks datasets"
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"Only huggingface provider supports pre-registered remote datasets"
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)
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)
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# register dataset
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mmlu = DatasetDefWithProvider(
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identifier="mmlu",
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url=URL(uri="https://huggingface.co/datasets/llamastack/evals"),
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dataset_schema={
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"input_query": StringType(),
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"expected_answer": StringType(),
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"chat_completion_input": ChatCompletionInputType(),
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},
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metadata={
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"path": "llamastack/evals",
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"name": "evals__mmlu__details",
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"split": "train",
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},
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provider_id="",
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)
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await datasets_impl.register_dataset(mmlu)
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# register eval task
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meta_reference_mmlu = EvalTaskDefWithProvider(
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identifier="meta-reference-mmlu",
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dataset_id="mmlu",
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scoring_functions=["meta-reference::regex_parser_multiple_choice_answer"],
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provider_id="",
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)
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await eval_tasks_impl.register_eval_task(meta_reference_mmlu)
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# list benchmarks
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# list benchmarks
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response = await eval_tasks_impl.list_eval_tasks()
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response = await eval_tasks_impl.list_eval_tasks()
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