datasets api

This commit is contained in:
Xi Yan 2024-10-14 13:16:39 -07:00
parent 18fe966e96
commit f046899a1c
15 changed files with 281 additions and 80 deletions

View file

@ -73,6 +73,16 @@ class RoutingTableProviderSpec(ProviderSpec):
pip_packages: List[str] = Field(default_factory=list)
# Example: /datasets
class RegistryProviderSpec(ProviderSpec):
provider_type: str = "registry"
config_class: str = ""
docker_image: Optional[str] = None
module: str
pip_packages: List[str] = Field(default_factory=list)
class DistributionSpec(BaseModel):
description: Optional[str] = Field(
default="",

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@ -21,6 +21,19 @@ class AutoRoutedApiInfo(BaseModel):
router_api: Api
class RegistryApiInfo(BaseModel):
registry_api: Api
# registry: Registry
def builtin_registry_apis() -> List[RegistryApiInfo]:
return [
RegistryApiInfo(
registry_api=Api.datasets,
)
]
def builtin_automatically_routed_apis() -> List[AutoRoutedApiInfo]:
return [
AutoRoutedApiInfo(
@ -42,7 +55,12 @@ def providable_apis() -> List[Api]:
routing_table_apis = set(
x.routing_table_api for x in builtin_automatically_routed_apis()
)
return [api for api in Api if api not in routing_table_apis and api != Api.inspect]
registry_apis = set(
x.registry_api for x in builtin_registry_apis() if x.registry_api
)
non_providable_apis = routing_table_apis | registry_apis | {Api.inspect}
return [api for api in Api if api not in non_providable_apis]
def get_provider_registry() -> Dict[Api, Dict[str, ProviderSpec]]:

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@ -3,3 +3,20 @@
#
# This source code is licensed under the terms described in the LICENSE file in
# the root directory of this source tree.
from typing import Any
from llama_stack.providers.datatypes import Api
from .datasets.dataset import DatasetRegistryImpl
async def get_registry_impl(api: Api, _deps) -> Any:
api_to_registry = {
"datasets": DatasetRegistryImpl,
}
if api.value not in api_to_registry:
raise ValueError(f"API {api.value} not found in registry map")
impl = api_to_registry[api.value]()
await impl.initialize()
return impl

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@ -5,9 +5,9 @@
# the root directory of this source tree.
# TODO: make these import config based
from llama_stack.apis.dataset import * # noqa: F403
from llama_stack.apis.datasets import * # noqa: F403
from ..registry import Registry
from .dataset import CustomDataset, HuggingfaceDataset
from .dataset_wrappers import CustomDataset, HuggingfaceDataset
class DatasetRegistry(Registry[BaseDataset]):

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@ -3,76 +3,38 @@
#
# This source code is licensed under the terms described in the LICENSE file in
# the root directory of this source tree.
import pandas
from datasets import Dataset, load_dataset
from llama_stack.apis.dataset import * # noqa: F403
# from llama_stack.apis.datasets import *
# from llama_stack.distribution.registry.datasets import DatasetRegistry # noqa: F403
# from ..registry import Registry
# from .dataset_wrappers import CustomDataset, HuggingfaceDataset
class CustomDataset(BaseDataset[DictSample]):
def __init__(self, config: CustomDatasetDef) -> None:
super().__init__()
self.config = config
self.dataset = None
self.index = 0
class DatasetRegistryImpl(Datasets):
"""API Impl to interact with underlying dataset registry"""
@property
def dataset_id(self) -> str:
return self.config.identifier
def __init__(
self,
) -> None:
pass
def __iter__(self) -> Iterator[DictSample]:
if not self.dataset:
self.load()
return (DictSample(data=x) for x in self.dataset)
async def initialize(self) -> None:
pass
def __str__(self) -> str:
return f"CustomDataset({self.config})"
async def shutdown(self) -> None:
pass
def __len__(self) -> int:
if not self.dataset:
self.load()
return len(self.dataset)
async def create_dataset(
self,
dataset_def: DatasetDef,
) -> None:
print(f"Creating dataset {dataset.identifier}")
def load(self, n_samples: Optional[int] = None) -> None:
if self.dataset:
return
async def get_dataset(
self,
dataset_identifier: str,
) -> DatasetDef:
pass
# TODO: better support w/ data url
if self.config.url.endswith(".csv"):
df = pandas.read_csv(self.config.url)
elif self.config.url.endswith(".xlsx"):
df = pandas.read_excel(self.config.url)
if n_samples is not None:
df = df.sample(n=n_samples)
self.dataset = Dataset.from_pandas(df)
class HuggingfaceDataset(BaseDataset[DictSample]):
def __init__(self, config: HuggingfaceDatasetDef):
super().__init__()
self.config = config
self.dataset = None
@property
def dataset_id(self) -> str:
return self.config.identifier
def __iter__(self) -> Iterator[DictSample]:
if not self.dataset:
self.load()
return (DictSample(data=x) for x in self.dataset)
def __str__(self):
return f"HuggingfaceDataset({self.config})"
def __len__(self):
if not self.dataset:
self.load()
return len(self.dataset)
def load(self):
if self.dataset:
return
self.dataset = load_dataset(self.config.dataset_name, **self.config.kwargs)
async def delete_dataset(self, dataset_identifier: str) -> None:
pass

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@ -0,0 +1,78 @@
# Copyright (c) Meta Platforms, Inc. and affiliates.
# All rights reserved.
#
# This source code is licensed under the terms described in the LICENSE file in
# the root directory of this source tree.
import pandas
from datasets import Dataset, load_dataset
from llama_stack.apis.datasets import * # noqa: F403
class CustomDataset(BaseDataset[DictSample]):
def __init__(self, config: CustomDatasetDef) -> None:
super().__init__()
self.config = config
self.dataset = None
self.index = 0
@property
def dataset_id(self) -> str:
return self.config.identifier
def __iter__(self) -> Iterator[DictSample]:
if not self.dataset:
self.load()
return (DictSample(data=x) for x in self.dataset)
def __str__(self) -> str:
return f"CustomDataset({self.config})"
def __len__(self) -> int:
if not self.dataset:
self.load()
return len(self.dataset)
def load(self, n_samples: Optional[int] = None) -> None:
if self.dataset:
return
# TODO: better support w/ data url
if self.config.url.endswith(".csv"):
df = pandas.read_csv(self.config.url)
elif self.config.url.endswith(".xlsx"):
df = pandas.read_excel(self.config.url)
if n_samples is not None:
df = df.sample(n=n_samples)
self.dataset = Dataset.from_pandas(df)
class HuggingfaceDataset(BaseDataset[DictSample]):
def __init__(self, config: HuggingfaceDatasetDef):
super().__init__()
self.config = config
self.dataset = None
@property
def dataset_id(self) -> str:
return self.config.identifier
def __iter__(self) -> Iterator[DictSample]:
if not self.dataset:
self.load()
return (DictSample(data=x) for x in self.dataset)
def __str__(self):
return f"HuggingfaceDataset({self.config})"
def __len__(self):
if not self.dataset:
self.load()
return len(self.dataset)
def load(self):
if self.dataset:
return
self.dataset = load_dataset(self.config.dataset_name, **self.config.kwargs)

View file

@ -12,6 +12,7 @@ from llama_stack.providers.datatypes import * # noqa: F403
from llama_stack.distribution.datatypes import * # noqa: F403
from llama_stack.apis.agents import Agents
from llama_stack.apis.datasets import Datasets
from llama_stack.apis.evals import Evals
from llama_stack.apis.inference import Inference
from llama_stack.apis.inspect import Inspect
@ -23,6 +24,7 @@ from llama_stack.apis.shields import Shields
from llama_stack.apis.telemetry import Telemetry
from llama_stack.distribution.distribution import (
builtin_automatically_routed_apis,
builtin_registry_apis,
get_provider_registry,
)
from llama_stack.distribution.utils.dynamic import instantiate_class_type
@ -40,6 +42,7 @@ def api_protocol_map() -> Dict[Api, Any]:
Api.shields: Shields,
Api.telemetry: Telemetry,
Api.evals: Evals,
Api.datasets: Datasets,
}
@ -139,6 +142,20 @@ async def resolve_impls_with_routing(run_config: StackRunConfig) -> Dict[Api, An
)
}
for info in builtin_registry_apis():
providers_with_specs[info.registry_api.value] = {
"__builtin__": ProviderWithSpec(
provider_id="__registry__",
provider_type="__registry__",
config={},
spec=RegistryProviderSpec(
api=info.registry_api,
module="llama_stack.distribution.registry",
deps__=[],
),
)
}
sorted_providers = topological_sort(
{k: v.values() for k, v in providers_with_specs.items()}
)
@ -259,6 +276,12 @@ async def instantiate_provider(
config = None
args = [provider_spec.api, inner_impls, deps]
elif isinstance(provider_spec, RegistryProviderSpec):
print("ROUTER PROVIDER SPEC")
method = "get_registry_impl"
config = None
args = [provider_spec.api, deps]
else:
method = "get_provider_impl"