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features.py
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132 lines (120 loc) · 4.57 KB
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from fastapi import APIRouter, Depends, Query
from feast.api.registry.rest.codegen_utils import render_feature_code
from feast.api.registry.rest.rest_utils import (
aggregate_across_projects,
create_grpc_pagination_params,
create_grpc_sorting_params,
get_object_relationships,
get_pagination_params,
get_relationships_for_objects,
get_sorting_params,
grpc_call,
)
from feast.registry_server import RegistryServer_pb2
from feast.type_map import _convert_value_type_str_to_value_type
from feast.types import from_value_type
def get_feature_router(grpc_handler) -> APIRouter:
router = APIRouter()
@router.get("/features")
def list_features(
project: str = Query(...),
feature_view: str = Query(None),
name: str = Query(None),
include_relationships: bool = Query(
False, description="Include relationships for each feature"
),
allow_cache: bool = Query(
True, description="Allow using cached registry data (default: true)"
),
pagination_params: dict = Depends(get_pagination_params),
sorting_params: dict = Depends(get_sorting_params),
):
req = RegistryServer_pb2.ListFeaturesRequest(
project=project,
feature_view=feature_view or "",
name=name or "",
allow_cache=allow_cache,
pagination=create_grpc_pagination_params(pagination_params),
sorting=create_grpc_sorting_params(sorting_params),
)
response = grpc_call(grpc_handler.ListFeatures, req)
if "features" not in response:
response["features"] = []
if "pagination" not in response:
response["pagination"] = {}
if include_relationships:
features = response.get("features", [])
relationships = get_relationships_for_objects(
grpc_handler, features, "feature", project, allow_cache
)
response["relationships"] = relationships
return response
@router.get("/features/{feature_view}/{name}")
def get_feature(
feature_view: str,
name: str,
project: str = Query(...),
include_relationships: bool = Query(
False, description="Include relationships for this feature"
),
allow_cache: bool = Query(True),
):
req = RegistryServer_pb2.GetFeatureRequest(
project=project,
feature_view=feature_view,
name=name,
allow_cache=allow_cache,
)
response = grpc_call(grpc_handler.GetFeature, req)
if include_relationships:
response["relationships"] = get_object_relationships(
grpc_handler, "feature", name, project, allow_cache
)
if response:
dtype_str = response.get("type") or response.get("dtype")
value_type_enum = (
_convert_value_type_str_to_value_type(dtype_str.upper())
if dtype_str
else None
)
feast_type = from_value_type(value_type_enum) if value_type_enum else None
dtype = (
feast_type.__name__
if feast_type and hasattr(feast_type, "__name__")
else "String"
)
context = dict(
name=response.get("name", name),
dtype=dtype,
description=response.get("description", ""),
tags=response.get("tags", response.get("labels", {})) or {},
)
response["featureDefinition"] = render_feature_code(context)
return response
@router.get("/features/all")
def list_features_all(
page: int = Query(1, ge=1),
limit: int = Query(50, ge=1, le=100),
sort_by: str = Query(None),
sort_order: str = Query("asc"),
include_relationships: bool = Query(
False, description="Include relationships for each feature"
),
allow_cache: bool = Query(
True, description="Allow using cached registry data (default: true)"
),
):
return aggregate_across_projects(
grpc_handler=grpc_handler,
list_method=grpc_handler.ListFeatures,
request_cls=RegistryServer_pb2.ListFeaturesRequest,
response_key="features",
object_type="feature",
include_relationships=include_relationships,
allow_cache=allow_cache,
page=page,
limit=limit,
sort_by=sort_by,
sort_order=sort_order,
)
return router