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test_feature_view_state.py
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433 lines (363 loc) · 15.4 KB
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import copy
from datetime import datetime, timedelta
from tempfile import mkstemp
import pytest
from feast.data_format import AvroFormat, ParquetFormat
from feast.data_source import KafkaSource
from feast.entity import Entity
from feast.feature_store import FeatureStore
from feast.feature_view import FeatureView, FeatureViewState
from feast.field import Field
from feast.infra.offline_stores.file_source import FileSource
from feast.infra.online_stores.sqlite import SqliteOnlineStoreConfig
from feast.on_demand_feature_view import OnDemandFeatureView
from feast.protos.feast.core.FeatureView_pb2 import FeatureView as FeatureViewProto
from feast.protos.feast.core.FeatureView_pb2 import (
FeatureViewMeta as FeatureViewMetaProto,
)
from feast.protos.feast.core.FeatureView_pb2 import (
FeatureViewSpec as FeatureViewSpecProto,
)
from feast.repo_config import RepoConfig
from feast.stream_feature_view import StreamFeatureView
from feast.types import Float32, Int64
# ---------------------------------------------------------------------------
# Helpers
# ---------------------------------------------------------------------------
def _kafka_source():
return KafkaSource(
name="kafka",
timestamp_field="event_timestamp",
kafka_bootstrap_servers="localhost:9092",
message_format=AvroFormat(""),
topic="topic",
batch_source=_batch_source(),
)
def _batch_source():
return FileSource(
file_format=ParquetFormat(),
path="file://feast/*",
timestamp_field="ts_col",
created_timestamp_column="timestamp",
)
def _simple_feature_view(name="test_fv", enabled=True):
return FeatureView(
name=name,
entities=[],
schema=[Field(name="f1", dtype=Float32)],
source=_batch_source(),
ttl=timedelta(days=1),
enabled=enabled,
)
@pytest.fixture
def local_feature_store():
_, registry_path = mkstemp()
_, online_store_path = mkstemp()
return FeatureStore(
config=RepoConfig(
registry=registry_path,
project="default",
provider="local",
online_store=SqliteOnlineStoreConfig(path=online_store_path),
entity_key_serialization_version=3,
)
)
# ---------------------------------------------------------------------------
# FeatureViewState enum
# ---------------------------------------------------------------------------
class TestFeatureViewState:
def test_state_values(self):
assert FeatureViewState.STATE_UNSPECIFIED == 0
assert FeatureViewState.CREATED == 1
assert FeatureViewState.GENERATED == 2
assert FeatureViewState.MATERIALIZING == 3
assert FeatureViewState.AVAILABLE_ONLINE == 4
def test_from_proto_valid(self):
assert FeatureViewState.from_proto(0) == FeatureViewState.STATE_UNSPECIFIED
assert FeatureViewState.from_proto(4) == FeatureViewState.AVAILABLE_ONLINE
def test_from_proto_invalid_falls_back(self):
assert FeatureViewState.from_proto(999) == FeatureViewState.STATE_UNSPECIFIED
def test_to_proto_round_trip(self):
for state in FeatureViewState:
assert FeatureViewState.from_proto(state.to_proto()) == state
def test_valid_transitions(self):
"""Verify that valid transitions are accepted."""
assert FeatureViewState.STATE_UNSPECIFIED.can_transition_to(
FeatureViewState.CREATED
)
assert FeatureViewState.CREATED.can_transition_to(FeatureViewState.GENERATED)
assert FeatureViewState.GENERATED.can_transition_to(
FeatureViewState.MATERIALIZING
)
assert FeatureViewState.MATERIALIZING.can_transition_to(
FeatureViewState.AVAILABLE_ONLINE
)
assert FeatureViewState.MATERIALIZING.can_transition_to(
FeatureViewState.GENERATED
)
assert FeatureViewState.AVAILABLE_ONLINE.can_transition_to(
FeatureViewState.MATERIALIZING
)
def test_invalid_transitions(self):
"""Verify that invalid transitions are rejected."""
assert not FeatureViewState.STATE_UNSPECIFIED.can_transition_to(
FeatureViewState.AVAILABLE_ONLINE
)
assert not FeatureViewState.CREATED.can_transition_to(
FeatureViewState.MATERIALIZING
)
assert not FeatureViewState.CREATED.can_transition_to(
FeatureViewState.AVAILABLE_ONLINE
)
assert not FeatureViewState.GENERATED.can_transition_to(
FeatureViewState.AVAILABLE_ONLINE
)
assert not FeatureViewState.AVAILABLE_ONLINE.can_transition_to(
FeatureViewState.CREATED
)
# ---------------------------------------------------------------------------
# FeatureView enabled / state defaults
# ---------------------------------------------------------------------------
class TestFeatureViewDefaults:
def test_default_enabled_is_true(self):
fv = _simple_feature_view()
assert fv.enabled is True
def test_default_state_is_unspecified(self):
fv = _simple_feature_view()
assert fv.state == FeatureViewState.STATE_UNSPECIFIED
def test_enabled_false(self):
fv = _simple_feature_view(enabled=False)
assert fv.enabled is False
# ---------------------------------------------------------------------------
# Proto serialization round-trips
# ---------------------------------------------------------------------------
class TestFeatureViewProtoRoundTrip:
def test_enabled_true_round_trip(self):
fv = _simple_feature_view(enabled=True)
proto = fv.to_proto()
assert proto.spec.disabled is False
restored = FeatureView.from_proto(proto)
assert restored.enabled is True
def test_enabled_false_round_trip(self):
fv = _simple_feature_view(enabled=False)
proto = fv.to_proto()
assert proto.spec.disabled is True
restored = FeatureView.from_proto(proto)
assert restored.enabled is False
def test_state_round_trip(self):
fv = _simple_feature_view()
fv.state = FeatureViewState.AVAILABLE_ONLINE
proto = fv.to_proto()
assert proto.meta.state == FeatureViewState.AVAILABLE_ONLINE.value
restored = FeatureView.from_proto(proto)
assert restored.state == FeatureViewState.AVAILABLE_ONLINE
def test_state_unspecified_not_written_to_proto(self):
fv = _simple_feature_view()
assert fv.state == FeatureViewState.STATE_UNSPECIFIED
proto = fv.to_proto()
assert proto.meta.state == 0
def test_backward_compat_old_proto_without_disabled_field(self):
"""Old protos without `disabled` field default to False -> enabled=True."""
spec = FeatureViewSpecProto()
spec.name = "legacy_fv"
proto = FeatureViewProto(spec=spec, meta=FeatureViewMetaProto())
fv = FeatureView.from_proto(proto)
assert fv.enabled is True
def test_backward_compat_old_proto_without_state_field(self):
"""Old protos without `state` field default to 0 -> STATE_UNSPECIFIED."""
spec = FeatureViewSpecProto()
spec.name = "legacy_fv"
proto = FeatureViewProto(spec=spec, meta=FeatureViewMetaProto())
fv = FeatureView.from_proto(proto)
assert fv.state == FeatureViewState.STATE_UNSPECIFIED
def test_all_states_round_trip(self):
for state in FeatureViewState:
fv = _simple_feature_view()
fv.state = state
restored = FeatureView.from_proto(fv.to_proto())
assert restored.state == state
# ---------------------------------------------------------------------------
# copy.copy preserves enabled/state
# ---------------------------------------------------------------------------
class TestCopyPreservesState:
def test_feature_view_copy(self):
fv = _simple_feature_view(enabled=False)
fv.state = FeatureViewState.GENERATED
copied = copy.copy(fv)
assert copied.enabled is False
assert copied.state == FeatureViewState.GENERATED
def test_on_demand_feature_view_copy(self):
source_fv = _simple_feature_view()
odfv = OnDemandFeatureView(
name="test_odfv",
sources=[source_fv],
schema=[Field(name="out", dtype=Float32)],
mode="python",
udf=lambda features: {"out": [1.0]},
enabled=False,
)
odfv.state = FeatureViewState.GENERATED
copied = copy.copy(odfv)
assert copied.enabled is False
assert copied.state == FeatureViewState.GENERATED
def test_stream_feature_view_copy(self):
sfv = StreamFeatureView(
name="test_sfv",
entities=[],
schema=[Field(name="f1", dtype=Float32)],
source=_kafka_source(),
ttl=timedelta(days=1),
)
sfv.enabled = False
sfv.state = FeatureViewState.AVAILABLE_ONLINE
copied = copy.copy(sfv)
assert copied.enabled is False
assert copied.state == FeatureViewState.AVAILABLE_ONLINE
# ---------------------------------------------------------------------------
# OnDemandFeatureView enabled / state
# ---------------------------------------------------------------------------
class TestOnDemandFeatureViewState:
def test_default_enabled(self):
source_fv = _simple_feature_view()
odfv = OnDemandFeatureView(
name="test_odfv",
sources=[source_fv],
schema=[Field(name="out", dtype=Float32)],
mode="python",
udf=lambda features: {"out": [1.0]},
)
assert odfv.enabled is True
assert odfv.state == FeatureViewState.STATE_UNSPECIFIED
def test_disabled(self):
source_fv = _simple_feature_view()
odfv = OnDemandFeatureView(
name="test_odfv",
sources=[source_fv],
schema=[Field(name="out", dtype=Float32)],
mode="python",
udf=lambda features: {"out": [1.0]},
enabled=False,
)
assert odfv.enabled is False
def test_proto_disabled_field(self):
"""Verify the proto disabled field is set correctly without full round-trip."""
source_fv = _simple_feature_view()
odfv = OnDemandFeatureView(
name="test_odfv",
sources=[source_fv],
schema=[Field(name="out", dtype=Float32)],
mode="python",
udf=lambda features: {"out": [1.0]},
enabled=False,
)
odfv.state = FeatureViewState.AVAILABLE_ONLINE
proto = odfv.to_proto()
assert proto.spec.disabled is True
assert proto.meta.state == FeatureViewState.AVAILABLE_ONLINE.value
# ---------------------------------------------------------------------------
# StreamFeatureView enabled / state
# ---------------------------------------------------------------------------
class TestStreamFeatureViewState:
def test_proto_round_trip(self):
sfv = StreamFeatureView(
name="test_sfv",
entities=[],
schema=[Field(name="f1", dtype=Float32)],
source=_kafka_source(),
ttl=timedelta(days=1),
)
sfv.enabled = False
sfv.state = FeatureViewState.MATERIALIZING
proto = sfv.to_proto()
assert proto.spec.disabled is True
restored = StreamFeatureView.from_proto(proto)
assert restored.enabled is False
assert restored.state == FeatureViewState.MATERIALIZING
# ---------------------------------------------------------------------------
# Registry apply preserves enabled/state
# ---------------------------------------------------------------------------
class TestRegistryEnabledState:
def test_apply_and_retrieve_enabled(self, local_feature_store):
store = local_feature_store
fv = _simple_feature_view(enabled=True)
store.apply([fv])
retrieved = store.get_feature_view("test_fv")
assert retrieved.enabled is True
store.teardown()
def test_apply_and_retrieve_disabled(self, local_feature_store):
store = local_feature_store
fv = _simple_feature_view(enabled=False)
store.apply([fv])
retrieved = store.get_feature_view("test_fv")
assert retrieved.enabled is False
store.teardown()
def test_toggle_enabled_via_registry(self, local_feature_store):
store = local_feature_store
fv = _simple_feature_view(enabled=True)
store.apply([fv])
# Disable it
fv.enabled = False
store.registry.apply_feature_view(fv, store.project)
retrieved = store.get_feature_view("test_fv")
assert retrieved.enabled is False
# Re-enable it
fv.enabled = True
store.registry.apply_feature_view(fv, store.project)
retrieved = store.get_feature_view("test_fv")
assert retrieved.enabled is True
store.teardown()
def test_state_persists_through_registry(self, local_feature_store):
store = local_feature_store
fv = _simple_feature_view()
fv.state = FeatureViewState.GENERATED
store.apply([fv])
# State should be updated via registry apply
fv.state = FeatureViewState.AVAILABLE_ONLINE
store.registry.apply_feature_view(fv, store.project)
retrieved = store.get_feature_view("test_fv")
assert retrieved.state == FeatureViewState.AVAILABLE_ONLINE
store.teardown()
def test_reapply_does_not_reset_state(self, local_feature_store):
"""feast apply with a default-state FV must not reset an existing state."""
store = local_feature_store
fv = _simple_feature_view()
store.apply([fv])
# Simulate materialization having moved state to AVAILABLE_ONLINE
fv.state = FeatureViewState.AVAILABLE_ONLINE
store.registry.apply_feature_view(fv, store.project)
retrieved = store.get_feature_view("test_fv")
assert retrieved.state == FeatureViewState.AVAILABLE_ONLINE
# Re-apply with a fresh FV (default STATE_UNSPECIFIED) — should preserve state
fresh_fv = _simple_feature_view()
assert fresh_fv.state == FeatureViewState.STATE_UNSPECIFIED
store.apply([fresh_fv])
retrieved = store.get_feature_view("test_fv")
assert retrieved.state == FeatureViewState.AVAILABLE_ONLINE
store.teardown()
# ---------------------------------------------------------------------------
# Materialization blocks disabled feature views
# ---------------------------------------------------------------------------
class TestMaterializationDisabledBlocking:
def test_materialize_disabled_fv_by_name_raises(self, local_feature_store):
store = local_feature_store
entity = Entity(name="entity_1", join_keys=["entity_id"])
fv = FeatureView(
name="test_fv",
entities=[entity],
schema=[
Field(name="f1", dtype=Float32),
Field(name="entity_id", dtype=Int64),
],
source=_batch_source(),
ttl=timedelta(days=1),
online=True,
enabled=False,
)
store.apply([entity, fv])
with pytest.raises(ValueError, match="disabled"):
store.materialize(
feature_views=["test_fv"],
start_date=datetime.utcnow() - timedelta(hours=1),
end_date=datetime.utcnow(),
)
store.teardown()