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feature_views.py
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236 lines (201 loc) · 6.79 KB
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import sys
import click
import yaml
from feast import utils
from feast.cli.cli_options import tagsOption
from feast.errors import FeastObjectNotFoundException
from feast.feature_view import (
_VALID_STATE_TRANSITIONS,
FeatureView,
FeatureViewState,
)
from feast.on_demand_feature_view import OnDemandFeatureView
from feast.repo_operations import create_feature_store
@click.group(name="feature-views")
def feature_views_cmd():
"""
Access feature views
"""
pass
@feature_views_cmd.command("describe")
@click.argument("name", type=click.STRING)
@click.pass_context
def feature_view_describe(ctx: click.Context, name: str):
"""
Describe a feature view
"""
store = create_feature_store(ctx)
try:
feature_view = store.get_feature_view(name)
except FeastObjectNotFoundException as e:
print(e)
exit(1)
data = yaml.safe_load(str(feature_view))
# Always show enabled and state even when they are at default values.
if hasattr(feature_view, "enabled"):
data["enabled"] = feature_view.enabled
if hasattr(feature_view, "state"):
data["state"] = feature_view.state.name
print(yaml.dump(data, default_flow_style=False, sort_keys=False))
@feature_views_cmd.command(name="list")
@tagsOption
@click.pass_context
def feature_view_list(ctx: click.Context, tags: list[str]):
"""
List all feature views
"""
store = create_feature_store(ctx)
table = []
tags_filter = utils.tags_list_to_dict(tags)
for feature_view in [
*store.list_batch_feature_views(tags=tags_filter),
*store.list_on_demand_feature_views(tags=tags_filter),
]:
entities = set()
if isinstance(feature_view, FeatureView):
entities.update(feature_view.entities)
elif isinstance(feature_view, OnDemandFeatureView):
for backing_fv in feature_view.source_feature_view_projections.values():
entities.update(store.get_feature_view(backing_fv.name).entities)
enabled = getattr(feature_view, "enabled", True)
state = getattr(feature_view, "state", FeatureViewState.STATE_UNSPECIFIED)
state_display = (
state.name if isinstance(state, FeatureViewState) else str(state)
)
table.append(
[
feature_view.name,
entities if len(entities) > 0 else "n/a",
type(feature_view).__name__,
"Yes" if enabled else "No",
state_display,
]
)
from tabulate import tabulate
print(
tabulate(
table,
headers=["NAME", "ENTITIES", "TYPE", "ENABLED", "STATE"],
tablefmt="plain",
)
)
@feature_views_cmd.command("enable")
@click.argument("name", type=click.STRING)
@click.pass_context
def feature_view_enable(ctx: click.Context, name: str):
"""
Enable a feature view for serving and materialization.
"""
store = create_feature_store(ctx)
try:
fv = store.registry.get_any_feature_view(name, store.project)
except FeastObjectNotFoundException as e:
print(e)
sys.exit(1)
if not isinstance(fv, (FeatureView, OnDemandFeatureView)):
print(f"Feature view '{name}' does not support enable/disable.")
return
if fv.enabled:
print(f"Feature view '{name}' is already enabled.")
return
fv.enabled = True
store.registry.apply_feature_view(fv, store.project)
print(f"Feature view '{name}' has been enabled.")
@feature_views_cmd.command("disable")
@click.argument("name", type=click.STRING)
@click.pass_context
def feature_view_disable(ctx: click.Context, name: str):
"""
Disable a feature view to prevent serving and materialization.
"""
store = create_feature_store(ctx)
try:
fv = store.registry.get_any_feature_view(name, store.project)
except FeastObjectNotFoundException as e:
print(e)
sys.exit(1)
if not isinstance(fv, (FeatureView, OnDemandFeatureView)):
print(f"Feature view '{name}' does not support enable/disable.")
return
if not fv.enabled:
print(f"Feature view '{name}' is already disabled.")
return
fv.enabled = False
store.registry.apply_feature_view(fv, store.project)
print(f"Feature view '{name}' has been disabled.")
@feature_views_cmd.command("set-state")
@click.argument("name", type=click.STRING)
@click.argument(
"state",
type=click.Choice(
["CREATED", "GENERATED", "MATERIALIZING", "AVAILABLE_ONLINE"],
case_sensitive=False,
),
)
@click.pass_context
def feature_view_set_state(ctx: click.Context, name: str, state: str):
"""
Set the lifecycle state of a feature view.
"""
store = create_feature_store(ctx)
try:
fv = store.registry.get_any_feature_view(name, store.project)
except FeastObjectNotFoundException as e:
print(e)
sys.exit(1)
if not isinstance(fv, (FeatureView, OnDemandFeatureView)):
print(f"Feature view '{name}' does not support state management.")
return
new_state = FeatureViewState[state.upper()]
if fv.state == new_state:
print(f"Feature view '{name}' is already in state {new_state.name}.")
return
if not fv.state.can_transition_to(new_state):
current = fv.state.name
allowed = _VALID_STATE_TRANSITIONS.get(fv.state, set())
allowed_names = ", ".join(sorted(s.name for s in allowed)) or "none"
print(
f"Invalid state transition: {current} -> {new_state.name}. "
f"Allowed transitions from {current}: {allowed_names}."
)
return
fv.state = new_state
store.registry.apply_feature_view(fv, store.project)
print(f"Feature view '{name}' state set to {new_state.name}.")
@feature_views_cmd.command("list-versions")
@click.argument("name", type=click.STRING)
@click.pass_context
def feature_view_versions(ctx: click.Context, name: str):
"""
List version history for a feature view
"""
store = create_feature_store(ctx)
try:
versions = store.list_feature_view_versions(name)
except NotImplementedError:
print("Version history is not supported by this registry backend.")
exit(1)
except Exception as e:
print(e)
exit(1)
if not versions:
print(f"No version history found for feature view '{name}'.")
return
table = []
for v in versions:
table.append(
[
v["version"],
v["feature_view_type"],
str(v["created_timestamp"]),
v["version_id"],
]
)
from tabulate import tabulate
print(
tabulate(
table,
headers=["VERSION", "TYPE", "CREATED", "VERSION_ID"],
tablefmt="plain",
)
)