import importlib
import os
import random
import sys
from datetime import timedelta
from importlib.abc import Loader
from pathlib import Path
from typing import List, NamedTuple, Union
import click
from feast import Entity, FeatureTable
from feast.feature_view import FeatureView
from feast.infra.provider import get_provider
from feast.names import adjectives, animals
from feast.registry import Registry
from feast.repo_config import RepoConfig
[docs]def py_path_to_module(path: Path, repo_root: Path) -> str:
return (
str(path.relative_to(repo_root))[: -len(".py")]
.replace("./", "")
.replace("/", ".")
)
[docs]class ParsedRepo(NamedTuple):
feature_tables: List[FeatureTable]
feature_views: List[FeatureView]
entities: List[Entity]
[docs]def parse_repo(repo_root: Path) -> ParsedRepo:
""" Collect feature table definitions from feature repo """
res = ParsedRepo(feature_tables=[], entities=[], feature_views=[])
# FIXME: process subdirs but exclude hidden ones
repo_files = [p.resolve() for p in repo_root.glob("*.py")]
for repo_file in repo_files:
module_path = py_path_to_module(repo_file, repo_root)
module = importlib.import_module(module_path)
for attr_name in dir(module):
obj = getattr(module, attr_name)
if isinstance(obj, FeatureTable):
res.feature_tables.append(obj)
if isinstance(obj, FeatureView):
res.feature_views.append(obj)
elif isinstance(obj, Entity):
res.entities.append(obj)
return res
[docs]def apply_total(repo_config: RepoConfig, repo_path: Path):
from colorama import Fore, Style
os.chdir(repo_path)
sys.path.append("")
registry_config = repo_config.get_registry_config()
project = repo_config.project
registry = Registry(
registry_path=registry_config.path,
repo_path=repo_path,
cache_ttl=timedelta(seconds=registry_config.cache_ttl_seconds),
)
registry._initialize_registry()
sys.dont_write_bytecode = True
repo = parse_repo(repo_path)
sys.dont_write_bytecode = False
for entity in repo.entities:
registry.apply_entity(entity, project=project)
click.echo(
f"Registered entity {Style.BRIGHT + Fore.GREEN}{entity.name}{Style.RESET_ALL}"
)
repo_table_names = set(t.name for t in repo.feature_tables)
for t in repo.feature_views:
repo_table_names.add(t.name)
tables_to_delete = []
for registry_table in registry.list_feature_tables(project=project):
if registry_table.name not in repo_table_names:
tables_to_delete.append(registry_table)
views_to_delete = []
for registry_view in registry.list_feature_views(project=project):
if registry_view.name not in repo_table_names:
views_to_delete.append(registry_view)
# Delete tables that should not exist
for registry_table in tables_to_delete:
registry.delete_feature_table(registry_table.name, project=project)
click.echo(
f"Deleted feature table {Style.BRIGHT + Fore.GREEN}{registry_table.name}{Style.RESET_ALL} from registry"
)
# Create tables that should
for table in repo.feature_tables:
registry.apply_feature_table(table, project)
click.echo(
f"Registered feature table {Style.BRIGHT + Fore.GREEN}{registry_table.name}{Style.RESET_ALL}"
)
# Delete views that should not exist
for registry_view in views_to_delete:
registry.delete_feature_view(registry_view.name, project=project)
click.echo(
f"Deleted feature view {Style.BRIGHT + Fore.GREEN}{registry_view.name}{Style.RESET_ALL} from registry"
)
# Create views that should
for view in repo.feature_views:
registry.apply_feature_view(view, project)
click.echo(
f"Registered feature view {Style.BRIGHT + Fore.GREEN}{view.name}{Style.RESET_ALL}"
)
infra_provider = get_provider(repo_config, repo_path)
all_to_delete: List[Union[FeatureTable, FeatureView]] = []
all_to_delete.extend(tables_to_delete)
all_to_delete.extend(views_to_delete)
all_to_keep: List[Union[FeatureTable, FeatureView]] = []
all_to_keep.extend(repo.feature_tables)
all_to_keep.extend(repo.feature_views)
for name in [view.name for view in repo.feature_tables] + [
table.name for table in repo.feature_views
]:
click.echo(
f"Deploying infrastructure for {Style.BRIGHT + Fore.GREEN}{name}{Style.RESET_ALL}"
)
for name in [view.name for view in views_to_delete] + [
table.name for table in tables_to_delete
]:
click.echo(
f"Removing infrastructure for {Style.BRIGHT + Fore.GREEN}{name}{Style.RESET_ALL}"
)
infra_provider.update_infra(
project,
tables_to_delete=all_to_delete,
tables_to_keep=all_to_keep,
partial=False,
)
[docs]def teardown(repo_config: RepoConfig, repo_path: Path):
registry_config = repo_config.get_registry_config()
registry = Registry(
registry_path=registry_config.path,
repo_path=repo_path,
cache_ttl=timedelta(seconds=registry_config.cache_ttl_seconds),
)
project = repo_config.project
registry_tables: List[Union[FeatureTable, FeatureView]] = []
registry_tables.extend(registry.list_feature_tables(project=project))
registry_tables.extend(registry.list_feature_views(project=project))
infra_provider = get_provider(repo_config, repo_path)
infra_provider.teardown_infra(project, tables=registry_tables)
[docs]def registry_dump(repo_config: RepoConfig, repo_path: Path):
""" For debugging only: output contents of the metadata registry """
registry_config = repo_config.get_registry_config()
project = repo_config.project
registry = Registry(
registry_path=registry_config.path,
repo_path=repo_path,
cache_ttl=timedelta(seconds=registry_config.cache_ttl_seconds),
)
for entity in registry.list_entities(project=project):
print(entity)
for feature_view in registry.list_feature_views(project=project):
print(feature_view)
[docs]def cli_check_repo(repo_path: Path):
config_path = repo_path / "feature_store.yaml"
if not config_path.exists():
print(
f"Can't find feature_store.yaml at {repo_path}. Make sure you're running feast from an initialized "
f"feast repository. "
)
sys.exit(1)
[docs]def init_repo(repo_name: str, template: str):
import os
from distutils.dir_util import copy_tree
from pathlib import Path
from colorama import Fore, Style
repo_path = Path(os.path.join(Path.cwd(), repo_name))
repo_path.mkdir(exist_ok=True)
repo_config_path = repo_path / "feature_store.yaml"
if repo_config_path.exists():
new_directory = os.path.relpath(repo_path, os.getcwd())
print(
f"The directory {Style.BRIGHT + Fore.GREEN}{new_directory}{Style.RESET_ALL} contains an existing feature "
f"store repository that may cause a conflict"
)
print()
sys.exit(1)
# Copy template directory
template_path = str(Path(Path(__file__).parent / "templates" / template).absolute())
if not os.path.exists(template_path):
raise IOError(f"Could not find template {template}")
copy_tree(template_path, str(repo_path))
# Seed the repository
bootstrap_path = repo_path / "bootstrap.py"
if os.path.exists(bootstrap_path):
import importlib.util
spec = importlib.util.spec_from_file_location("bootstrap", str(bootstrap_path))
bootstrap = importlib.util.module_from_spec(spec)
assert isinstance(spec.loader, Loader)
spec.loader.exec_module(bootstrap)
bootstrap.bootstrap() # type: ignore
os.remove(bootstrap_path)
# Template the feature_store.yaml file
feature_store_yaml_path = repo_path / "feature_store.yaml"
replace_str_in_file(
feature_store_yaml_path, "project: my_project", f"project: {repo_name}"
)
# Remove the __pycache__ folder if it exists
import shutil
shutil.rmtree(repo_path / "__pycache__", ignore_errors=True)
import click
click.echo()
click.echo(
f"Creating a new Feast repository in {Style.BRIGHT + Fore.GREEN}{repo_path}{Style.RESET_ALL}."
)
click.echo()
[docs]def replace_str_in_file(file_path, match_str, sub_str):
with open(file_path, "r") as f:
contents = f.read()
contents = contents.replace(match_str, sub_str)
with open(file_path, "wt") as f:
f.write(contents)
[docs]def generate_project_name() -> str:
"""Generates a unique project name"""
return f"{random.choice(adjectives)}_{random.choice(animals)}"