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Add Dockerfile and app for building FTS docker image
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Signed-off-by: Felix Wang <wangfelix98@gmail.com>
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felixwang9817 committed Oct 26, 2021
1 parent 3768766 commit 35c8127
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7 changes: 6 additions & 1 deletion sdk/python/feast/cli.py
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from colorama import Fore, Style

from feast import flags, flags_helper, utils
from feast.constants import DEFAULT_FEATURE_TRANSFORMATION_SERVER_PORT
from feast.errors import FeastObjectNotFoundException, FeastProviderLoginError
from feast.feature_store import FeatureStore
from feast.feature_view import FeatureView
Expand Down Expand Up @@ -477,7 +478,11 @@ def serve_command(ctx: click.Context, port: int):

@cli.command("serve_transformations")
@click.option(
"--port", "-p", type=click.INT, default=6569, help="Specify a port for the server"
"--port",
"-p",
type=click.INT,
default=DEFAULT_FEATURE_TRANSFORMATION_SERVER_PORT,
help="Specify a port for the server",
)
@click.pass_context
def serve_transformations_command(ctx: click.Context, port: int):
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9 changes: 9 additions & 0 deletions sdk/python/feast/constants.py
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# feature_store.yaml environment variable name for remote feature server
FEATURE_STORE_YAML_ENV_NAME: str = "FEATURE_STORE_YAML_BASE64"

# Environment variable for registry
REGISTRY_ENV_NAME: str = "REGISTRY_BASE64"

# Environment variable for toggling usage
FEAST_USAGE = "FEAST_USAGE"

# Environment variable for the path for overwriting universal test configs
FULL_REPO_CONFIGS_MODULE_ENV_NAME: str = "FULL_REPO_CONFIGS_MODULE"

# Environment variable for overwriting FTS port
FEATURE_TRANSFORMATION_SERVER_PORT_ENV_NAME: str = "FEATURE_TRANSFORMATION_SERVER_PORT"

# Default FTS port
DEFAULT_FEATURE_TRANSFORMATION_SERVER_PORT = 6569
15 changes: 15 additions & 0 deletions sdk/python/feast/infra/transformation_servers/Dockerfile
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FROM python:3.7-slim

# Copy app handler code
COPY sdk/python/feast/infra/transformation_servers/app.py app.py

# Copy necessary parts of the Feast codebase
COPY sdk/python sdk/python
COPY protos protos
COPY README.md README.md

# Install dependencies
RUN pip3 install -e 'sdk/python[ci]'

# Start feature transformation server
CMD [ "python", "app.py" ]
50 changes: 50 additions & 0 deletions sdk/python/feast/infra/transformation_servers/app.py
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import base64
import os
import tempfile
from pathlib import Path

import yaml

from feast import FeatureStore
from feast.constants import (
DEFAULT_FEATURE_TRANSFORMATION_SERVER_PORT,
FEATURE_STORE_YAML_ENV_NAME,
FEATURE_TRANSFORMATION_SERVER_PORT_ENV_NAME,
REGISTRY_ENV_NAME,
)
from feast.infra.local import LocalRegistryStore
from feast.registry import get_registry_store_class_from_scheme

# Load RepoConfig
config_base64 = os.environ[FEATURE_STORE_YAML_ENV_NAME]
config_bytes = base64.b64decode(config_base64)

# Create a new unique directory for writing feature_store.yaml
repo_path = Path(tempfile.mkdtemp())

with open(repo_path / "feature_store.yaml", "wb") as f:
f.write(config_bytes)

# Write registry contents for local registries
config_string = config_bytes.decode("utf-8")
raw_config = yaml.safe_load(config_string)
registry_path = raw_config["registry"]
registry_store_class = get_registry_store_class_from_scheme(registry_path)
if registry_store_class == LocalRegistryStore:
registry_base64 = os.environ[REGISTRY_ENV_NAME]
registry_bytes = base64.b64decode(registry_base64)
registry_dir = os.path.dirname(registry_path)
if not os.path.exists(repo_path / registry_dir):
os.makedirs(repo_path / registry_dir)
with open(repo_path / registry_path, "wb") as f:
f.write(registry_bytes)

# Initialize the feature store
store = FeatureStore(repo_path=str(repo_path.resolve()))

# Start the feature transformation server
port = (
os.environ.get(FEATURE_TRANSFORMATION_SERVER_PORT_ENV_NAME)
or DEFAULT_FEATURE_TRANSFORMATION_SERVER_PORT
)
store.serve_transformations(port)

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