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Makefile
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#
# Copyright 2019 The Feast Authors
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
#
ROOT_DIR := $(shell dirname $(realpath $(firstword $(MAKEFILE_LIST))))
MVN := mvn -f java/pom.xml ${MAVEN_EXTRA_OPTS}
OS := linux
ifeq ($(shell uname -s), Darwin)
OS = osx
endif
TRINO_VERSION ?= 376
PYTHON_VERSION = ${shell python --version | grep -Eo '[0-9]\.[0-9]+'}
# General
format: format-python format-java
lint: lint-python lint-java
test: test-python-unit test-java
protos: compile-protos-python compile-protos-docs
build: protos build-java build-docker
# Python SDK
install-python-dependencies-uv:
uv pip sync --system sdk/python/requirements/py$(PYTHON_VERSION)-requirements.txt
uv pip install --system --no-deps .
install-python-dependencies-uv-venv:
uv pip sync sdk/python/requirements/py$(PYTHON_VERSION)-requirements.txt
uv pip install --no-deps .
install-python-ci-dependencies:
python -m piptools sync sdk/python/requirements/py$(PYTHON_VERSION)-ci-requirements.txt
pip install --no-deps -e .
install-python-ci-dependencies-uv:
uv pip sync --system sdk/python/requirements/py$(PYTHON_VERSION)-ci-requirements.txt
uv pip install --system --no-deps -e .
install-python-ci-dependencies-uv-venv:
uv pip sync sdk/python/requirements/py$(PYTHON_VERSION)-ci-requirements.txt
uv pip install --no-deps -e .
lock-python-ci-dependencies:
uv pip compile --system --no-strip-extras setup.py --extra ci --output-file sdk/python/requirements/py$(PYTHON_VERSION)-ci-requirements.txt
compile-protos-python:
python infra/scripts/generate_protos.py
install-python:
python -m piptools sync sdk/python/requirements/py$(PYTHON_VERSION)-requirements.txt
python setup.py develop
lock-python-dependencies:
uv pip compile --system --no-strip-extras setup.py --output-file sdk/python/requirements/py$(PYTHON_VERSION)-requirements.txt
lock-python-dependencies-all:
# Remove all existing requirements because we noticed the lock file is not always updated correctly. Removing and running the command again ensures that the lock file is always up to date.
rm -r sdk/python/requirements/*
pixi run --environment py39 --manifest-path infra/scripts/pixi/pixi.toml "uv pip compile -p 3.9 --system --no-strip-extras setup.py --output-file sdk/python/requirements/py3.9-requirements.txt"
pixi run --environment py39 --manifest-path infra/scripts/pixi/pixi.toml "uv pip compile -p 3.9 --system --no-strip-extras setup.py --extra ci --output-file sdk/python/requirements/py3.9-ci-requirements.txt"
pixi run --environment py310 --manifest-path infra/scripts/pixi/pixi.toml "uv pip compile -p 3.10 --system --no-strip-extras setup.py --output-file sdk/python/requirements/py3.10-requirements.txt"
pixi run --environment py310 --manifest-path infra/scripts/pixi/pixi.toml "uv pip compile -p 3.10 --system --no-strip-extras setup.py --extra ci --output-file sdk/python/requirements/py3.10-ci-requirements.txt"
pixi run --environment py311 --manifest-path infra/scripts/pixi/pixi.toml "uv pip compile -p 3.11 --system --no-strip-extras setup.py --output-file sdk/python/requirements/py3.11-requirements.txt"
pixi run --environment py311 --manifest-path infra/scripts/pixi/pixi.toml "uv pip compile -p 3.11 --system --no-strip-extras setup.py --extra ci --output-file sdk/python/requirements/py3.11-ci-requirements.txt"
benchmark-python:
IS_TEST=True python -m pytest --integration --benchmark --benchmark-autosave --benchmark-save-data sdk/python/tests
benchmark-python-local:
IS_TEST=True FEAST_IS_LOCAL_TEST=True python -m pytest --integration --benchmark --benchmark-autosave --benchmark-save-data sdk/python/tests
test-python-unit:
python -m pytest -n 8 --color=yes sdk/python/tests
test-python-integration:
python -m pytest -n 8 --integration --color=yes --durations=10 --timeout=1200 --timeout_method=thread --dist loadgroup \
-k "(not snowflake or not test_historical_features_main)" \
sdk/python/tests
test-python-integration-local:
FEAST_IS_LOCAL_TEST=True \
FEAST_LOCAL_ONLINE_CONTAINER=True \
python -m pytest -n 8 --color=yes --integration --durations=10 --timeout=1200 --timeout_method=thread --dist loadgroup \
-k "not test_lambda_materialization and not test_snowflake_materialization" \
sdk/python/tests
test-python-integration-container:
@(docker info > /dev/null 2>&1 && \
FEAST_LOCAL_ONLINE_CONTAINER=True \
python -m pytest -n 8 --integration sdk/python/tests \
) || echo "This script uses Docker, and it isn't running - please start the Docker Daemon and try again!";
test-python-universal-spark:
PYTHONPATH='.' \
FULL_REPO_CONFIGS_MODULE=sdk.python.feast.infra.offline_stores.contrib.spark_repo_configuration \
PYTEST_PLUGINS=feast.infra.offline_stores.contrib.spark_offline_store.tests \
python -m pytest -n 8 --integration \
-k "not test_historical_retrieval_fails_on_validation and \
not test_historical_retrieval_with_validation and \
not test_historical_features_persisting and \
not test_historical_retrieval_fails_on_validation and \
not test_universal_cli and \
not test_go_feature_server and \
not test_feature_logging and \
not test_reorder_columns and \
not test_logged_features_validation and \
not test_lambda_materialization_consistency and \
not test_offline_write and \
not test_push_features_to_offline_store.py and \
not gcs_registry and \
not s3_registry and \
not test_universal_types and \
not test_snowflake" \
sdk/python/tests
test-python-universal-trino:
PYTHONPATH='.' \
FULL_REPO_CONFIGS_MODULE=sdk.python.feast.infra.offline_stores.contrib.trino_repo_configuration \
PYTEST_PLUGINS=feast.infra.offline_stores.contrib.trino_offline_store.tests \
python -m pytest -n 8 --integration \
-k "not test_historical_retrieval_fails_on_validation and \
not test_historical_retrieval_with_validation and \
not test_historical_features_persisting and \
not test_historical_retrieval_fails_on_validation and \
not test_universal_cli and \
not test_go_feature_server and \
not test_feature_logging and \
not test_reorder_columns and \
not test_logged_features_validation and \
not test_lambda_materialization_consistency and \
not test_offline_write and \
not test_push_features_to_offline_store.py and \
not gcs_registry and \
not s3_registry and \
not test_universal_types and \
not test_snowflake" \
sdk/python/tests
# Note: to use this, you'll need to have Microsoft ODBC 17 installed.
# See https://docs.microsoft.com/en-us/sql/connect/odbc/linux-mac/install-microsoft-odbc-driver-sql-server-macos?view=sql-server-ver15#17
test-python-universal-mssql:
PYTHONPATH='.' \
FULL_REPO_CONFIGS_MODULE=sdk.python.feast.infra.offline_stores.contrib.mssql_repo_configuration \
PYTEST_PLUGINS=feast.infra.offline_stores.contrib.mssql_offline_store.tests \
FEAST_LOCAL_ONLINE_CONTAINER=True \
python -m pytest -n 8 --integration \
-k "not gcs_registry and \
not s3_registry and \
not test_lambda_materialization and \
not test_snowflake and \
not test_historical_features_persisting and \
not validation and \
not test_feature_service_logging" \
sdk/python/tests
# To use Athena as an offline store, you need to create an Athena database and an S3 bucket on AWS.
# https://docs.aws.amazon.com/athena/latest/ug/getting-started.html
# Modify environment variables ATHENA_REGION, ATHENA_DATA_SOURCE, ATHENA_DATABASE, ATHENA_WORKGROUP or
# ATHENA_S3_BUCKET_NAME according to your needs. If tests fail with the pytest -n 8 option, change the number to 1.
test-python-universal-athena:
PYTHONPATH='.' \
FULL_REPO_CONFIGS_MODULE=sdk.python.feast.infra.offline_stores.contrib.athena_repo_configuration \
PYTEST_PLUGINS=feast.infra.offline_stores.contrib.athena_offline_store.tests \
ATHENA_REGION=ap-northeast-2 \
ATHENA_DATA_SOURCE=AwsDataCatalog \
ATHENA_DATABASE=default \
ATHENA_WORKGROUP=primary \
ATHENA_S3_BUCKET_NAME=feast-int-bucket \
python -m pytest -n 8 --integration \
-k "not test_go_feature_server and \
not test_logged_features_validation and \
not test_lambda and \
not test_feature_logging and \
not test_offline_write and \
not test_push_offline and \
not test_historical_retrieval_with_validation and \
not test_historical_features_persisting and \
not test_historical_retrieval_fails_on_validation and \
not gcs_registry and \
not s3_registry and \
not test_snowflake" \
sdk/python/tests
test-python-universal-postgres-offline:
PYTHONPATH='.' \
FULL_REPO_CONFIGS_MODULE=sdk.python.feast.infra.offline_stores.contrib.postgres_repo_configuration \
PYTEST_PLUGINS=sdk.python.feast.infra.offline_stores.contrib.postgres_offline_store.tests \
python -m pytest -n 8 --integration \
-k "not test_historical_retrieval_with_validation and \
not test_historical_features_persisting and \
not test_universal_cli and \
not test_go_feature_server and \
not test_feature_logging and \
not test_reorder_columns and \
not test_logged_features_validation and \
not test_lambda_materialization_consistency and \
not test_offline_write and \
not test_push_features_to_offline_store and \
not gcs_registry and \
not s3_registry and \
not test_snowflake and \
not test_universal_types" \
sdk/python/tests
test-python-universal-postgres-online:
PYTHONPATH='.' \
FULL_REPO_CONFIGS_MODULE=sdk.python.feast.infra.online_stores.contrib.postgres_repo_configuration \
PYTEST_PLUGINS=sdk.python.tests.integration.feature_repos.universal.online_store.postgres \
python -m pytest -n 8 --integration \
-k "not test_universal_cli and \
not test_go_feature_server and \
not test_feature_logging and \
not test_reorder_columns and \
not test_logged_features_validation and \
not test_lambda_materialization_consistency and \
not test_offline_write and \
not test_push_features_to_offline_store and \
not gcs_registry and \
not s3_registry and \
not test_universal_types and \
not test_snowflake" \
sdk/python/tests
test-python-universal-pgvector-online:
PYTHONPATH='.' \
FULL_REPO_CONFIGS_MODULE=sdk.python.feast.infra.online_stores.contrib.pgvector_repo_configuration \
PYTEST_PLUGINS=sdk.python.tests.integration.feature_repos.universal.online_store.postgres \
python -m pytest -n 8 --integration \
-k "not test_universal_cli and \
not test_go_feature_server and \
not test_feature_logging and \
not test_reorder_columns and \
not test_logged_features_validation and \
not test_lambda_materialization_consistency and \
not test_offline_write and \
not test_push_features_to_offline_store and \
not gcs_registry and \
not s3_registry and \
not test_universal_types and \
not test_snowflake" \
sdk/python/tests
test-python-universal-mysql-online:
PYTHONPATH='.' \
FULL_REPO_CONFIGS_MODULE=sdk.python.feast.infra.online_stores.contrib.mysql_repo_configuration \
PYTEST_PLUGINS=sdk.python.tests.integration.feature_repos.universal.online_store.mysql \
python -m pytest -n 8 --integration \
-k "not test_universal_cli and \
not test_go_feature_server and \
not test_feature_logging and \
not test_reorder_columns and \
not test_logged_features_validation and \
not test_lambda_materialization_consistency and \
not test_offline_write and \
not test_push_features_to_offline_store and \
not gcs_registry and \
not s3_registry and \
not test_universal_types and \
not test_snowflake" \
sdk/python/tests
test-python-universal-cassandra:
PYTHONPATH='.' \
FULL_REPO_CONFIGS_MODULE=sdk.python.feast.infra.online_stores.contrib.cassandra_repo_configuration \
PYTEST_PLUGINS=sdk.python.tests.integration.feature_repos.universal.online_store.cassandra \
python -m pytest -x --integration \
sdk/python/tests
test-python-universal-hazelcast:
PYTHONPATH='.' \
FULL_REPO_CONFIGS_MODULE=sdk.python.feast.infra.online_stores.contrib.hazelcast_repo_configuration \
PYTEST_PLUGINS=sdk.python.tests.integration.feature_repos.universal.online_store.hazelcast \
python -m pytest -n 8 --integration \
-k "not test_universal_cli and \
not test_go_feature_server and \
not test_feature_logging and \
not test_reorder_columns and \
not test_logged_features_validation and \
not test_lambda_materialization_consistency and \
not test_offline_write and \
not test_push_features_to_offline_store and \
not gcs_registry and \
not s3_registry and \
not test_universal_types and \
not test_snowflake" \
sdk/python/tests
test-python-universal-cassandra-no-cloud-providers:
PYTHONPATH='.' \
FULL_REPO_CONFIGS_MODULE=sdk.python.feast.infra.online_stores.contrib.cassandra_repo_configuration \
PYTEST_PLUGINS=sdk.python.tests.integration.feature_repos.universal.online_store.cassandra \
python -m pytest -x --integration \
-k "not test_lambda_materialization_consistency and \
not test_apply_entity_integration and \
not test_apply_feature_view_integration and \
not test_apply_entity_integration and \
not test_apply_feature_view_integration and \
not test_apply_data_source_integration and \
not test_nullable_online_store and \
not gcs_registry and \
not s3_registry and \
not test_snowflake" \
sdk/python/tests
test-python-universal-elasticsearch-online:
PYTHONPATH='.' \
FULL_REPO_CONFIGS_MODULE=sdk.python.feast.infra.online_stores.contrib.elasticsearch_repo_configuration \
PYTEST_PLUGINS=sdk.python.tests.integration.feature_repos.universal.online_store.elasticsearch \
python -m pytest -n 8 --integration \
-k "not test_universal_cli and \
not test_go_feature_server and \
not test_feature_logging and \
not test_reorder_columns and \
not test_logged_features_validation and \
not test_lambda_materialization_consistency and \
not test_offline_write and \
not test_push_features_to_offline_store and \
not gcs_registry and \
not s3_registry and \
not test_universal_types and \
not test_snowflake" \
sdk/python/tests
test-python-universal-singlestore-online:
PYTHONPATH='.' \
FULL_REPO_CONFIGS_MODULE=sdk.python.feast.infra.online_stores.contrib.singlestore_repo_configuration \
PYTEST_PLUGINS=sdk.python.tests.integration.feature_repos.universal.online_store.singlestore \
python -m pytest -n 8 --integration \
-k "not test_universal_cli and \
not gcs_registry and \
not s3_registry and \
not test_snowflake" \
sdk/python/tests
test-python-universal:
python -m pytest -n 8 --integration sdk/python/tests
format-python:
cd ${ROOT_DIR}/sdk/python; python -m ruff check --fix feast/ tests/
cd ${ROOT_DIR}/sdk/python; python -m ruff format feast/ tests/
lint-python:
cd ${ROOT_DIR}/sdk/python; python -m mypy feast
cd ${ROOT_DIR}/sdk/python; python -m ruff check feast/ tests/
cd ${ROOT_DIR}/sdk/python; python -m ruff format --check feast/ tests
# Java
install-java-ci-dependencies:
${MVN} verify clean --fail-never
format-java:
${MVN} spotless:apply
lint-java:
${MVN} --no-transfer-progress spotless:check
test-java:
${MVN} --no-transfer-progress -DskipITs=true test
test-java-integration:
${MVN} --no-transfer-progress -Dmaven.javadoc.skip=true -Dgpg.skip -DskipUTs=true clean verify
test-java-with-coverage:
${MVN} --no-transfer-progress -DskipITs=true test jacoco:report-aggregate
build-java:
${MVN} clean verify
build-java-no-tests:
${MVN} --no-transfer-progress -Dmaven.javadoc.skip=true -Dgpg.skip -DskipUTs=true -DskipITs=true -Drevision=${REVISION} clean package
# Trino plugin
start-trino-locally:
cd ${ROOT_DIR}; docker run --detach --rm -p 8080:8080 --name trino -v ${ROOT_DIR}/sdk/python/feast/infra/offline_stores/contrib/trino_offline_store/test_config/properties/:/etc/catalog/:ro trinodb/trino:${TRINO_VERSION}
sleep 15
test-trino-plugin-locally:
cd ${ROOT_DIR}/sdk/python; FULL_REPO_CONFIGS_MODULE=feast.infra.offline_stores.contrib.trino_offline_store.test_config.manual_tests IS_TEST=True python -m pytest --integration tests/
kill-trino-locally:
cd ${ROOT_DIR}; docker stop trino
# Docker
build-docker: build-feature-server-python-aws-docker build-feature-transformation-server-docker build-feature-server-java-docker
push-ci-docker:
docker push $(REGISTRY)/feast-ci:$(VERSION)
push-feature-server-docker:
docker push $(REGISTRY)/feature-server:$$VERSION
build-feature-server-docker:
docker buildx build --build-arg VERSION=$$VERSION \
-t $(REGISTRY)/feature-server:$$VERSION \
-f sdk/python/feast/infra/feature_servers/multicloud/Dockerfile --load .
push-feature-transformation-server-docker:
docker push $(REGISTRY)/feature-transformation-server:$(VERSION)
build-feature-transformation-server-docker:
docker buildx build --build-arg VERSION=$(VERSION) \
-t $(REGISTRY)/feature-transformation-server:$(VERSION) \
-f sdk/python/feast/infra/transformation_servers/Dockerfile --load .
push-feature-server-java-docker:
docker push $(REGISTRY)/feature-server-java:$(VERSION)
build-feature-server-java-docker:
docker buildx build --build-arg VERSION=$(VERSION) \
-t $(REGISTRY)/feature-server-java:$(VERSION) \
-f java/infra/docker/feature-server/Dockerfile --load .
push-feast-helm-operator-docker:
cd infra/feast-helm-operator && \
IMAGE_TAG_BASE=$(REGISTRY)/feast-helm-operator \
VERSION=$(VERSION) \
$(MAKE) docker-push
build-feast-helm-operator-docker:
cd infra/feast-helm-operator && \
IMAGE_TAG_BASE=$(REGISTRY)/feast-helm-operator \
VERSION=$(VERSION) \
$(MAKE) docker-build
push-feast-operator-docker:
cd infra/feast-operator && \
IMAGE_TAG_BASE=$(REGISTRY)/feast-operator \
VERSION=$(VERSION) \
$(MAKE) docker-push
build-feast-operator-docker:
cd infra/feast-operator && \
IMAGE_TAG_BASE=$(REGISTRY)/feast-operator \
VERSION=$(VERSION) \
$(MAKE) docker-build
# Dev images
build-feature-server-dev:
docker buildx build --build-arg VERSION=dev \
-t feastdev/feature-server:dev \
-f sdk/python/feast/infra/feature_servers/multicloud/Dockerfile.dev --load .
build-java-docker-dev:
make build-java-no-tests REVISION=dev
docker buildx build --build-arg VERSION=dev \
-t feastdev/feature-transformation-server:dev \
-f sdk/python/feast/infra/transformation_servers/Dockerfile --load .
docker buildx build --build-arg VERSION=dev \
-t feastdev/feature-server-java:dev \
-f java/infra/docker/feature-server/Dockerfile.dev --load .
# Documentation
install-dependencies-proto-docs:
cd ${ROOT_DIR}/protos;
mkdir -p $$HOME/bin
mkdir -p $$HOME/include
go get github.com/golang/protobuf/proto && \
go get github.com/russross/blackfriday/v2 && \
cd $$(mktemp -d) && \
git clone https://github.com/istio/tools/ && \
cd tools/cmd/protoc-gen-docs && \
go build && \
cp protoc-gen-docs $$HOME/bin && \
cd $$HOME && curl -OL https://github.com/protocolbuffers/protobuf/releases/download/v3.11.2/protoc-3.11.2-${OS}-x86_64.zip && \
unzip protoc-3.11.2-${OS}-x86_64.zip -d protoc3 && \
mv protoc3/bin/* $$HOME/bin/ && \
chmod +x $$HOME/bin/protoc && \
mv protoc3/include/* $$HOME/include
compile-protos-docs:
rm -rf $(ROOT_DIR)/dist/grpc
mkdir -p dist/grpc;
cd ${ROOT_DIR}/protos && protoc --docs_out=../dist/grpc feast/*/*.proto
build-sphinx: compile-protos-python
cd $(ROOT_DIR)/sdk/python/docs && $(MAKE) build-api-source
build-templates:
python infra/scripts/compile-templates.py
build-helm-docs:
cd ${ROOT_DIR}/infra/charts/feast; helm-docs
cd ${ROOT_DIR}/infra/charts/feast-feature-server; helm-docs
# Web UI
# Note: requires node and yarn to be installed
build-ui:
cd $(ROOT_DIR)/sdk/python/feast/ui && yarn upgrade @feast-dev/feast-ui --latest && yarn install && npm run build --omit=dev