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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]+'}
PYTHON_VERSIONS := 3.9 3.10 3.11
define get_env_name
$(subst .,,py$(1))
endef
# 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 - local
# formerly install-python-ci-dependencies-uv-venv
# editable install
install-python-dependencies-dev:
uv pip sync sdk/python/requirements/py$(PYTHON_VERSION)-ci-requirements.txt
uv pip install --no-deps -e .
# Python SDK - system
# the --system flag installs dependencies in the global python context
# instead of a venv which is useful when working in a docker container or ci.
# Used in github actions/ci
# formerly install-python-ci-dependencies-uv
install-python-dependencies-ci:
uv pip sync --system sdk/python/requirements/py$(PYTHON_VERSION)-ci-requirements.txt
uv pip install --system --no-deps -e .
# Used by multicloud/Dockerfile.dev
install-python-ci-dependencies:
python -m piptools sync sdk/python/requirements/py$(PYTHON_VERSION)-ci-requirements.txt
pip install --no-deps -e .
# Currently used in test-end-to-end.sh
install-python:
python -m piptools sync sdk/python/requirements/py$(PYTHON_VERSION)-requirements.txt
python setup.py develop
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 -rf sdk/python/requirements/* 2>/dev/null || true
$(foreach ver,$(PYTHON_VERSIONS),\
pixi run --environment $(call get_env_name,$(ver)) --manifest-path infra/scripts/pixi/pixi.toml \
"uv pip compile -p $(ver) --system --no-strip-extras setup.py \
--output-file sdk/python/requirements/py$(ver)-requirements.txt" && \
pixi run --environment $(call get_env_name,$(ver)) --manifest-path infra/scripts/pixi/pixi.toml \
"uv pip compile -p $(ver) --system --no-strip-extras setup.py --extra ci \
--output-file sdk/python/requirements/py$(ver)-ci-requirements.txt" && \
) true
compile-protos-python:
python infra/scripts/generate_protos.py
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.postgres_online_store.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.postgres_online_store.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_validation and \
not test_spark_materialization_consistency and \
not test_historical_features_containing_backfills and \
not test_snowflake" \
sdk/python/tests
test-python-universal-mysql-online:
PYTHONPATH='.' \
FULL_REPO_CONFIGS_MODULE=sdk.python.feast.infra.online_stores.mysql_online_store.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.cassandra_online_store.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.hazelcast_online_store.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.cassandra_online_store.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.elasticsearch_online_store.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.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-qdrant-online:
PYTHONPATH='.' \
FULL_REPO_CONFIGS_MODULE=sdk.python.feast.infra.online_stores.qdrant_online_store.qdrant_repo_configuration \
PYTEST_PLUGINS=sdk.python.tests.integration.feature_repos.universal.online_store.qdrant \
python -m pytest -n 8 --integration \
-k "test_retrieve_online_documents" \
sdk/python/tests/integration/online_store/test_universal_online.py
test-python-universal-couchbase-online:
PYTHONPATH='.' \
FULL_REPO_CONFIGS_MODULE=sdk.python.feast.infra.online_stores.contrib.couchbase_repo_configuration \
PYTEST_PLUGINS=sdk.python.tests.integration.feature_repos.universal.online_store.couchbase \
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:
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
# Go SDK & embedded
install-protoc-dependencies:
pip install "protobuf>=4.24.0,<5.0.0" "grpcio-tools>=1.56.2,<2" "mypy-protobuf>=3.1"
install-go-proto-dependencies:
go install google.golang.org/protobuf/cmd/protoc-gen-go@v1.31.0
go install google.golang.org/grpc/cmd/protoc-gen-go-grpc@v1.3.0
#install-go-ci-dependencies:
# go install golang.org/x/tools/cmd/goimports
# python -m pip install "pybindgen==0.22.1" "grpcio-tools>=1.56.2,<2" "mypy-protobuf>=3.1"
build-go:
compile-protos-go
go build -o feast ./go/main.go
install-feast-ci-locally:
pip install -e ".[ci]"
test-go:
compile-protos-go
compile-protos-python
install-feast-ci-locally
CGO_ENABLED=1 go test -coverprofile=coverage.out ./... && go tool cover -html=coverage.out -o coverage.html
format-go:
gofmt -s -w go/
lint-go:
compile-protos-go
go vet ./go/internal/feast
build-go-docker-dev:
docker buildx build --build-arg VERSION=dev \
-t feastdev/feature-server-go:dev \
-f go/infra/docker/feature-server/Dockerfile --load .
compile-protos-go:
install-go-proto-dependencies
install-protoc-dependencies
python setup.py build_go_protos