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2 changes: 2 additions & 0 deletions README.md
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@@ -1,10 +1,12 @@
# Feast - Feature Store for Machine Learning

[![Unit Tests](https://github.com/feast-dev/feast/workflows/unit%20tests/badge.svg?branch=master)](https://github.com/feast-dev/feast/actions?query=workflow%3A%22unit+tests%22+branch%3Amaster)
![Docker Compose Tests](https://github.com/feast-dev/feast/workflows/docker%20compose%20tests/badge.svg?branch=master)
[![Code Standards](https://github.com/feast-dev/feast/workflows/code%20standards/badge.svg?branch=master)](https://github.com/feast-dev/feast/actions?query=workflow%3A%22code+standards%22+branch%3Amaster)
[![Docs latest](https://img.shields.io/badge/Docs-latest-blue.svg)](https://docs.feast.dev/)
[![GitHub Release](https://img.shields.io/github/release/feast-dev/feast.svg?style=flat)](https://github.com/feast-dev/feast/releases)


## Overview

Feast (Feature Store) is a tool for managing and serving machine learning features. Feast is the bridge between models and data.
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16 changes: 6 additions & 10 deletions infra/docker-compose/.env.sample
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Expand Up @@ -5,21 +5,17 @@ FEAST_REPOSITORY_VERSION=v0.5-branch

# Feast Core
FEAST_CORE_IMAGE=gcr.io/kf-feast/feast-core
FEAST_CORE_CONFIG=direct-runner.yml
FEAST_CORE_CONFIG=core.yml
FEAST_CORE_GCP_SERVICE_ACCOUNT_KEY=placeholder.json
FEAST_STREAM_OPTIONS_BOOTSTRAPSERVERS=kafka:9092
FEAST_JOBS_POLLING_INTERVAL_MILLISECONDS=10

# Feast Serving Batch (BigQuery)
# Feast Serving
FEAST_SERVING_IMAGE=gcr.io/kf-feast/feast-serving
# Feast Serving - Batch (BigQuery)
FEAST_BATCH_SERVING_CONFIG=batch-serving.yml
FEAST_BATCH_STORE_CONFIG=bq-store.yml
FEAST_BATCH_SERVING_GCP_SERVICE_ACCOUNT_KEY=placeholder.json
FEAST_BATCH_JOB_STAGING_LOCATION=gs://your-gcs-bucket/staging

# Feast Serving Online (Redis)
FEAST_SERVING_IMAGE=gcr.io/kf-feast/feast-serving
# Feast Serving - Online (Redis)
FEAST_ONLINE_SERVING_CONFIG=online-serving.yml
FEAST_ONLINE_STORE_CONFIG=redis-store.yml

# Jupyter
FEAST_JUPYTER_GCP_SERVICE_ACCOUNT_KEY=placeholder.json
FEAST_JUPYTER_GCP_SERVICE_ACCOUNT_KEY=placeholder.json
14 changes: 14 additions & 0 deletions infra/docker-compose/core/core.yml
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feast:
jobs:
polling_interval_milliseconds: 30000
job_update_timeout_seconds: 240
active_runner: direct
runners:
- name: direct
type: DirectRunner
options: {}
stream:
type: kafka
options:
topic: feast-features
bootstrapServers: kafka:9092
3 changes: 1 addition & 2 deletions infra/docker-compose/docker-compose.batch.yml
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Expand Up @@ -5,7 +5,6 @@ services:
image: ${FEAST_SERVING_IMAGE}:${FEAST_VERSION}
volumes:
- ./serving/${FEAST_BATCH_SERVING_CONFIG}:/etc/feast/application.yml
- ./serving/${FEAST_BATCH_STORE_CONFIG}:/etc/feast/store.yml
- ./gcp-service-accounts/${FEAST_BATCH_SERVING_GCP_SERVICE_ACCOUNT_KEY}:/etc/gcloud/service-accounts/key.json
depends_on:
- redis
Expand All @@ -26,4 +25,4 @@ services:
redis:
image: redis:5-alpine
ports:
- "6379:6379"
- "6379:6379"
3 changes: 1 addition & 2 deletions infra/docker-compose/docker-compose.online.yml
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Expand Up @@ -5,7 +5,6 @@ services:
image: ${FEAST_SERVING_IMAGE}:${FEAST_VERSION}
volumes:
- ./serving/${FEAST_ONLINE_SERVING_CONFIG}:/etc/feast/application.yml
- ./serving/${FEAST_ONLINE_STORE_CONFIG}:/etc/feast/store.yml
depends_on:
- redis
ports:
Expand All @@ -20,4 +19,4 @@ services:
redis:
image: redis:5-alpine
ports:
- "6379:6379"
- "6379:6379"
4 changes: 1 addition & 3 deletions infra/docker-compose/docker-compose.yml
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Expand Up @@ -9,8 +9,6 @@ services:
environment:
DB_HOST: db
GOOGLE_APPLICATION_CREDENTIALS: /etc/gcloud/service-accounts/key.json
FEAST_STREAM_OPTIONS_BOOTSTRAPSERVERS: ${FEAST_STREAM_OPTIONS_BOOTSTRAPSERVERS}
FEAST_JOBS_POLLING_INTERVAL_MILLISECONDS: ${FEAST_JOBS_POLLING_INTERVAL_MILLISECONDS}
restart: on-failure
depends_on:
- db
Expand Down Expand Up @@ -66,4 +64,4 @@ services:
environment:
POSTGRES_PASSWORD: password
ports:
- "5432:5432"
- "5432:5432"
30 changes: 18 additions & 12 deletions infra/docker-compose/serving/batch-serving.yml
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@@ -1,14 +1,20 @@
feast:
core-host: core
core-grpc-port: 6565
store:
config-path: /etc/feast/store.yml

jobs:
store-type: REDIS
store-options:
host: redis
port: 6379

grpc:
port: 6567
active-store: batch
stores:
- name: historical
type: BIGQUERY
# Changes required for batch serving to work
# Please see https://api.docs.feast.dev/grpc/feast.core.pb.html#Store for configuration options
config:
project_id: my_project
dataset_id: my_dataset
staging_location: gs://mybucket/myprefix
initial_retry_delay_seconds: 1
total_timeout_seconds: 21600
subscriptions:
- name: "*"
project: "*"
job_store:
redis_host: redis
redis_port: 6379
9 changes: 0 additions & 9 deletions infra/docker-compose/serving/bq-store.yml

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9 changes: 0 additions & 9 deletions infra/docker-compose/serving/redis-store.yml

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