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Feast v0.11.0

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@woop woop released this 24 Jun 05:30
· 2040 commits to master since this release

Overview

Feast 0.11 is here! This is the first release after the major changes introduced in Feast 0.10. We’ve focused on two areas in particular:

  1. Introducing a new online store, Redis, which supports feature serving at high throughput and low latency.
  2. Improving the Feast user experience through reduced boilerplate, smoother workflows, and improved error messages. A key addition here is the introduction of feature inferencing, which allows Feast to dynamically discover data schemas in data sources.

👥 Contributors

Thanks to @MattDelac , @vtao2, @tsotnet, @woop, @achals, @tedhtchang, @qooba, @codyjlin, @jklegar, @rightx2, @kevinhu, @shihabuddinbuet, @jongillham and @szalai1 for the contributions!

✨ New Features:

🔴 Fixed bugs:

  • Schema Inferencing should happen at apply time #1646 (mavysavydav)
  • Don't use .result() in BigQueryOfflineStore, since it still leads to OOM #1642 (tsotnet)
  • Don't load entire bigquery query results in memory #1638 (tsotnet)
  • Remove file loader & its test #1632 (tsotnet)
  • Provide descriptive error on invalid table reference #1627 (codyjlin)
  • Fix ttl duration when ttl is None #1624 (MattDelac)
  • Fix race condition in historical e2e tests #1620 (woop)
  • Add validations when materializing from file sources #1615 (achals)
  • Add entity column validations when getting historical features from bigquery #1614 (achals)
  • Allow telemetry configuration to fail gracefully #1612 (achals)
  • Update type conversion from pandas to timestamp to support various the timestamp types #1603 (achals)
  • Add current directory in sys path for CLI commands that might depend on custom providers #1594 (MattDelac)
  • Fix contention issue #1582 (woop)
  • Ensure that only None types fail predicate #1580 (woop)
  • Don't create bigquery dataset if it already exists #1569 (tsotnet)
  • Don't lose materialization interval tracking when re-applying feature views #1559 (jklegar)
  • Validate project and repo names for apply and init commands #1558 (tedhtchang)
  • Bump supported Python version to 3.7 #1504 (tsotnet)

🔨 Merged pull requests:

  • Rename telemetry to usage #1660 (tsotnet)
  • Refactor OfflineStoreConfig classes into their owning modules #1657 (achals)
  • Run python unit tests in parallel #1652 (achals)
  • Refactor OnlineStoreConfig classes into owning modules #1649 (achals)
  • Fix table_refs in BigQuerySource definitions #1644 (tsotnet)
  • Make test historical retrieval longer #1630 (MattDelac)
  • Fix failing historical retrieval assertion #1622 (woop)
  • Add a specific error for missing columns during materialization #1619 (achals)
  • Use drop_duplicates() instead of groupby (about 1.5~2x faster) #1617 (rightx2)
  • Optimize historical retrieval with BigQuery offline store #1602 (MattDelac)
  • Use CONCAT() instead of ROW_NUMBER() #1601 (MattDelac)
  • Minor doc fix in the code snippet: Fix to reference the right instance for the retrieved job instance object #1599 (dmatrix)
  • Repo and project names should not start with an underscore #1597 (tedhtchang)
  • Append nanoseconds to dataset name in test_historical_retrival to prevent tests stomping over each other #1593 (achals)
  • Make start and end timestamps tz aware in the CLI #1590 (achals)
  • Bump fastavro version #1585 (kevinhu)
  • Change OfflineStore class description #1571 (tedhtchang)
  • Fix Sphinx documentation building #1563 (woop)
  • Add test coverage and remove MacOS integration tests #1562 (woop)
  • Improve GCP exception handling #1561 (woop)
  • Update default cli no option help message #1550 (tedhtchang)
  • Add opt-out exception logging telemetry #1535 (jklegar)
  • Add instruction for install Feast on IKS and OpenShift using Kustomize #1534 (tedhtchang)
  • BigQuery type to Feast type conversion chart update #1530 (mavysavydav)
  • remove unnecessay path join in setup.py #1529 (shihabuddinbuet)
  • Add roadmap to documentation #1528 (woop)
  • Add test matrix for different Python versions #1526 (woop)
  • Update broken urls in the github pr template file #1521 (tedhtchang)
  • Add a fixed timestamp to quickstart data #1513 (jklegar)
  • Make gcp imports optional #1512 (jklegar)
  • Fix documentation inconsistency #1510 (jongillham)
  • Upgrade grpcio version in python SDK #1508 (szalai1)
  • pre-commit command typo fix in CONTRIBUTING.md #1506 (mavysavydav)
  • Add optional telemetry to other CLI commands #1505 (jklegar)