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v1.17 - Replication, Hybrid Search, and more

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@etiennedi etiennedi released this 20 Dec 16:51
37d3b17

Breaking Changes

none

New Features

Leaderless Replication

Weaviate v1.17 introduces leaderless replication with tunable consistency. With replication, Weaviate becomes highly available and can be scaled to increase throughput. Imports can be automatically replicated across the cluster. Existing datasets can be scaled up to allow for higher read-throughput and fail-safety.

To learn more about the architecture behind Weaviate's leaderless replication, how to use replication, what limitations there are, and what the future roadmap looks like, please see the documentation.

Contributed by @parkerduckworth in #2344, by @parkerduckworth in #2361, by @redouan-rhazouani in #2362, by @parkerduckworth in #2365, by @redouan-rhazouani in #2371, by @redouan-rhazouani in #2373, by @redouan-rhazouani in #2377, by @redouan-rhazouani in #2380, by @parkerduckworth in #2382, by @redouan-rhazouani in #2384, by @redouan-rhazouani in #2389, by @parkerduckworth in #2395, by @parkerduckworth in #2420, by @redouan-rhazouani in #2418, by @redouan-rhazouani in #2446, by @parkerduckworth in #2447, by @etiennedi in #2463, by @etiennedi in #2461, by @redouan-rhazouani in #2464, by @redouan-rhazouani in #2399, by @redouan-rhazouani in #2415, by @redouan-rhazouani in #2402, by @redouan-rhazouani in #2417, by @redouan-rhazouani in #2437, by @redouan-rhazouani in #2426

Hybrid Search (Dense Vector & BM25F)

Weaviate v1.17 introduces the ability to perform a hybrid search consisting of a BM25(F) and dense vector search. The results are combined using rank fusion. In addition to Hybrid Search, Weaviate now also supports pure BM25 and BM25F search.

To learn more about Hybrid Search and BM25 Search, see the documentation.

Contributed by @donomii in #2319, by @donomii in #2381, by @donomii in #2450, by @donomii in #2467, by @aliszka in #2469, by @aliszka in #2468, by @donomii in #2466, by @donomii in #2391

Other Features

  • Dynamically Add Nodes To Running Cluster after data has been imported by @etiennedi in #2350
  • Make startup cluster schema sync backward-compatible by @etiennedi in #2413
  • Add TTLs to cluster-wide transactions (Schema, Classifications) by @etiennedi in #2364
  • Adjust Memtable Size Dynamically by @etiennedi in #2425

Fixes

Performance

  • Improve Startup Time by persisting more LSM Segment Information by @etiennedi in #2385
  • Improve p9999 Batch Import Latency by precomputing segment metadata for newly compacted segments by @etiennedi in #2421
  • Improve HNSW startup time by improving allocation efficiency in Deserializer by @etiennedi in #2392

UX

Other / Internal / Security

New Contributors

Full Changelog: v1.16.9...v1.17.0