github milvus-io/milvus v2.6.7
milvus-2.6.7

4 hours ago

v2.6.7

Release date: December 4, 2025

Milvus Version Python SDK Version Node.js SDK Version Java SDK Version Go SDK Version
2.6.7 2.6.4 2.6.5 2.6.10 2.6.1

Milvus 2.6.7 is a critical stabilization update for the 2.6.x series. This release focuses on hardening the system against distributed failures and optimizing resource utilization under high load. With significant improvements in I/O handling, memory management, and Kubernetes integration, we strongly recommend all production users upgrade to this version to ensure greater reliability and smoother operation at scale.

Features

  • Added /livez endpoint to support Kubernetes native liveness probes, improving container orchestration stability (#45481).
  • Added support for GroupBy operations on TIMESTAMPZ fields, enhancing time-series analytics capabilities (#45763)
  • Supported mmap for JSON shredding's shared key indices to reduce RAM footprint (#45861)

Improvements

  • Supported DML request forwarding in the Proxy to improve write availability and routing resilience (#45922).
  • Upgrade etcd to v3.5.23 to address consensus stability and performance regressions (#45953).
  • Added robust error handling for Etcd server crashes to prevent cascading component failures (#45633).
  • Reduced Etcd load by removing expensive watchers for simple session liveness checks (#45974).
  • Enhanced the WAL retention strategy to better balance disk usage with data recovery safety (#45784).
  • Supported asynchronous write syncing for logs to prevent disk I/O blocking from affecting the main execution path (#45806).
  • Enforced Buffered I/O usage for high-priority load tasks to optimize OS page cache utilization and throughput (#45958).
  • Optimized mmap strategy to map group chunks in a single system call, reducing kernel overhead during segment loading (#45893).
  • Improved the accuracy of memory estimation for JSON shredding to prevent OOM kills or under-utilization (#45876).
  • Refined segment load estimation to account for both eviction and warmup states (#45891).
  • Added granular cancellation checks in query operators to allow faster termination of aborted or timed-out queries (#45894).
  • Removed redundant resource type checks in file resource configuration (#45727).

Bug fixes

  • Interleaved Go and C++ logs into a unified stream to provide a correct chronological view for debugging (#46005).
  • Resolved a race condition where LastConfirmedMessageID could be incorrect under high concurrency writes (#45874).
  • Fixed a calculation error in aggregating allsearchcount from multiple search results (#45904).
  • Fixed Term expressions to correctly handle string containment logic within JSON arrays (#45956).
  • Replaced json.doc() with json.dom_doc() in JSONContainsExpr to fix parsing behaviors and improve performance (#45786).
  • Fixed a panic in Standby MixCoord components during the shutdown sequence (#45898).
  • Fixed the leader checker to ensure segment distribution is correctly synchronized to Read-Only nodes (#45991).
  • Ensured HandleNodeUp is triggered during node re-watching to maintain correct load balancing topology (#45963).
  • Implemented fallback to remote WAL storage if local WAL storage becomes unavailable (#45754).
  • Added EmptySessionWatcher to prevent panics when running in IndexNode binding mode (#45912).
  • Ensured memory state consistency when recovering broadcast tasks from protocol buffers (#45788).
  • Addressed thread-safety issues in SegCore collection schema updates (#45618).
  • Enforced Access Control (RBAC) checks for ListImport and GetImportProgress APIs (#45862).
  • Fixed a bug where BulkImport would fail if the input contained an empty struct list (#45692).

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