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Change log\r\n\r\n## Improvements\r\n\r\n* https://github.com/qdrant/qdrant/pull/10342, https://github.com/qdrant/qdrant/pull/10420 - Speed up and saturate memory bandwidth in quantized scoring with prefetching\r\n* https://github.com/qdrant/qdrant/pull/10391, https://github.com/qdrant/qdrant/pull/10392, https://github.com/qdrant/qdrant/pull/10362, https://github.com/qdrant/qdrant/pull/10437, https://github.com/qdrant/qdrant/pull/10439, https://github.com/qdrant/qdrant/pull/10381 - Rework and batch 4-bit TurboQuant SIMD implementation for better performance\r\n* https://github.com/qdrant/qdrant/pull/10441 - Limit query plane allocations for better search performance\r\n* https://github.com/qdrant/qdrant/pull/8650 - Improve L2 cosine preprocessing performance on AVX\r\n* https://github.com/qdrant/qdrant/pull/10042 - Batch deletion checks for faster full scans\r\n* https://github.com/qdrant/qdrant/pull/10054, https://github.com/qdrant/qdrant/pull/10010, https://github.com/qdrant/qdrant/pull/10194 - Batch searches in HNSW for faster search\r\n* https://github.com/qdrant/qdrant/pull/10099 - Skip bad items before pushing into HNSW priority queue\r\n* https://github.com/qdrant/qdrant/pull/10312, https://github.com/qdrant/qdrant/pull/10333 - Skip point ID resolution in search post processing to improve search performance\r\n* https://github.com/qdrant/qdrant/pull/10040, https://github.com/qdrant/qdrant/pull/10066 - Use raw payloads in shard transfer to make payload heavy shard transfers 1.5x faster\r\n* https://github.com/qdrant/qdrant/pull/9760 - Make set replica state and abort transfer/resharding crash safe to prevent consensus desync\r\n* https://github.com/qdrant/qdrant/pull/9786 - Make restart transfer operation crash safe to prevent consensus desync\r\n* https://github.com/qdrant/qdrant/pull/10345 - Query shard status more efficiently, don't build full segment info\r\n* https://github.com/qdrant/qdrant/pull/10455 - Faster memory reporting on Linux with cachestat\r\n* https://github.com/qdrant/qdrant/pull/10457 - Probe segment memory utilization outside of read locks\r\n* https://github.com/qdrant/qdrant/pull/10027 - Honor `max_segment_size` on filter based updates\r\n* https://github.com/qdrant/qdrant/pull/10426 - Support fast HNSW healing cancellation to prevent blocking consensus on shard drop\r\n* https://github.com/qdrant/qdrant/pull/10306 - Raise HTTP2 max pending resets on gRPC API to allow higher connection concurrency\r\n* https://github.com/qdrant/qdrant/pull/10243 - Expose used CPU cores in `/metrics` (`cpu_cores_used`)\r\n* https://github.com/qdrant/qdrant/pull/10132 - Extend container runtime detection, include Kubernetes and other runtimes\r\n\r\n## Bug Fixes\r\n\r\n* https://github.com/qdrant/qdrant/pull/10201 - Fix data consistency, flush CoW segments before building payload index\r\n* https://github.com/qdrant/qdrant/pull/10399 - Fix Gridstore panic on new page after unsafe shutdown, repairs preexisting failures\r\n* https://github.com/qdrant/qdrant/pull/10205 - On aborting resharding down, don't block consensus with deferred points for along time\r\n* https://github.com/qdrant/qdrant/pull/10324 - Reject vector size larger than 65536\r\n* https://github.com/qdrant/qdrant/pull/10143 - Reject empty dense vectors\r\n* https://github.com/qdrant/qdrant/pull/10374 - Reject mismatched dimension count in positive/negative examples of recommend average API\r\n* https://github.com/qdrant/qdrant/pull/10382 - Not specifying scroll `limit` would bypass `max_query_limit`\r\n* https://github.com/qdrant/qdrant/pull/10128 - Prevent underestimating `is_empty` and `is_null` cardinality\r\n* https://github.com/qdrant/qdrant/pull/10101 - Fix `is_null` filter for unindexed payload fields\r\n* https://github.com/qdrant/qdrant/pull/10341 - Fix phrase matching on unindexed payload field not respecting token positioning\r\n* https://github.com/qdrant/qdrant/pull/10181 - Propagate mmap read errors back to user rather than panicking\r\n* https://github.com/qdrant/qdrant/pull/10338 - Fix concurrent consensus operations awaiters dropping each other\r\n* https://github.com/qdrant/qdrant/pull/9957 - Limit tracing ID by 256 bytes, not characters\r\n* https://github.com/qdrant/qdrant/pull/9959 - Clamp picking random HNSW layer to lower bound of zero\r\n\r\n## Security\r\n\r\n* https://github.com/qdrant/qdrant/pull/10242 - Reject `.` and `..` in collection names\r\n","reactions":{"url":"https://api.github.com/repos/qdrant/qdrant/releases/382158009/reactions","total_count":13,"+1":2,"-1":0,"laugh":0,"hooray":0,"confused":0,"heart":0,"rocket":11,"eyes":0}},{"url":"https://api.github.com/repos/qdrant/qdrant/releases/365475963","assets_url":"https://api.github.com/repos/qdrant/qdrant/releases/365475963/assets","upload_url":"https://uploads.github.com/repos/qdrant/qdrant/releases/365475963/assets{?name,label}","html_url":"https://github.com/qdrant/qdrant/releases/tag/v1.19.0","id":365475963,"author":{"login":"generall","id":1935623,"node_id":"MDQ6VXNlcjE5MzU2MjM=","avatar_url":"https://avatars.githubusercontent.com/u/1935623?v=4","gravatar_id":"","url":"https://api.github.com/users/generall","html_url":"https://github.com/generall","followers_url":"https://api.github.com/users/generall/followers","following_url":"https://api.github.com/users/generall/following{/other_user}","gists_url":"https://api.github.com/users/generall/gists{/gist_id}","starred_url":"https://api.github.com/users/generall/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/generall/subscriptions","organizations_url":"https://api.github.com/users/generall/orgs","repos_url":"https://api.github.com/users/generall/repos","events_url":"https://api.github.com/users/generall/events{/privacy}","received_events_url":"https://api.github.com/users/generall/received_events","type":"User","user_view_type":"public","site_admin":false},"node_id":"RE_kwDOD_vaGc4VyLh7","tag_name":"v1.19.0","target_commitish":"master","name":"v1.19.0","draft":false,"immutable":false,"prerelease":false,"created_at":"2026-08-04T11:49:08Z","updated_at":"2026-08-05T12:00:24Z","published_at":"2026-08-05T11:26:05Z","assets":[{"url":"https://api.github.com/repos/qdrant/qdrant/releases/assets/502567973","id":502567973,"node_id":"RA_kwDOD_vaGc4d9JQl","name":"qdrant-aarch64-apple-darwin.tar.gz","label":"","uploader":{"login":"github-actions[bot]","id":41898282,"node_id":"MDM6Qm90NDE4OTgyODI=","avatar_url":"https://avatars.githubusercontent.com/in/15368?v=4","gravatar_id":"","url":"https://api.github.com/users/github-actions%5Bbot%5D","html_url":"https://github.com/apps/github-actions","followers_url":"https://api.github.com/users/github-actions%5Bbot%5D/followers","following_url":"https://api.github.com/users/github-actions%5Bbot%5D/following{/other_user}","gists_url":"https://api.github.com/users/github-actions%5Bbot%5D/gists{/gist_id}","starred_url":"https://api.github.com/users/github-actions%5Bbot%5D/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/github-actions%5Bbot%5D/subscriptions","organizations_url":"https://api.github.com/users/github-actions%5Bbot%5D/orgs","repos_url":"https://api.github.com/users/github-actions%5Bbot%5D/repos","events_url":"https://api.github.com/users/github-actions%5Bbot%5D/events{/privacy}","received_events_url":"https://api.github.com/users/github-actions%5Bbot%5D/received_events","type":"Bot","user_view_type":"public","site_admin":false},"content_type":"application/x-gtar","state":"uploaded","size":27604552,"digest":"sha256:4e279a80cc1ebe73e859318ff86375af54c123887dd7ae46605c0eb6cb7c44e8","download_count":3557,"created_at":"2026-08-05T11:58:52Z","updated_at":"2026-08-05T11:58:53Z","browser_download_url":"https://github.com/qdrant/qdrant/releases/download/v1.19.0/qdrant-aarch64-apple-darwin.tar.gz"},{"url":"https://api.github.com/repos/qdrant/qdrant/releases/assets/502559940","id":502559940,"node_id":"RA_kwDOD_vaGc4d9HTE","name":"qdrant-aarch64-unknown-linux-musl.tar.gz","label":"","uploader":{"login":"github-actions[bot]","id":41898282,"node_id":"MDM6Qm90NDE4OTgyODI=","avatar_url":"https://avatars.githubusercontent.com/in/15368?v=4","gravatar_id":"","url":"https://api.github.com/users/github-actions%5Bbot%5D","html_url":"https://github.com/apps/github-actions","followers_url":"https://api.github.com/users/github-actions%5Bbot%5D/followers","following_url":"https://api.github.com/users/github-actions%5Bbot%5D/following{/other_user}","gists_url":"https://api.github.com/users/github-actions%5Bbot%5D/gists{/gist_id}","starred_url":"https://api.github.com/users/github-actions%5Bbot%5D/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/github-actions%5Bbot%5D/subscriptions","organizations_url":"https://api.github.com/users/github-actions%5Bbot%5D/orgs","repos_url":"https://api.github.com/users/github-actions%5Bbot%5D/repos","events_url":"https://api.github.com/users/github-actions%5Bbot%5D/events{/privacy}","received_events_url":"https://api.github.com/users/github-actions%5Bbot%5D/received_events","type":"Bot","user_view_type":"public","site_admin":false},"content_type":"application/x-gtar","state":"uploaded","size":29972695,"digest":"sha256:8986afbbff9ac32d6e2dbe5cabec80565f613f777126096a461ba066573d3245","download_count":1160,"created_at":"2026-08-05T11:49:54Z","updated_at":"2026-08-05T11:49:55Z","browser_download_url":"https://github.c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Change log\r\n\r\n## Features :point_up:\r\n\r\n* https://github.com/qdrant/qdrant/milestone/50 - TurboQuant 4-bit as a datatype of primary vector storage. Only store 4-bit quantized vectors and spare disk space on original vectors. [[docs](https://qdrant.tech/documentation/manage-data/vectors/#turbo4)]\r\n* https://github.com/qdrant/qdrant/pull/9669, https://github.com/qdrant/qdrant/pull/9684, https://github.com/qdrant/qdrant/pull/9950 - Unify definition of memory usage strategy for collection components. Use `\"memory\": \"cold\" / \"cached\" / \"pinned\"` to define memory behavior for each individual collection component. Allows for more fine-grained control over memory usage and performance. [[docs](https://qdrant.tech/documentation/ops-configuration/memory-tiers/)]\r\n* https://github.com/qdrant/qdrant/pull/9683 - Allow `\"match\": {\"prefix\": \"...\"}` in `filter` to match keywords by prefix, must be enabled in keyword index. [[docs](https://qdrant.tech/documentation/search/filtering/#prefix-match)]\r\n* https://github.com/qdrant/qdrant/pull/9661 - Per-query IDF corpus for sparse vector search [[docs](https://qdrant.tech/documentation/search/text-search/full-text-search/#per-tenant-idf-statistics)]\r\n* https://github.com/qdrant/qdrant/pull/9899 - Slice filtering condition: sliced scroll / deterministic sampling [[docs](https://qdrant.tech/documentation/search/filtering/#slice)]\r\n* https://github.com/qdrant/qdrant/pull/10035 - Global quota API [[docs](https://qdrant.tech/documentation/ops-configuration/quotas/)]\r\n* https://github.com/qdrant/qdrant/pull/9338 - Add routing token for deterministic read routes [[docs](https://qdrant.tech/documentation/scaling/consistency-guarantees/#read-affinity)]\r\n\r\n## Improvements :point_left:\r\n\r\n* https://github.com/qdrant/qdrant/pull/9113 - Use batched reads in vector and payload storage\r\n* https://github.com/qdrant/qdrant/pull/9409 - Utilize `io_uring` for payload storage\r\n* https://github.com/qdrant/qdrant/pull/9448 - Lower default update queue length, reduce from 1M to 200\r\n* https://github.com/qdrant/qdrant/pull/9500 - Use Entry API to avoid redundant map double-lookups, improving performance\r\n* https://github.com/qdrant/qdrant/pull/9332 - Enable single file mmap vector storage by default for immutable segments\r\n* https://github.com/qdrant/qdrant/pull/9376 - Add option to explicitly disable BM25 stemmer; deprecate \"none\" hack\r\n* https://github.com/qdrant/qdrant/pull/9457 - Performance improvements for facets\r\n* https://github.com/qdrant/qdrant/pull/9431 - Respond HTTP 405 on cluster endpoints when in standalone mode\r\n* https://github.com/qdrant/qdrant/pull/9662 - Restart consensus thread on failure instead of stopping permanently\r\n* https://github.com/qdrant/qdrant/pull/9663 - Trace-log 'Missing request message' internal gRPC errors\r\n* https://github.com/qdrant/qdrant/pull/9678 - Resolve filter-based update operations to point IDs before writing in WAL\r\n* https://github.com/qdrant/qdrant/pull/9732 - Support snapshot recovery of streamable segments without nested `files/` dir\r\n* https://github.com/qdrant/qdrant/pull/9726 - Reduce memory usage for slow requests logging\r\n* https://github.com/qdrant/qdrant/pull/9733 - Add time in gRPC responses\r\n* https://github.com/qdrant/qdrant/pull/9644 - Set S3 user-agent on snapshot uploads\r\n* https://github.com/qdrant/qdrant/pull/9749 - Lazy roaring flags bitmap and bool index counts\r\n* https://github.com/qdrant/qdrant/pull/9778 - Dedup sub-hashes with AHashSet in immutable index, improving performance\r\n* https://github.com/qdrant/qdrant/pull/9784 - Mark point deleted once instead of per value in immutable index, improving performance\r\n* https://github.com/qdrant/qdrant/pull/9660 - Speed up TurboQuant Hadamard rotation by ~3x\r\n* https://github.com/qdrant/qdrant/pull/9835 - Single inverse rotation in TurboQuant symmetric L1 scoring\r\n* https://github.com/qdrant/qdrant/pull/9811 - Align scalar f16 metrics precision with SIMD thresholds\r\n* https://github.com/qdrant/qdrant/pull/9847 - Improve error message for non-string `key` in filter conditions\r\n* https://github.com/qdrant/qdrant/pull/9871 - Compact stored bitmask for on-disk field index deleted masks\r\n* https://github.com/qdrant/qdrant/pull/9740, https://github.com/qdrant/qdrant/pull/9845 - Use batching in filter condition checker\r\n* https://github.com/qdrant/qdrant/pull/9984 - Evict page cache of files that are mapped twice\r\n* https://github.com/qdrant/qdrant/pull/10026 - Serialize snapshot recoveries of the same shard\r\n* https://github.com/qdrant/qdrant/pull/9891 - Report effective (cgroup) CPU, RAM and disk in telemetry\r\n* https://github.com/qdrant/qdrant/pull/9721 - Use jemalloc 5.3.1 to support page sizes larger than 4KB on aarch64 systems\r\n\r\n## Bug Fixes :facepunch:\r\n\r\n* https://github.com/qdrant/qdrant/pull/9395 - Fixes for resharding abort logic consistency\r\n* https://github.com/qdrant/qdrant/pull/9377 - Read deferred source point in copy-on-write move\r\n* https://github.com/qdrant/qdrant/pull/9424 - Fix data loss when a payload index drop races the background segment flush\r\n* https://github.com/qdrant/qdrant/pull/7849 - Fix abort resharding live-lock\r\n* https://github.com/qdrant/qdrant/pull/9501 - Buffer multi-dense offsets store to prevent reload corruption\r\n* https://github.com/qdrant/qdrant/pull/9401 - Fix empty `min_should` with non-zero `min_count` matching everything\r\n* https://github.com/qdrant/qdrant/pull/9536 - Fix optimizer data race, defer source segment destruction until durable\r\n* https://github.com/qdrant/qdrant/pull/9518 - Fix scalar L2 quantized score shift\r\n* https://github.com/qdrant/qdrant/pull/9537 - Fix snapshot WAL clocks data race\r\n* https://github.com/qdrant/qdrant/pull/9604, https://github.com/qdrant/qdrant/pull/9637 - Avoid allocator abort on huge limit in random search/sample/scroll\r\n* https://github.com/qdrant/qdrant/pull/9610 - Fix for Point Group Search query with large limits or group sizes cause panics\r\n* https://github.com/qdrant/qdrant/pull/9654 - Fix reinit failing with \"removed all voters\" on a removed peer\r\n* https://github.com/qdrant/qdrant/pull/9671 - Fix optimizer recreation dropping sibling shard restarts on error\r\n* https://github.com/qdrant/qdrant/pull/9641 - Unblock optimizer after deleting a named vector\r\n* https://github.com/qdrant/qdrant/pull/9686 - Fix cancelled snapshot recovery dirty marker being left behind\r\n* https://github.com/qdrant/qdrant/pull/9688 - Fix `/readyz` of reinitialized peer waiting on a foreign consensus\r\n* https://github.com/qdrant/qdrant/pull/9677 - Preserve empty result shape for zero-limit batches\r\n* https://github.com/qdrant/qdrant/pull/9723 - Fix drive letter parsing in Windows snapshot mappings\r\n* https://github.com/qdrant/qdrant/pull/9774 - Fix `/readyz` false positive on freshly bootstrapped peer\r\n* https://github.com/qdrant/qdrant/pull/9767 - Fix payload index inconsistency after restart: flush-before-build\r\n* https://github.com/qdrant/qdrant/pull/9806 - Stamp payload storage version on append-only clone paths\r\n* https://github.com/qdrant/qdrant/pull/9801 - Fix use-after-free in u8-quantized vector reads on owning storages\r\n* https://github.com/qdrant/qdrant/pull/9638 - Return error for missing point IDs in Query API recommend\r\n* https://github.com/qdrant/qdrant/pull/9785 - Reset `first_voter` and prune address book on first-peer `--reinit`\r\n* https://github.com/qdrant/qdrant/pull/9759 - Advance newest clocks for WAL-replay tail on load\r\n* https://github.com/qdrant/qdrant/pull/9660 - Count trailing deleted offset on mmap sparse reload\r\n* https://github.com/qdrant/qdrant/pull/9851 - Clamp WAL replay target to the truncated prefix on shard load\r\n* https://github.com/qdrant/qdrant/pull/9882 - Fix resharding, on queries filter shards on all shard selectors\r\n* https://github.com/qdrant/qdrant/pull/9868 - Fix WAL data race, flush after copy with `Segment::copy_to_path`\r\n* https://github.com/qdrant/qdrant/pull/9928 - Clean up stale shard transfers when applying consensus snapshot\r\n* https://github.com/qdrant/qdrant/pull/9930 - Honor applied_seq during WAL replay only under prevent_unoptimized\r\n* https://github.com/qdrant/qdrant/pull/10005 - Fix TurboQuant quantized vector layout alignment\r\n* https://github.com/qdrant/qdrant/pull/9992 - Flush after pref-illing deleted vectors\r\n* https://github.com/qdrant/qdrant/pull/10059 - Clear joint consensus fields on first peer reinit\r\n* https://github.com/qdrant/qdrant/pull/9105, https://github.com/qdrant/qdrant/pull/9410, https://github.com/qdrant/qdrant/pull/9317 - Fixes for handling of creation and deletion of named vectors\r\n* https://github.com/qdrant/qdrant/pull/10085 - Fix path traversal vulnerability in S3 based snapshots\r\n\r\n## Deprecations :point_down:\r\n\r\n* https://github.com/qdrant/qdrant/pull/9982 - Remove deprecated search endpoints from OpenAPI, deprecate them in gRPC\r\n* https://github.com/qdrant/qdrant/pull/10020 - Make deprecated `on_disk_payload` optional in the REST schema\r\n* https://github.com/qdrant/qdrant/pull/10035 - Deprecates `max_resident_memory_percent` of strict mode in favor of global quota API\r\n\r\n## Web UI :open_hands:\r\n\r\n* https://github.com/qdrant/qdrant-web-ui/milestone/1 - Significantly more performant vectors visualization and dimensionality reduction using WASM implementation of UMAP and WebGL rendering\r\n* https://github.com/qdrant/qdrant-web-ui/releases/tag/v0.2.15 - UI for managing payload indexes and their configuration\r\n* https://github.com/qdrant/qdrant-web-ui/pull/428 - UI for managing global resource quotas\r\n* https://github.com/qdrant/qdrant-web-ui/pull/425 - Display for resharding progress\r\n* https://github.com/qdrant/qdrant-web-ui/pull/400 - Multi delete feature for collections\r\n* https://github.com/qdrant/qdrant-web-ui/pull/424 - Display and editing for collection 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Change log\r\n\r\n## Improvements\r\n\r\n* https://github.com/qdrant/qdrant/pull/9282 - Log slow operations during shard WAL recovery\r\n* https://github.com/qdrant/qdrant/pull/9137 - Clear cache of ID tracker after building a segment\r\n* https://github.com/qdrant/qdrant/pull/9138 - Don't rebuild payload index if changing `on_disk` flag\r\n\r\n## Bug Fixes\r\n\r\n* https://github.com/qdrant/qdrant/pull/9285 - Fix potential infinite loop in optimizer when using multi vectors with `prevent_unoptimized`\r\n* https://github.com/qdrant/qdrant/pull/9217 - Clean up unfinished segment optimizations on cancellation, don't load them on restart\r\n* https://github.com/qdrant/qdrant/pull/9260 - Fix MatchAny with an empty list being rejected on integer index\r\n* https://github.com/qdrant/qdrant/pull/9239 - Add timeout to shard snapshot streaming endpoint, drop connections not actively read from\r\n* https://github.com/qdrant/qdrant/pull/9215 - Fix abort transfer with resharding not being idempotent\r\n* https://github.com/qdrant/qdrant/pull/9237 - Fix reporting old progress in new snapshot transfers\r\n* https://github.com/qdrant/qdrant/pull/9226 - Fix WAL lock error on Android platforms\r\n\r\n## Security\r\n\r\n* https://github.com/qdrant/qdrant/pull/9254 - Fix REST auth whitelist bypass on specially crafted paths, resolve route before authorizing\r\n* https://github.com/qdrant/qdrant/pull/9268 - Fix out of bound heap read with malicious snapshot by rejecting incorrect 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Change log\r\n\r\n## Improvements\r\n\r\n* https://github.com/qdrant/qdrant/pull/8988 - Refactor quantized multi-vector scorers for io_uring support\r\n* https://github.com/qdrant/qdrant/pull/9058 - Validate vector dimensions before WAL write for async upserts\r\n\r\n## Bug Fixes\r\n\r\n* https://github.com/qdrant/qdrant/pull/8990 - Notify pending consensus ops on snapshot apply\r\n* https://github.com/qdrant/qdrant/pull/9054 - Fix indexed integer range filter with float values\r\n* https://github.com/qdrant/qdrant/pull/9055 - Fix `{match: {except: []}}` returning zero results with payload index\r\n* https://github.com/qdrant/qdrant/pull/9070 - Fix empty vector panic\r\n* https://github.com/qdrant/qdrant/pull/9099 - Fix TurboQuant heap memory under-reporting\r\n* https://github.com/qdrant/qdrant/pull/9107 - Do not use unnecessary sequential mmaps\r\n* https://github.com/qdrant/qdrant/pull/9014 - Fix resharding cleanup data race with update queue\r\n* https://github.com/qdrant/qdrant/pull/9120 - Use cluster default shard transfer method for fallback\r\n* https://github.com/qdrant/qdrant/pull/9121 - Recreate workers/optimizers async to not block consensus\r\n* https://github.com/qdrant/qdrant/pull/9110 - Restart optimizer on conflicting vector schema\r\n* https://github.com/qdrant/qdrant/pull/9122 - Do not remove shard for snapshot transfer receiver\r\n* https://github.com/qdrant/qdrant/pull/9125 - Fix snapshot transfer cancellation on external malformed requests\r\n* https://github.com/qdrant/qdrant/pull/9116 - Fix deleted mask race on optimization and snapshot creation\r\n\r\n## Security\r\n\r\n* https://github.com/qdrant/qdrant/pull/9031 - Authorize request before we accept snapshot file 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Change log\r\n\r\n## Features 🏎️\r\n\r\n* [milestone!48](https://github.com/qdrant/qdrant/milestone/48) - Add TurboQuant quantization variant, 8x vector compression without the recall tax\r\n* https://github.com/qdrant/qdrant/pull/8605 - Add API to create and delete named vectors in existing collection\r\n* https://github.com/qdrant/qdrant/pull/8606 - Deep memory reporting, show memory usage breakdown for storage components\r\n* https://github.com/qdrant/qdrant/pull/8714 - Add low memory mode, force open everything on disk to minimize out of memory crash on startup\r\n* https://github.com/qdrant/qdrant/pull/8715 - Add strict mode parameter to reject updates when memory usage is high (`max_resident_memory_percent`)\r\n\r\n## Improvements 📏\r\n\r\n* <https://github.com/qdrant/qdrant/pull/8790>, <https://github.com/qdrant/qdrant/pull/8769> - Use dynamic CPU pool for search workers, improve search performance when there's high IO wait\r\n* <https://github.com/qdrant/qdrant/pull/8526>, <https://github.com/qdrant/qdrant/pull/8656> - Use operation size based batching in shard transfers to achieve higher throughput\r\n* https://github.com/qdrant/qdrant/pull/8673 - Reduce memory usage of immutable geo index by 7x\r\n* https://github.com/qdrant/qdrant/pull/8529 - Fully remove RocksDB support, simplifying storage handling\r\n* https://github.com/qdrant/qdrant/pull/8768 - Don't stall update queue when waiting for deferred points\r\n* https://github.com/qdrant/qdrant/pull/8944 - Use default timeout of 60 seconds to update requests, clean up long running update requests\r\n* https://github.com/qdrant/qdrant/pull/8767 - When collection update triggers optimizer recreation, clear any optimizer errors to allow recovery without restart\r\n* https://github.com/qdrant/qdrant/pull/8784 - Use snapshot based shard transfers for much faster recovery if WAL delta cannot be resolved\r\n* https://github.com/qdrant/qdrant/pull/8782 - On snapshot transfer, first clear shard data on receiver to prevent out of disk crash\r\n* https://github.com/qdrant/qdrant/pull/8689 - Clean temporary directories before loading collections, may prevent out of disk crash on recovery\r\n* https://github.com/qdrant/qdrant/pull/8830 - Don't hold shard holder lock during search to prevent blocking various other operations\r\n* <https://github.com/qdrant/qdrant/pull/8626>, <https://github.com/qdrant/qdrant/pull/8635> - Record API method path in audit log events\r\n* https://github.com/qdrant/qdrant/pull/8402 - Report tracing ID in audit log events\r\n* https://github.com/qdrant/qdrant/pull/8636 - Report audit log configuration and data size in telemetry and metrics\r\n* https://github.com/qdrant/qdrant/pull/8640 - Optimize cosine normalization on ARM CPUs (SIMD)\r\n* https://github.com/qdrant/qdrant/pull/8571 - Skip audit logging on telemetry endpoints\r\n* https://github.com/qdrant/qdrant/pull/8693 - Make HNSW sub graph building deterministic\r\n* <https://github.com/qdrant/qdrant/pull/8712>, <https://github.com/qdrant/qdrant/pull/8708>, <https://github.com/qdrant/qdrant/pull/8706> - Report various structures in deterministic order\r\n* https://github.com/qdrant/qdrant/pull/8932 - Link to agentic skills in startup message\r\n\r\n## Bug Fixes 🪺\r\n\r\n* https://github.com/qdrant/qdrant/pull/8728 - Fix stop words always being lowercased over gRPC even if disabled\r\n* https://github.com/qdrant/qdrant/pull/8719 - Fix datetime parsing for `YYYY-MM-DDTHH:MM` format\r\n* https://github.com/qdrant/qdrant/pull/8734 - Fix IsEmpty condition on freshly rebuilt null index\r\n* https://github.com/qdrant/qdrant/pull/8939 - Fix nested MatchTextAny not using full-text index\r\n* https://github.com/qdrant/qdrant/pull/8646 - Fix geo circle hash bound checks\r\n* https://github.com/qdrant/qdrant/pull/8938 - Fix phrase matching crossing string-array element boundaries\r\n* https://github.com/qdrant/qdrant/pull/8762 - Fix hard panic when there are multiple validation errors\r\n* https://github.com/qdrant/qdrant/pull/8194 - Disallow sparse vectors with an empty name\r\n* https://github.com/qdrant/qdrant/pull/8832 - Fix GPU not being used for HNSW without main graph\r\n* https://github.com/qdrant/qdrant/pull/8691 - Fix infinite loop in HNSW sub graph building\r\n* https://github.com/qdrant/qdrant/pull/8577 - Fix panic when snapshot path contains non-UTF-8 characters\r\n* https://github.com/qdrant/qdrant/pull/8293 - Fix hard panic on corrupt collection alias file, return error instead\r\n* https://github.com/qdrant/qdrant/pull/8574 - Fix disk IO not always being measured in map index\r\n* https://github.com/qdrant/qdrant/pull/8645 - Fix chunk capacity reservation to allocate more efficiently\r\n* https://github.com/qdrant/qdrant/pull/8651 - Fix payload index flushers absorbing cancellations as errors\r\n* https://github.com/qdrant/qdrant/pull/8474 - Fix snapshot files not cleaned up on snapshot restore failure\r\n* https://github.com/qdrant/qdrant/pull/8654 - Fix clearing page cache not being reliable, add missing candidates\r\n* https://github.com/qdrant/qdrant/pull/8542 - Fix map index listing modified file as immutable\r\n* https://github.com/qdrant/qdrant/pull/8847 - Fix data race causing disk watcher not to be woken up causing timeouts\r\n* <https://github.com/qdrant/qdrant/pull/8789>, <https://github.com/qdrant/qdrant/pull/8917> - Make resharding operations idempotent, fix cluster state corruption on crash\r\n* https://github.com/qdrant/qdrant/pull/8831 - Fix slow request logging for read operations with shard level errors\r\n* https://github.com/qdrant/qdrant/pull/8756 - Don't allocate async search workers we don't use reducing thread count\r\n* https://github.com/qdrant/qdrant/pull/8596 - Don't write to old shards on resharding down after write hashring commit, fix missing shard errors\r\n* https://github.com/qdrant/qdrant/pull/8543 - Fix edge sparse vector search panic on score post processing\r\n* https://github.com/qdrant/qdrant/pull/8588 - Fix various Raft consensus correctness bugs upstream\r\n\r\n## Security 🕵️\r\n\r\n* https://github.com/qdrant/qdrant/pull/8676 - Enforce API key/JWT authentication on internal gRPC endpoints\r\n* https://github.com/qdrant/qdrant/pull/8628 - Add config option to disable snapshot restore from URL\r\n* https://github.com/qdrant/qdrant/pull/8619 - Bump TLS dependencies to resolve security vulnerabilities\r\n\r\n## Web UI 🍱\r\n\r\n* https://github.com/qdrant/qdrant-web-ui/pull/372 - Add memory and disk inspector, view usage breakdown per storage component\r\n* https://github.com/qdrant/qdrant-web-ui/pull/370 - Add high contrast theme\r\n* https://github.com/qdrant/qdrant-web-ui/pull/369 - Render inline documentation in collection info panel\r\n* https://github.com/qdrant/qdrant-web-ui/pull/362 - Add refresh button to some collection views\r\n* <https://github.com/qdrant/qdrant-web-ui/pull/373>, <https://github.com/qdrant/qdrant-web-ui/pull/377> - 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Change log\r\n\r\n## Improvements\r\n\r\n* [milestone#46](https://github.com/qdrant/qdrant/milestone/46?closed=1) - Defer point updates, efficiently apply and optimize points with `prevent_unoptimized=true`\r\n* https://github.com/qdrant/qdrant/pull/8188 - Make Gridstore flushes non-blocking to reduce search tail latencies\r\n* https://github.com/qdrant/qdrant/pull/8235 - Improve performance of filtered search in case of singular payload value\r\n* https://github.com/qdrant/qdrant/pull/8402 - Add request tracing ID into audit log\r\n* https://github.com/qdrant/qdrant/pull/8460 - Propagate WAL errors instead of panicking during loading of shards\r\n* https://github.com/qdrant/qdrant/pull/8301 - Allow peer to bootstrap with used URI if empty\r\n\r\n## Bug fixes\r\n\r\n* https://github.com/qdrant/qdrant/pull/8177 - GPU: fix raw Vulkan name pointer type\r\n* https://github.com/qdrant/qdrant/pull/8193 - Fix creation of uninitialized shard key with replication factor > 1, fixing tiered multi-tenancy workflow\r\n* https://github.com/qdrant/qdrant/pull/8217 - Prevent `min_should` panic on large amount of conditions\r\n* https://github.com/qdrant/qdrant/pull/8179 - Fix for restore of cluster snapshots which creates unnecessary replicas in Partial state\r\n* https://github.com/qdrant/qdrant/pull/8220 - Fix Server disconnected without sending a response error while performing concurrent ingestion using\r\n* https://github.com/qdrant/qdrant/pull/8341 - Security patch to force snapshot recovery from snapshot directory only\r\n* https://github.com/qdrant/qdrant/pull/8373 - Fix lock for collection-level operations during shard transfer\r\n* https://github.com/qdrant/qdrant/pull/8438 - Do not fail on collection-level operations with dummy shard\r\n* https://github.com/qdrant/qdrant/pull/8455 - Fix WAL reading issue introduced in 1.17.0\r\n* https://github.com/qdrant/qdrant/pull/8454 - Fix another panic in WAL replay\r\n* https://github.com/qdrant/qdrant/pull/8475 - Fix for WAL delta transfer: reject truncated recovery points before equal-pruning\r\n* https://github.com/qdrant/qdrant/pull/8514 - Fix incorrect warning in geo-index\r\n* https://github.com/qdrant/qdrant/pull/8374 - Prevent locking shard holder for a long time in slow stream records transfers\r\n* https://github.com/qdrant/qdrant/pull/8480 - Fix panic in optimizer logging\r\n* https://github.com/qdrant/qdrant/pull/8449 - Fix panic in chunked vector storage\r\n\r\n## Preview\r\n\r\nThis features are not officially released yet, but available in the build:\r\n\r\n* https://github.com/qdrant/qdrant/pull/8214 - Per-collection metrics in Prometheus\r\n* https://github.com/qdrant/qdrant/pull/8498 - API for reading audit log entries\r\n* https://github.com/qdrant/qdrant/pull/8469 - Maximum batch size config in strict mode\r\n\r\n## Edge\r\n\r\n* Rust Crate for Qdrant Edge v0.6.0 - https://crates.io/crates/qdrant-edge\r\n* Python Package for Qdrant Edge v0.6.0 - https://pypi.org/project/qdrant-edge-py/\r\n\r\n","reactions":{"url":"https://api.github.com/repos/qdrant/qdrant/releases/302251388/reactions","total_count":13,"+1":0,"-1":0,"laugh":0,"hooray":1,"confused":0,"heart":0,"rocket":12,"eyes":0}},{"url":"https://api.github.com/repos/qdrant/qdrant/releases/288185454","assets_url":"https://api.github.com/repos/qdrant/qdrant/releases/288185454/assets","upload_url":"https://uploads.github.com/repos/qdrant/qdrant/releases/288185454/assets{?name,label}","html_url":"https://github.com/qdrant/qdrant/releases/tag/v1.17.0","id":288185454,"author":{"login":"timvisee","id":856222,"node_id":"MDQ6VXNlcjg1NjIyMg==","avatar_url":"https://avatars.githubusercontent.com/u/856222?v=4","gravatar_id":"","url":"https://api.github.com/users/timvisee","html_url":"https://github.com/timvisee","followers_url":"https://api.github.com/users/timvisee/followers","following_url":"https://api.github.com/users/timvisee/following{/other_user}","gists_url":"https://api.github.com/users/timvisee/gists{/gist_id}","starred_url":"https://api.github.com/users/timvisee/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/timvisee/subscriptions","organizations_url":"https://api.github.com/users/timvisee/orgs","repos_url":"https://api.github.com/users/timvisee/repos","events_url":"https://api.github.com/users/timvisee/events{/privacy}","received_events_url":"https://api.github.com/users/timvisee/received_events","type":"User","user_view_type":"public","site_admin":false},"node_id":"RE_kwDOD_vaGc4RLVxu","tag_name":"v1.17.0","target_commitish":"master","name":"v1.17.0","draft":false,"immutable":false,"prerelease":false,"created_at":"2026-02-19T12:36:34Z","updated_at":"2026-02-20T12:26:53Z","published_at":"2026-02-20T11:11:50Z","assets":[{"url":"https://api.github.com/repos/qdrant/qdrant/releases/assets/359142974","id":359142974,"node_id":"RA_kwDOD_vaGc4VaBY-","name":"qdrant-aarch64-apple-darwin.tar.gz","label":"","uploader":{"login":"github-actions[bot]","id":41898282,"node_id":"MDM6Qm90NDE4OTgyODI=","avatar_url":"https://avatars.githubusercontent.com/in/15368?v=4","gravatar_id":"","url":"https://api.github.com/users/github-actions%5Bbot%5D","html_url":"https://github.com/apps/github-actions","followers_url":"https://api.github.com/users/github-actions%5Bbot%5D/followers","following_url":"https://api.github.com/users/github-actions%5Bbot%5D/following{/other_user}","gists_url":"https://api.github.com/users/github-actions%5Bbot%5D/gists{/gist_id}","starred_url":"https://api.github.com/users/github-actions%5Bbot%5D/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/github-actions%5Bbot%5D/subscriptions","organizations_url":"https://api.github.com/users/github-actions%5Bbot%5D/orgs","repos_url":"https://api.github.com/users/github-actions%5Bbot%5D/repos","events_url":"https://api.github.com/users/github-actions%5Bbot%5D/events{/privacy}","received_events_url":"https://api.github.com/users/github-actions%5Bbot%5D/received_events","type":"Bot","user_view_type":"public","site_admin":false},"content_type":"application/x-gtar","state":"uploaded","size":26312251,"digest":"sha256:43feed023b4737a509f81dbe695afbb355346a4884482fe1026d23f4d68ab183","download_count":3485,"created_at":"2026-02-20T11:39:39Z","updated_at":"2026-02-20T11:39:41Z","browser_download_url":"https://github.com/qdrant/qdrant/releases/download/v1.17.0/qdrant-aarch64-apple-darwin.tar.gz"},{"url":"https://api.github.com/repos/qdrant/qdrant/releases/assets/359139594","id":359139594,"node_id":"RA_kwDOD_vaGc4VaAkK","name":"qdrant-aarch64-unknown-linux-musl.tar.gz","label":"","uploader":{"login":"github-actions[bot]","id":41898282,"node_id":"MDM6Qm90NDE4OTgyODI=","avatar_url":"https://avatars.githubusercontent.com/in/15368?v=4","gravatar_id":"","url":"https://api.github.com/users/github-actions%5Bbot%5D","html_url":"https://github.com/apps/github-actions","followers_url":"https://api.github.com/users/github-actions%5Bbot%5D/followers","following_url":"https://api.github.com/users/github-actions%5Bbot%5D/following{/other_user}","gists_url":"https://api.github.com/users/github-actions%5Bbot%5D/gists{/gist_id}","starred_url":"https://api.github.com/users/github-actions%5Bbot%5D/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/github-actions%5Bbot%5D/subscriptions","organizations_url":"https://api.github.com/users/github-actions%5Bbot%5D/orgs","repos_url":"https://api.github.com/users/github-actions%5Bbot%5D/repos","events_url":"https://api.github.com/users/github-actions%5Bbot%5D/events{/privacy}","received_events_url":"https://api.github.com/users/github-actions%5Bbot%5D/received_events","type":"Bot","user_view_type":"public","site_admin":false},"content_type":"application/x-gtar","state":"uploaded","size":27490181,"digest":"sha256:42d26ebf478bbf9e4023a4359dec2dbf93880d970c9d0dc76a78f4645a14c100","download_count":929,"created_at":"2026-02-20T11:32:35Z","updated_at":"2026-02-20T11:32:36Z","bro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Change log\r\n\r\n## Features 🏋️\r\n\r\n* [milestone#38](https://github.com/qdrant/qdrant/milestone/38?closed=1) - Relevance Feedback ([docs](https://qdrant.tech/documentation/concepts/search-relevance/#relevance-feedback))\r\n* [milestone#44](https://github.com/qdrant/qdrant/milestone/44?closed=1) - API for detailed report on optimization progress and stages ([docs](https://qdrant.tech/documentation/concepts/optimizer/#optimization-monitoring))\r\n* [milestone#40](https://github.com/qdrant/qdrant/milestone/40?closed=1) - API for aggregated telemetry of the whole cluster ([docs](https://qdrant.tech/documentation/guides/monitoring/#cluster-wide-telemetry))\r\n* [milestone#43](https://github.com/qdrant/qdrant/milestone/43?closed=1) - Unlimited update queue to gracefully smooth update spikes ([docs](https://qdrant.tech/documentation/guides/low-latency-search/))\r\n* https://github.com/qdrant/qdrant/pull/8071 - Add Audit Access Logging ([docs](https://qdrant.tech/documentation/guides/security/#audit-logging))\r\n* https://github.com/qdrant/qdrant/pull/8063 - Add Weighted RRF ([docs](https://qdrant.tech/documentation/concepts/hybrid-queries/#reciprocal-rank-fusion-rrf))\r\n* https://github.com/qdrant/qdrant/pull/7643 - Add config option to control update throughput and prevent unoptimized searches ([docs](https://qdrant.tech/documentation/guides/low-latency-search/))\r\n* https://github.com/qdrant/qdrant/pull/7929 - Add configurable read fan-out delay for dealing with tail latency in distributed clusters ([docs](https://qdrant.tech/documentation/guides/low-latency-search/#use-delayed-fan-outs))\r\n* https://github.com/qdrant/qdrant/pull/7963 - For upserts, add `update_mode` parameter to either `upsert`, `update` or `insert` ([docs](https://qdrant.tech/documentation/concepts/points/#update-mode))\r\n* https://github.com/qdrant/qdrant/pull/7835 - Add secondary API key configuration for zero downtime key rotation in distributed clusters\r\n* https://github.com/qdrant/qdrant/pull/7838 - Add dedicated HTTP port for `/metrics` endpoint for internal monitoring\r\n* https://github.com/qdrant/qdrant/pull/7615 - Add API to list shard keys ([docs](https://qdrant.tech/documentation/guides/distributed_deployment/#user-defined-sharding))\r\n\r\n## Improvements 🤸\r\n\r\n* https://github.com/qdrant/qdrant/pull/7802 - Improve timeout handling on read operations\r\n* https://github.com/qdrant/qdrant/pull/7750 - Improve timeout handling in update operations, prevent shard failures in case of timed out updates after WAL\r\n* https://github.com/qdrant/qdrant/pull/8025 - Recover snapshot without creating intermediate files, greatly improves recovery time and disk usage\r\n* https://github.com/qdrant/qdrant/pull/8059 - Recover snapshots directly into target file system to avoid expensive file movements\r\n* https://github.com/qdrant/qdrant/pull/7883 - Flush after snapshot unpack with `syncfs` to persist a large number of files much more efficiently\r\n* https://github.com/qdrant/qdrant/pull/8072 - Don't lock shard holder structure during creation of a snapshot, previously blocking shard level operations\r\n* https://github.com/qdrant/qdrant/pull/8166 - Add timeout to snapshot downloads, abort if connection gets stuck for more than a minute\r\n* https://github.com/qdrant/qdrant/pull/8007, https://github.com/qdrant/qdrant/pull/8056 - Improve segments locking approach to minimize lock contention\r\n* https://github.com/qdrant/qdrant/pull/8105 - Limit number of parallel updates on a shard to 64 to prevent order tracking overhead\r\n* https://github.com/qdrant/qdrant/pull/8169 - Reduce locking in Gridstore to lower search tail latencies\r\n* https://github.com/qdrant/qdrant/pull/8164 - Actively free cache memory for closed WAL segments to reduce memory pressure\r\n* https://github.com/qdrant/qdrant/pull/7952 - Disable in-place payload updates on unindexed fields, improve immutability guarantees of indexed segments improving partial snapshots\r\n* https://github.com/qdrant/qdrant/pull/7887 - Add ability to disable extra HNSW links construction for specific payload indices ([docs](https://qdrant.tech/documentation/concepts/indexing/#disable-the-creation-of-extra-edges-for-payload-fields))\r\n* https://github.com/qdrant/qdrant/pull/7971 - Enable missing option for vector storage to populate single-file mmap\r\n* https://github.com/qdrant/qdrant/pull/7928 - Enable `io_uring` when reading batch of vectors\r\n* https://github.com/qdrant/qdrant/pull/7919 - Improve error message for datetime parse failures\r\n* https://github.com/qdrant/qdrant/pull/8053 - Allow to configure load concurrency for collections, shards and segments\r\n* https://github.com/qdrant/qdrant/pull/7809 - Add more convenient way to provide API-keys for external inference providers ([docs](https://qdrant.tech/documentation/concepts/inference/#external-embedding-model-providers))\r\n* https://github.com/qdrant/qdrant/pull/8093 - Don't lock WAL during serialization of new updates, which was costly for large operations\r\n* https://github.com/qdrant/qdrant/pull/7834 - Extend WAL retention when replicas are dead, prevent full shard transfers in case of peer failures\r\n* https://github.com/qdrant/qdrant/pull/7565 - Disable old shard key format deprecated in 1.15.0\r\n* https://github.com/qdrant/qdrant/pull/8125 - Skip building extra HNSW links for deleted vectors\r\n* https://github.com/qdrant/qdrant/pull/8163 - Improve search result processing to use less CPU with a high search limit\r\n* https://github.com/qdrant/qdrant/pull/8175 - Use less allocations for HNSW plain filtered search\r\n\r\n## Bug Fixes 🤹\r\n\r\n* https://github.com/qdrant/qdrant/pull/7850 - Fix flush ordering to follow segment dependencies, prevents dataloss by CoW on flush interruption\r\n* https://github.com/qdrant/qdrant/pull/8103 - Fix data race in stream records transfer potentially missing ongoing updates\r\n* https://github.com/qdrant/qdrant/pull/7983 - Fix interlocking problem on creation of payload index\r\n* https://github.com/qdrant/qdrant/pull/7999 - Fix interlocking problem on collection-level update operations\r\n* https://github.com/qdrant/qdrant/pull/8131 - Fix deadlock during snapshot with concurrent updates\r\n* https://github.com/qdrant/qdrant/pull/8128 - Fix gRPC/HTTP2 `too_many_internal_resets` error due to how we internally cancel ongoing requests\r\n* https://github.com/qdrant/qdrant/pull/8019 - Improve handling of HTTP2 channels closing in connection pool\r\n* https://github.com/qdrant/qdrant/pull/8104 - Fix data race in WAL and shard clocks snapshot, ensure they remain consistent\r\n* https://github.com/qdrant/qdrant/pull/7961 - Fix using incorrect versions in partial snapshot manifest construction\r\n* https://github.com/qdrant/qdrant/pull/8095 - Fix incorrect internal protocol usage for shard snapshot transfers\r\n* https://github.com/qdrant/qdrant/pull/7950 - Fix integer overflow in query batch when using high limits\r\n* https://github.com/qdrant/qdrant/pull/7972 - Fix search aggregator panic with limit 0\r\n* https://github.com/qdrant/qdrant/pull/8100 - Fix round floats not used in integer index, JSON doesn't distinguish between integers and floats\r\n* https://github.com/qdrant/qdrant/pull/8097 - Fix `score_threshold` not being used in score boosting queries\r\n* https://github.com/qdrant/qdrant/pull/7877 - Fix `Corrupted ID tracker mapping storage` bug when disk is full\r\n* https://github.com/qdrant/qdrant/pull/7944 - Fix gRPC API response status counting in telemetry and metrics\r\n* https://github.com/qdrant/qdrant/pull/7857 - Fix total count in progress tracker for replicate points with filter\r\n* https://github.com/qdrant/qdrant/pull/7856 - Fix creation of payload index in empty collection using user-defined sharding\r\n* https://github.com/qdrant/qdrant/pull/8099 - Fix ignoring CA certs for internal requests if configured\r\n* https://github.com/qdrant/qdrant/pull/8176 - Add missing timeout parameter to some endpoints\r\n\r\n## Web UI :bento: \r\n\r\n* https://github.com/qdrant/qdrant-web-ui/pull/345 - Detailed visualization of optimization progress\r\n* https://github.com/qdrant/qdrant-web-ui/pull/334 - Create collection dialog now previews the exact command\r\n* https://github.com/qdrant/qdrant-web-ui/pull/341 - Buttons for resharding control\r\n* https://github.com/qdrant/qdrant-web-ui/pull/344 - Points filter and search bar restored and improved\r\n\r\n## Qdrant Edge :hocho: \r\n\r\nQdrant Edge is an in-process version of Qdrant, which shares the same internals, storage format, and points API as the server version, but designed to work locally. Qdrant Edge is compatible with server version and it can read shard snapshots created by server version of Qdrant. More documentation available [here](https://qdrant.tech/documentation/edge/).\r\n\r\n## Deprecations :warning:\r\n\r\n* Starting from v1.17.0 Qdrant changes response format for vector fields in gRPC interface. All official Qdrant clients should be already adopted to this change, so please make sure you upgrade your client libraries and check that you are not using deprecated fields. More info: https://github.com/qdrant/qdrant/pull/7183\r\n\r\n* Upcoming deprecations:\r\n  * In Qdrant v1.18.x all deprecated search methods will be completely removed and won't be available even from old client libraries.\r\n  * In Qdrant v1.17.x we will completely remove RocksDB support in favor of [gridstore](https://qdrant.tech/articles/gridstore-key-value-storage/), that means that direct upgrade from v1.15.x into v1.17.x won't be possible. Please follow [upgrade instructions](https://qdrant.tech/documentation/faq/qdrant-fundamentals/#how-do-i-avoid-issues-when-updating-to-the-latest-version) and upgrade one minor version at a time to avoid unsupported storage errors. Note that Qdrant Cloud infrastructure automatically generates a proper upgrade steps, so you don't have to worry about 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Change log\r\n\r\n## Improvements\r\n\r\n- https://github.com/qdrant/qdrant/pull/7755, https://github.com/qdrant/qdrant/pull/7588 - Respect search and point retrieve timeout when trying to access segments\r\n- https://github.com/qdrant/qdrant/pull/7685 - Respect telemetry timeout when fetching shard statistics\r\n- https://github.com/qdrant/qdrant/pull/7715 - Log snapshot download duration and speed\r\n\r\n## Bug fixes\r\n\r\n- https://github.com/qdrant/qdrant/pull/7787, https://github.com/qdrant/qdrant/pull/7791 - Fix WAL delta transfer corrupting replica after a previous full transfer was aborted\r\n- https://github.com/qdrant/qdrant/pull/7801, https://github.com/qdrant/qdrant/pull/7805 - Fix flush losing changes on transient disk IO errors, potentially corrupting data\r\n- https://github.com/qdrant/qdrant/pull/7792 - Fix incorrectly aborting shard transfers when dropping unrelated shard\r\n- https://github.com/qdrant/qdrant/pull/7741 - Fix flush error in Gridstore, potentially corrupting data when quickly alternating inserts/deletes\r\n- https://github.com/qdrant/qdrant/pull/7702 - Fix flush data race in Gridstore, potentially corrupting data when storage is cleared in parallel\r\n- https://github.com/qdrant/qdrant/pull/7759, https://github.com/qdrant/qdrant/pull/7782 - Fix handling of collection names with weird characters, breaking snapshot transfers for example\r\n- https://github.com/qdrant/qdrant/pull/7788 - Fix snapshot metrics not always reporting when zero (`snapshot_{creation,recovery}_running`, `snapshot_created_total`)\r\n- https://github.com/qdrant/qdrant/pull/7783 - Fix incorrectly reporting optimization errors in telemetry on panic\r\n- https://github.com/qdrant/qdrant/pull/7765 - Fix slow shutdown on SIGINT when optimizations are running\r\n- https://github.com/qdrant/qdrant/pull/7690 - Fix Qdrant not building on Windows ARM64\r\n- https://github.com/qdrant/qdrant/pull/7683 - Keep RocksDB support until 1.18.0 in development 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Change log\r\n\r\n## Improvements\r\n\r\n- https://github.com/qdrant/qdrant/pull/7607 - Improve request timeout handling for telemetry and metrics\r\n- https://github.com/qdrant/qdrant/pull/7623 - Add user agent to HTTP requests sent by Qdrant server\r\n\r\n## Bug fixes\r\n\r\n- https://github.com/qdrant/qdrant/pull/7674 - Fix critical WAL bug that could break consensus or cause data corruption on restart\r\n- https://github.com/qdrant/qdrant/pull/7684 - Fix consensus crash when applying consensus snapshot with non-replicated collection\r\n- https://github.com/qdrant/qdrant/pull/7620 - Fix panic during search on segments with empty HNSW graph\r\n- https://github.com/qdrant/qdrant/pull/7629, https://github.com/qdrant/qdrant/pull/7640, https://github.com/qdrant/qdrant/pull/7673 - Fix shard resource cleanup when shard is replaced, prevent deadlock on small CPUs\r\n- https://github.com/qdrant/qdrant/pull/7621, https://github.com/qdrant/qdrant/pull/7626 - Fix payload index storage still flushing after removal, fixing data corruption and IO errors on Windows\r\n- https://github.com/qdrant/qdrant/pull/7624, https://github.com/qdrant/qdrant/pull/7627 - Fix Gridstore storage still flushing after wipe, fixing data corruption and IO errors\r\n- https://github.com/qdrant/qdrant/pull/7614, https://github.com/qdrant/qdrant/pull/7618 - Fix Docker/WSL on Windows with bind mount corrupting storage\r\n- https://github.com/qdrant/qdrant/pull/7678 - Fix `collections_vector_total` metric reporting -0.0 if there are no vectors\r\n- https://github.com/qdrant/qdrant/pull/7649 - Also report `collection_indexed_only_excluded_points` metric if zero\r\n","reactions":{"url":"https://api.github.com/repos/qdrant/qdrant/releases/267040500/reactions","total_count":8,"+1":0,"-1":0,"laugh":0,"hooray":0,"confused":0,"heart":0,"rocket":8,"eyes":0}},{"url":"https://api.github.com/repos/qdrant/qdrant/releases/265143628","assets_url":"https://api.github.com/repos/qdrant/qdrant/releases/265143628/assets","upload_url":"https://uploads.github.com/repos/qdrant/qdrant/releases/265143628/assets{?name,label}","html_url":"https://github.com/qdrant/qdrant/releases/tag/v1.16.1","id":265143628,"author":{"login":"timvisee","id":856222,"node_id":"MDQ6VXNlcjg1NjIyMg==","avatar_url":"https://avatars.githubusercontent.com/u/856222?v=4","gravatar_id":"","url":"https://api.github.com/users/timvisee","html_url":"https://github.com/timvisee","followers_url":"https://api.github.com/users/timvisee/followers","following_url":"https://api.github.com/users/timvisee/following{/other_user}","gists_url":"https://api.github.com/users/timvisee/gists{/gist_id}","starred_url":"https://api.github.com/users/timvisee/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/timvisee/subscriptions","organizations_url":"https://api.github.com/users/timvisee/orgs","repos_url":"https://api.github.com/users/timvisee/repos","events_url":"https://api.github.com/users/timvisee/events{/privacy}","received_events_url":"https://api.github.com/users/timvisee/received_events","type":"User","user_view_type":"public","site_admin":false},"node_id":"RE_kwDOD_vaGc4PzcVM","tag_name":"v1.16.1","target_commitish":"master","name":"v1.16.1","draft":false,"immutable":false,"prerelease":false,"created_at":"2025-11-25T15:59:15Z","updated_at":"2025-11-25T18:17:13Z","published_at":"2025-11-25T17:16:19Z","assets":[{"url":"https://api.github.com/repos/qdrant/qdrant/releases/assets/320757854","id":320757854,"node_id":"RA_kwDOD_vaGc4THmBe","name":"qdrant-aarch64-apple-darwin.tar.gz","label":"","uploader":{"login":"github-actions[bot]","id":41898282,"node_id":"MDM6Qm90NDE4OTgyODI=","avatar_url":"https://avatars.githubusercontent.com/in/15368?v=4","gravatar_id":"","url":"https://api.github.com/users/github-actions%5Bbot%5D","html_url":"https://github.com/apps/github-actions","followers_url":"https://api.github.com/users/github-actions%5Bbot%5D/followers","following_url":"https://api.github.com/users/github-actions%5Bbot%5D/following{/other_user}","gists_url":"https://api.github.com/users/github-actions%5Bbot%5D/gists{/gist_id}","starred_url":"https://api.github.com/users/github-actions%5Bbot%5D/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/github-actions%5Bbot%5D/subscriptions","organizations_url":"https://api.github.com/users/github-actions%5Bbot%5D/orgs","repos_url":"https://api.github.com/users/github-actions%5Bbot%5D/repos","events_url":"https://api.github.com/users/github-actions%5Bbot%5D/events{/privacy}","received_events_url":"https://api.github.com/users/github-actions%5Bbot%5D/received_events","type":"Bot","user_view_type":"public","site_admin":false},"content_type":"application/x-gtar","state":"uploaded","size":29279865,"digest":"sha256:9a3761f860a3c4a1ae7c4eca12d7f4b05f952bc1782602ccecc52dd04109e04a","download_count":179,"created_at":"2025-11-25T18:17:12Z","updated_at":"2025-11-25T18:17:13Z","browser_download_url":"https://github.com/qdrant/qdrant/releases/download/v1.16.1/qdrant-aarch64-apple-darwin.tar.gz"},{"url":"https://api.github.com/repos/qdrant/qdrant/releases/assets/320747931","id":320747931,"node_id":"RA_kwDOD_vaGc4THjmb","name":"qdrant-aarch64-unknown-linux-musl.tar.gz","label":"","uploader":{"login":"github-actions[bot]","id":41898282,"node_id":"MDM6Qm90NDE4OTgyODI=","avatar_url":"https://avatars.githubusercontent.com/in/15368?v=4","gravatar_id":"","url":"https://api.github.com/users/github-actions%5Bbot%5D","html_url":"https://github.com/apps/github-actions","followers_url":"https://api.github.com/users/github-actions%5Bbot%5D/followers","following_url":"https://api.github.com/users/github-actions%5Bbot%5D/following{/other_user}","gists_url":"https://api.github.com/users/github-actions%5Bbot%5D/gists{/gist_id}","starred_url":"https://api.github.com/users/github-actions%5Bbot%5D/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/github-actions%5Bbot%5D/subscriptions","organizations_url":"https://api.github.com/users/github-actions%5Bbot%5D/orgs","repos_url":"https://api.github.com/users/github-actions%5Bbot%5D/repos","events_url":"https://api.github.com/users/github-actions%5Bbot%5D/events{/privacy}","received_events_url":"https://api.github.com/users/github-actions%5Bbot%5D/received_events","type":"Bot","user_view_type":"public","site_admin":false},"content_type":"application/x-gtar","state":"uploaded","size":31092642,"digest":"sha256:a6c73d8ac6791fa75aa4f5fec5d528e2ca2967eecd1ef2a65b2064f702a99c7b","download_count":113,"created_at":"2025-11-25T17:44:53Z","updated_at":"2025-11-25T17:44:54Z","browser_download_url":"https://github.com/qdra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Change log\r\n\r\n## Improvements\r\n\r\n- https://github.com/qdrant/qdrant/pull/7514, https://github.com/qdrant/qdrant/pull/7572 - Make batch queries up to 3 times faster on full scans by reading each point only once\r\n- https://github.com/qdrant/qdrant/pull/7551 - Actively migrate vector, payload and payload index storage from RocksDB into Gridstore on startup for better and more predictable performance\r\n- https://github.com/qdrant/qdrant/pull/7579 - Add 60s internal timeout for telemetry/metrics endpoints to prevent long hanging tasks\r\n- https://github.com/qdrant/qdrant/pull/7557 - Add validation to restart shard transfer operation\r\n- https://github.com/qdrant/qdrant/pull/7446 - Defer Gridstore flushing to make flushing behavior consistent with all other storage components\r\n- https://github.com/qdrant/qdrant/pull/7580 - Improve consensus WAL compaction logging to aid debugging\r\n- https://github.com/qdrant/qdrant/pull/7598 - Make timeout for inference requests user configurable\r\n\r\n## Bug fixes\r\n\r\n- https://github.com/qdrant/qdrant/pull/7564 - Fix panic at startup on old clusters with user defined sharding, if not updated to Qdrant 1.15.5 first\r\n- https://github.com/qdrant/qdrant/pull/7577 - Fix breaking Raft by killing node at specific time during consensus snapshot, preventing potential crash loop\r\n- https://github.com/qdrant/qdrant/pull/7587 - Fix corrupting WAL with broken flush edge case after WAL is cleared or truncated\r\n- https://github.com/qdrant/qdrant/pull/7570 - Fix incorrect rescoring default on mutable segments when using binary quantization\r\n- https://github.com/qdrant/qdrant/pull/7569, https://github.com/qdrant/qdrant/pull/7575 - Spawn search/update tasks on the correct runtime, significantly reduce number of general/actix threads\r\n- https://github.com/qdrant/qdrant/pull/7558 - Fix data race in shard transfers, wait on transfer to start before initializing shards\r\n- https://github.com/qdrant/qdrant/pull/7556 - Fix incorrect log message when failing to read lock segment for some 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Change log\r\n\r\n## Features 🌰\r\n\r\n- https://github.com/qdrant/qdrant/milestone/33?closed=1 - Inline Storage: Add option to inline vectors in HNSW graph for efficient IO usage ([docs](https://qdrant.tech/documentation/guides/optimize/#inline-storage-in-hnsw-index))\r\n- https://github.com/qdrant/qdrant/milestone/37?closed=1 - Tenant promotion mechanism for tiered multitenancy: ([docs](https://qdrant.tech/documentation/guides/multitenancy/#tiered-multitenancy))\r\n  - Add `ReplicatePoints` action to promote payload based tenant into dedicated shard key ([docs](https://qdrant.tech/documentation/guides/multitenancy/#promote-tenant-to-dedicated-shard))\r\n  -  Add fallback shard key for intelligent routing to tenants that are or are not promoted to a dedicated shard ([docs](https://qdrant.tech/documentation/guides/multitenancy/#query-tiered-multitenant-collection))\r\n  - On shard key creation, allow to specify initial state of new replicas\r\n- https://github.com/qdrant/qdrant/pull/7414 - Add ACORN-1 search method, accurate search over many filtered points at the cost of performance ([docs](https://qdrant.tech/documentation/concepts/search/#acorn-search-algorithm))\r\n- https://github.com/qdrant/qdrant/pull/7408 - Add ASCII folding (normalization) to full text indices, fold diacritics into ASCII characters ([docs](https://qdrant.tech/documentation/concepts/indexing/#ascii-folding))\r\n- https://github.com/qdrant/qdrant/pull/7006 - Add conditional update functionality, only apply update on points matching filter ([docs](https://qdrant.tech/documentation/concepts/points/#conditional-updates))\r\n- https://github.com/qdrant/qdrant/pull/7100 - Add `text_any` full text filter to match any query term ([docs](https://qdrant.tech/documentation/guides/optimize/#inline-storage-in-hnsw-index))\r\n- https://github.com/qdrant/qdrant/pull/7065 - Add option to customize RRF `k` parameter ([docs](https://qdrant.tech/documentation/concepts/hybrid-queries/#parametrized-rrf))\r\n- https://github.com/qdrant/qdrant/pull/7222 - In strict mode, specify maximum number of payload indices per collection\r\n- https://github.com/qdrant/qdrant/pull/7123 - Add custom key-value metadata to collections ([docs](https://qdrant.tech/documentation/concepts/collections/#collection-metadata))\r\n- https://github.com/qdrant/qdrant/pull/7291 - Add profiler to log slow point update and read requests\r\n\r\n## Improvements 🏎️\r\n\r\n- https://github.com/qdrant/qdrant/pull/7385 - When loading Gridstore, populate tracker data into memory for faster first access\r\n- https://github.com/qdrant/qdrant/pull/7407, https://github.com/qdrant/qdrant/pull/7405 - Spawn updates and flush workers task on updates runtime, use two system threads less for each local shard\r\n- https://github.com/qdrant/qdrant/pull/7413 - Use system thread on demand in WAL, use one less system thread per local shard by default\r\n- https://github.com/qdrant/qdrant/pull/7468 - Use atomic bit flags on HNSW construction to significantly increase indexing performance\r\n- https://github.com/qdrant/qdrant/pull/7052, https://github.com/qdrant/qdrant/pull/7471 - Implement AVX512 SIMD optimizations for binary quantization on modern x86_64 CPUs\r\n- https://github.com/qdrant/qdrant/pull/7433 - Switch new mutable payload indices and storage from RocksDB to Gridstore for better performance\r\n- https://github.com/qdrant/qdrant/pull/7508 - Enable quantization in appendable segments by default, improving search performance\r\n- https://github.com/qdrant/qdrant/pull/7347 - Change default score of query-less prefetch to 1.0 to ease score boosting\r\n- https://github.com/qdrant/qdrant/pull/7369 - Don't explicitly disable strict mode by default\r\n- https://github.com/qdrant/qdrant/pull/7345 - Simplify internal handling of copy-on-write segments, now write incoming updates to dedicated segments directly\r\n- https://github.com/qdrant/qdrant/pull/7293, https://github.com/qdrant/qdrant/pull/7523 - Add warnings field to collection info, report misconfiguration\r\n- https://github.com/qdrant/qdrant/pull/7319, https://github.com/qdrant/qdrant/pull/7401 - Report more helpful error messages on file IO errors\r\n- https://github.com/qdrant/qdrant/pull/7377 - When using inference, propagate rate limit responses\r\n- https://github.com/qdrant/qdrant/pull/7434 - Rate limit slow request warning to prevent spamming logs\r\n- https://github.com/qdrant/qdrant/pull/7373 - Log shard transfers as a result of the consensus recovery procedure\r\n- https://github.com/qdrant/qdrant/pull/7337 - Tone down optimizer logging to make it less verbose\r\n- https://github.com/qdrant/qdrant/pull/7370 - Add `TARGET_CPU` and `JEMALLOC_SYS_WITH_LG_PAGE` build parameters to Docker image\r\n\r\n## Metrics 📈\r\n\r\n- https://github.com/qdrant/qdrant/pull/7302, https://github.com/qdrant/qdrant/pull/7441 - In metrics, report point and vector counts per collection and vector name (`collection_{points,vectors}`)\r\n- https://github.com/qdrant/qdrant/pull/7307 - In metrics, report number of points skipped in `indexed_only` search (`collection_indexed_only_excluded_points`)\r\n- https://github.com/qdrant/qdrant/pull/7301 - In metrics, report global effective minimum and maximum shard replication count (`collection_active_replicas_{min,max}`)\r\n- https://github.com/qdrant/qdrant/pull/7310, https://github.com/qdrant/qdrant/pull/7516 - In metrics, report total number of non-active replicas (`collection_dead_replicas`)\r\n- https://github.com/qdrant/qdrant/pull/7316, https://github.com/qdrant/qdrant/pull/7480 - In metrics, expose `collection_running_optimizations` with number of optimizers running per collection\r\n- https://github.com/qdrant/qdrant/pull/7497 - In metrics, report running, created and recovered number of snapshots (`snapshot_{creation,recovery}_running`, `snapshot_created_total`)\r\n- https://github.com/qdrant/qdrant/pull/7484 - In metrics, report active thread count (`process_threads`)\r\n- https://github.com/qdrant/qdrant/pull/7451 - In metrics, report number of open file descriptors and the limit (`process_{open,max}_fds`)\r\n- https://github.com/qdrant/qdrant/pull/7487 - In metrics, report open mmaps and system limit (`process_open_mmaps`, `system_max_mmaps`)\r\n- https://github.com/qdrant/qdrant/pull/7482 - In metrics, report total number of major and minor page faults (`process_{minor,major}_page_faults_total`)\r\n- https://github.com/qdrant/qdrant/pull/7438 - In metrics, add configuration option to prefix all metrics with `qdrant_` or something else\r\n\r\n## Bug fixes 🕵️\r\n\r\n- https://github.com/qdrant/qdrant/pull/7527 - Fix logger API allowing arbitrary file writes, now this can only be configured through configuration\r\n- https://github.com/qdrant/qdrant/pull/7530 - Abort pending search tasks when search is cancelled, fixing optimizer instability under huge load\r\n- https://github.com/qdrant/qdrant/pull/7533 - Abort other blocking tasks such as retrieve and snapshot prematurely if the caller gets cancelled\r\n- https://github.com/qdrant/qdrant/pull/7531 - Cancel ongoing searches more aggressively if the search is cancelled\r\n- https://github.com/qdrant/qdrant/pull/7517 - Fix resharding down panic if no shard key is provided on collection with custom sharding\r\n- https://github.com/qdrant/qdrant/pull/7469 - Fix panic on certain queries with unknown vector name\r\n- https://github.com/qdrant/qdrant/pull/7375 - Forbid peer to join cluster with URI that is already used, which could break a cluster\r\n- https://github.com/qdrant/qdrant/pull/7400 - Fix corrupt segments on load if segment was partially flushed, prevent payload index corruption\r\n- https://github.com/qdrant/qdrant/pull/7342, https://github.com/qdrant/qdrant/pull/7404, https://github.com/qdrant/qdrant/pull/7427 - Force flush all segments when taking snapshot to prevent data corruption\r\n- https://github.com/qdrant/qdrant/pull/7381 - Fix flush ordering on segments currently being snapshotted, fixing data consistency on crash\r\n- https://github.com/qdrant/qdrant/pull/7388, https://github.com/qdrant/qdrant/pull/7416 - Fix flush ordering with concurrent flushes to ensure data consistency\r\n- https://github.com/qdrant/qdrant/pull/7512, https://github.com/qdrant/qdrant/pull/7521 - Fix dummy shards not allowing snapshot recovery\r\n\r\n## Web UI 🫂\r\n\r\n- https://github.com/qdrant/qdrant-web-ui/releases/tag/v0.2.0 - New web UI design to match Qdrant Cloud\r\n\r\n## Deprecations 🚧\r\n\r\n- https://github.com/qdrant/qdrant/pull/7454 - Remove `init_from` collection API, deprecated since Qdrant 1.15\r\n- https://github.com/qdrant/qdrant/pull/7449 - Remove lock API, deprecated since Qdrant 1.15\r\n- https://github.com/qdrant/qdrant/pull/7047 - Remove old internal shard key format, deprecated and migrated away from in Qdrant 1.15\r\n- https://github.com/qdrant/qdrant/pull/7450 - Remove payload filter from RBAC/JWT, deprecated since Qdrant 1.15, API keys using it are rejected\r\n- https://github.com/qdrant/qdrant/pull/7183 - Deprecate old variant of vector 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Change log\r\n\r\n## Improvements\r\n\r\n- https://github.com/qdrant/qdrant/pull/7157 - Acknowledge update/delete by filter operations on flush, preventing very slow restart\r\n- https://github.com/qdrant/qdrant/pull/7217, https://github.com/qdrant/qdrant/pull/7218, https://github.com/qdrant/qdrant/pull/7219, https://github.com/qdrant/qdrant/pull/7220, https://github.com/qdrant/qdrant/pull/7221 - Add API validation to min_should, filters, point update batch and others\r\n- https://github.com/qdrant/qdrant/pull/7235 - Add timeout parameter to remove peer operation\r\n- https://github.com/qdrant/qdrant/pull/7320 - Decrease internal update batch sizes to minimize search latency spikes on large user batches\r\n- https://github.com/qdrant/qdrant/pull/7233 - Limit number of segments loaded in parallel, preventing potential OOM on large clusters\r\n- https://github.com/qdrant/qdrant/pull/7222 - Add strict mode configuration to specify max number of payload indices\r\n- https://github.com/qdrant/qdrant/pull/7240 - Improve error reporting on mutable ID tracker load errors\r\n- https://github.com/qdrant/qdrant/pull/7151 - Improve error reporting on flush problems\r\n- https://github.com/qdrant/qdrant/pull/7244 - Remove vector count field from collection info\r\n- https://github.com/qdrant/qdrant/pull/7177 - Do not anonymize peer ID in telemetry data\r\n\r\n## Bug fixes\r\n\r\n- https://github.com/qdrant/qdrant/pull/7263 - Fix not flushing mutable ID tracker files after creation, potentially causing segment corruption\r\n- https://github.com/qdrant/qdrant/pull/7248 - Fix data race at the end of snapshot creation causing missing points\r\n- https://github.com/qdrant/qdrant/pull/7298, https://github.com/qdrant/qdrant/pull/7306 - Fix data race during snapshots corrupting point data if a point is moved\r\n- https://github.com/qdrant/qdrant/pull/7241, https://github.com/qdrant/qdrant/pull/7265, https://github.com/qdrant/qdrant/pull/7267, https://github.com/qdrant/qdrant/pull/7269, https://github.com/qdrant/qdrant/pull/7277 - Fix potential deadlock in REST runtime while streaming shard snapshot\r\n- https://github.com/qdrant/qdrant/pull/7015 - Fix potential deadlock on REST server runtime\r\n- https://github.com/qdrant/qdrant/pull/7172 - Fix potential recursive deadlock when fetching all vectors\r\n- https://github.com/qdrant/qdrant/pull/7203 - Fix potential deadlock in scroll API\r\n- https://github.com/qdrant/qdrant/pull/7303 - Fix incorrectly deleting old point versions from segments\r\n- https://github.com/qdrant/qdrant/pull/7194 - Fix upsert operations with duplicate point IDs not being applied properly\r\n- https://github.com/qdrant/qdrant/pull/7252 - Fix phrase matching ignoring unknown tokens\r\n- https://github.com/qdrant/qdrant/pull/7264 - Fix strict mode validation on nested 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Change log\r\n\r\n## Improvements\r\n\r\n- https://github.com/qdrant/qdrant/pull/7005 - Reduce Docker image size by 10-40%\r\n- https://github.com/qdrant/qdrant/pull/7073 - Adjust metrics histogram buckets, show empty buckets and remove small ones\r\n- https://github.com/qdrant/qdrant/pull/7111 - Include SBOM in Docker image\r\n- https://github.com/qdrant/qdrant/pull/7119 - Sign Docker images with cosign\r\n- https://github.com/qdrant/qdrant/pull/7110 - Actively migrate away from old shard key format on disk to a more robust format\r\n- https://github.com/qdrant/qdrant/pull/7120 - Measure segment size on disk more reliably for improved available disk space checks\r\n\r\n## Bug fixes\r\n\r\n- https://github.com/qdrant/qdrant/pull/7133 - Fix not loading some full text index types correctly, temporarily resulting in an empty index\r\n- https://github.com/qdrant/qdrant/pull/7109 - Fix incorrectly reusing old deleted points in proxy segments\r\n- https://github.com/qdrant/qdrant/pull/7106 - Preserve segment ID mapping when proxying all segments for a snapshot, potentially mixing up segments\r\n","reactions":{"url":"https://api.github.com/repos/qdrant/qdrant/releases/242824473/reactions","total_count":12,"+1":4,"-1":0,"laugh":0,"hooray":0,"confused":0,"heart":0,"rocket":8,"eyes":0}},{"url":"https://api.github.com/repos/qdrant/qdrant/releases/239986363","assets_url":"https://api.github.com/repos/qdrant/qdrant/releases/239986363/assets","upload_url":"https://uploads.github.com/repos/qdrant/qdrant/releases/239986363/assets{?name,label}","html_url":"https://github.com/qdrant/qdrant/releases/tag/v1.15.3","id":239986363,"author":{"login":"timvisee","id":856222,"node_id":"MDQ6VXNlcjg1NjIyMg==","avatar_url":"https://avatars.githubusercontent.com/u/856222?v=4","gravatar_id":"","url":"https://api.github.com/users/timvisee","html_url":"https://github.com/timvisee","followers_url":"https://api.github.com/users/timvisee/followers","following_url":"https://api.github.com/users/timvisee/following{/other_user}","gists_url":"https://api.github.com/users/timvisee/gists{/gist_id}","starred_url":"https://api.github.com/users/timvisee/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/timvisee/subscriptions","organizations_url":"https://api.github.com/users/timvisee/orgs","repos_url":"https://api.github.com/users/timvisee/repos","events_url":"https://api.github.com/users/timvisee/events{/privacy}","received_events_url":"https://api.github.com/users/timvisee/received_events","type":"User","user_view_type":"public","site_admin":false},"node_id":"RE_kwDOD_vaGc4OTea7","tag_name":"v1.15.3","target_commitish":"master","name":"v1.15.3","draft":false,"immutable":false,"prerelease":false,"created_at":"2025-08-14T13:58:10Z","updated_at":"2025-08-15T15:46:45Z","published_at":"2025-08-14T16:30:06Z","assets":[{"url":"https://api.github.com/repos/qdrant/qdrant/releases/assets/282565238","id":282565238,"node_id":"RA_kwDOD_vaGc4Q15p2","name":"qdrant-aarch64-apple-darwin.tar.gz","label":"","uploader":{"login":"github-actions[bot]","id":41898282,"node_id":"MDM6Qm90NDE4OTgyODI=","avatar_url":"https://avatars.githubusercontent.com/in/15368?v=4","gravatar_id":"","url":"https://api.github.com/users/github-actions%5Bbot%5D","html_url":"https://github.com/apps/github-actions","followers_url":"https://api.github.com/users/github-actions%5Bbot%5D/followers","following_url":"https://api.github.com/users/github-actions%5Bbot%5D/following{/other_user}","gists_url":"https://api.github.com/users/github-actions%5Bbot%5D/gists{/gist_id}","starred_url":"https://api.github.com/users/github-actions%5Bbot%5D/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/github-actions%5Bbot%5D/subscriptions","organizations_url":"https://api.github.com/users/github-actions%5Bbot%5D/orgs","repos_url":"https://api.github.com/users/github-actions%5Bbot%5D/repos","events_url":"https://api.github.com/users/github-actions%5Bbot%5D/events{/privacy}","received_events_url":"https://api.github.com/users/github-actions%5Bbot%5D/received_events","type":"Bot","user_view_type":"public","site_admin":false},"content_type":"application/x-gtar","state":"uploaded","size":28123921,"digest":"sha256:c8404af1727aab1ccb0a7dd4c644091954d056ec4e4ec898987fc0647f5128c6","download_count":246,"created_at":"2025-08-14T17:00:03Z","updated_at":"2025-08-14T17:00:04Z","browser_download_url":"https://github.com/qdrant/qdrant/releases/download/v1.15.3/qdrant-aarch64-apple-darwin.tar.gz"},{"url":"https://api.github.com/repos/qdrant/qdrant/releases/assets/282565258","id":282565258,"node_id":"RA_kwDOD_vaGc4Q15qK","name":"qdrant-aarch64-unknown-linux-musl.tar.gz","label":"","uploader":{"login":"github-actions[bot]","id":41898282,"node_id":"MDM6Qm90NDE4OTgyODI=","avatar_url":"https://avatars.githubusercontent.com/in/15368?v=4","gravatar_id":"","url":"https://api.github.com/users/github-actions%5Bbot%5D","html_url":"https://github.com/apps/github-actions","followers_url":"https://api.github.com/users/github-actions%5Bbot%5D/followers","following_url":"https://api.github.com/users/github-actions%5Bbot%5D/following{/other_user}","gists_url":"https://api.github.com/users/github-actions%5Bbot%5D/gists{/gist_id}","starred_url":"https://api.github.com/users/github-actions%5Bbot%5D/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/github-actions%5Bbot%5D/subscriptions","organizations_url":"https://api.github.com/users/github-actions%5Bbot%5D/orgs","repos_url":"https://api.github.com/users/github-actions%5Bbot%5D/repos","events_url":"https://api.github.com/users/github-actions%5Bbot%5D/events{/privacy}","received_events_url":"https://api.github.com/users/github-actions%5Bbot%5D/received_events","type":"Bot","user_view_type":"public","site_admin":false},"content_type":"application/x-gtar","state":"uploaded","size":29678363,"digest":"sha256:b9ac8d2989904c2b9d44ac396c64241d5b97733a32f23c5f52667cf4ef67b072","download_count":1641,"created_at":"2025-08-14T17:00:06Z","updated_at":"2025-08-14T17:00:08Z","browser_download_url":"https://github.co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Change log\r\n\r\n## Improvements\r\n\r\n- https://github.com/qdrant/qdrant/pull/6891 - Implement BM25 inference in Qdrant locally\r\n- https://github.com/qdrant/qdrant/pull/6926 - Improve performance of mutable map index, used for full text, integers and more\r\n- https://github.com/qdrant/qdrant/pull/6993 - Make log buffer size adjustable when logging to a file\r\n\r\n## Bug fixes\r\n\r\n- https://github.com/qdrant/qdrant/pull/6954 - Fix consistency problem in null index storage by deferring writes until flush\r\n- https://github.com/qdrant/qdrant/pull/6977 - Fix consistency problem in boolean index storage by deferring writes until flush\r\n- https://github.com/qdrant/qdrant/pull/6994 - Fix consistency problem for deleted vectors by deferring writes until flush\r\n- https://github.com/qdrant/qdrant/pull/6966 - Fix flush logic in memory mapped bit flags structure, improving data consistency\r\n- https://github.com/qdrant/qdrant/pull/6975 - Delete versionless points before WAL replay, fix incorrect use of corrupt points\r\n- https://github.com/qdrant/qdrant/pull/6952 - Fix date time error in custom score boosting formula when having multiple nodes\r\n- https://github.com/qdrant/qdrant/pull/6998 - In score boosting formula validation error, show each index type only once\r\n- https://github.com/qdrant/qdrant/pull/6959 - Fix range bounds not being inclusive for linear decay function\r\n- https://github.com/qdrant/qdrant/pull/6958 - Fix default storage path and missing web UI assets in Debian package\r\n\r\n## Web UI\r\n\r\n- https://github.com/qdrant/qdrant-web-ui/pull/299 - Show shard distribution of collection in cluster as replica/node 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Changelog\r\n\r\n## Improvements\r\n\r\n* https://github.com/qdrant/qdrant/pull/6931 - gRPC HealthCheck method now works without authentication, making it consistent with REST methods.\r\n* https://github.com/qdrant/qdrant/pull/6923 - Use populate storage components with `MADV_SEQUENTIAL` for better IO performance on indexing\r\n\r\n## Bug Fixes\r\n\r\n* https://github.com/qdrant/qdrant/pull/6932 - Fix point shard routing broken in 1.15 (**Points created in 1.15.0 in multi-shard collections might not behave properly on updates!**)\r\n* https://github.com/qdrant/qdrant/pull/6903 - Fix compile error in MUSL builds\r\n* https://github.com/qdrant/qdrant/pull/6910 - Fix panic in `/metrics` on empty collection data\r\n* https://github.com/qdrant/qdrant/pull/6916 - Fix UUID index storage, resulted in missing filter results.\r\n\r\n","reactions":{"url":"https://api.github.com/repos/qdrant/qdrant/releases/234828964/reactions","total_count":9,"+1":0,"-1":0,"laugh":0,"hooray":0,"confused":0,"heart":0,"rocket":9,"eyes":0}},{"url":"https://api.github.com/repos/qdrant/qdrant/releases/233461320","assets_url":"https://api.github.com/repos/qdrant/qdrant/releases/233461320/assets","upload_url":"https://uploads.github.com/repos/qdrant/qdrant/releases/233461320/assets{?name,label}","html_url":"https://github.com/qdrant/qdrant/releases/tag/v1.15.0","id":233461320,"author":{"login":"timvisee","id":856222,"node_id":"MDQ6VXNlcjg1NjIyMg==","avatar_url":"https://avatars.githubusercontent.com/u/856222?v=4","gravatar_id":"","url":"https://api.github.com/users/timvisee","html_url":"https://github.com/timvisee","followers_url":"https://api.github.com/users/timvisee/followers","following_url":"https://api.github.com/users/timvisee/following{/other_user}","gists_url":"https://api.github.com/users/timvisee/gists{/gist_id}","starred_url":"https://api.github.com/users/timvisee/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/timvisee/subscriptions","organizations_url":"https://api.github.com/users/timvisee/orgs","repos_url":"https://api.github.com/users/timvisee/repos","events_url":"https://api.github.com/users/timvisee/events{/privacy}","received_events_url":"https://api.github.com/users/timvisee/received_events","type":"User","user_view_type":"public","site_admin":false},"node_id":"RE_kwDOD_vaGc4N6lZI","tag_name":"v1.15.0","target_commitish":"master","name":"v1.15.0","draft":false,"immutable":false,"prerelease":false,"created_at":"2025-07-18T09:06:44Z","updated_at":"2025-08-15T09:40:34Z","published_at":"2025-07-18T13:08:28Z","assets":[{"url":"https://api.github.com/repos/qdrant/qdrant/releases/assets/274124393","id":274124393,"node_id":"RA_kwDOD_vaGc4QVs5p","name":"qdrant-aarch64-apple-darwin.tar.gz","label":"","uploader":{"login":"github-actions[bot]","id":41898282,"node_id":"MDM6Qm90NDE4OTgyODI=","avatar_url":"https://avatars.githubusercontent.com/in/15368?v=4","gravatar_id":"","url":"https://api.github.com/users/github-actions%5Bbot%5D","html_url":"https://github.com/apps/github-actions","followers_url":"https://api.github.com/users/github-actions%5Bbot%5D/followers","following_url":"https://api.github.com/users/github-actions%5Bbot%5D/following{/other_user}","gists_url":"https://api.github.com/users/github-actions%5Bbot%5D/gists{/gist_id}","starred_url":"https://api.github.com/users/github-actions%5Bbot%5D/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/github-actions%5Bbot%5D/subscriptions","organizations_url":"https://api.github.com/users/github-actions%5Bbot%5D/orgs","repos_url":"https://api.github.com/users/github-actions%5Bbot%5D/repos","events_url":"https://api.github.com/users/github-actions%5Bbot%5D/events{/privacy}","received_events_url":"https://api.github.com/users/github-actions%5Bbot%5D/received_events","type":"Bot","user_view_type":"public","site_admin":false},"content_type":"application/x-gtar","state":"uploaded","size":28284288,"digest":"sha256:d8d7fe7f03aed4a0e7b94673d0d09e9d17b7aeb12545cb519e1f0a74a83bcb91","download_count":189,"created_at":"2025-07-18T13:36:23Z","updated_at":"2025-07-18T13:36:25Z","browser_download_url":"https://github.com/qdrant/qdrant/releases/download/v1.15.0/qdrant-aarch64-apple-darwin.tar.gz"},{"url":"https://api.github.com/repos/qdrant/qdrant/releases/assets/274124051","id":274124051,"node_id":"RA_kwDOD_vaGc4QVs0T","name":"qdrant-x86_64-apple-darwin.tar.gz","label":"","uploader":{"login":"github-actions[bot]","id":41898282,"node_id":"MDM6Qm90NDE4OTgyODI=","avatar_url":"https://avatars.githubusercontent.com/in/15368?v=4","gravatar_id":"","url":"https://api.github.com/users/github-actions%5Bbot%5D","html_url":"https://github.com/apps/github-actions","followers_url":"https://api.github.com/users/github-actions%5Bbot%5D/followers","following_url":"https://api.github.com/users/github-actions%5Bbot%5D/following{/other_user}","gists_url":"https://api.github.com/users/github-actions%5Bbot%5D/gists{/gist_id}","starred_url":"https://api.github.com/users/github-actions%5Bbot%5D/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/github-actions%5Bbot%5D/subscriptions","organizations_url":"https://api.github.com/users/github-actions%5Bbot%5D/orgs","repos_url":"https://api.github.com/users/github-actions%5Bbot%5D/repos","events_url":"https://api.github.com/users/github-actions%5Bbot%5D/events{/privacy}","received_events_url":"https://api.github.com/users/github-actions%5Bbot%5D/received_events","type":"Bot","user_view_type":"public","site_admin":false},"content_type":"application/x-gtar","state":"uploaded","size":30319535,"digest":"sha256:a1e342a0f2ed0c15bee57730d8ca417feeb1eb224447a2371d039251d1eb65e7","download_count":65,"created_at":"2025-07-18T13:34:36Z","updated_at":"2025-07-18T13:34:38Z","browser_download_url":"https://github.com/qdra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Change log\r\n\r\n## Features 📜\r\n\r\n* [milestone/25](https://github.com/qdrant/qdrant/milestone/25?closed=1) - Phrase Matching in Full-Text index [[Docs](https://qdrant.tech/documentation/concepts/indexing/#phrase-search)]\r\n* [milestone/28](https://github.com/qdrant/qdrant/milestone/28?closed=1) - Stop words support in Full-Text index [[Docs](https://qdrant.tech/documentation/concepts/indexing/#stopwords)]\r\n* [milestone/29](https://github.com/qdrant/qdrant/milestone/29?closed=1) - New multilingual tokenizer enabled by default [[Docs](https://qdrant.tech/documentation/concepts/indexing/#tokenizers)]\r\n* [milestone/32](https://github.com/qdrant/qdrant/milestone/32?closed=1) - Snowball Stemmer in Full-Text index, [[Docs](https://qdrant.tech/documentation/concepts/indexing/#stemmer)]\r\n* [milestone/30](https://github.com/qdrant/qdrant/milestone/30?closed=1) - Asymmetric binary quantization [[Docs](https://qdrant.tech/documentation/guides/quantization/#asymmetric-quantization)]\r\n* [milestone/31](https://github.com/qdrant/qdrant/milestone/31?closed=1) - 2-bit and 1.5-bit Binary Quantization encoding [[Docs](https://qdrant.tech/documentation/guides/quantization/#15-bit-and-2-bit-quantization)]\r\n* [milestone/26](https://github.com/qdrant/qdrant/milestone/26?closed=1) - Maximum Marginal Relevance [[Docs](https://qdrant.tech/documentation/concepts/hybrid-queries/#maximal-marginal-relevance-mmr)]\r\n* https://github.com/qdrant/qdrant/pull/6682 - Verify file system compatibility on process start\r\n\r\n## Improvements 🪨\r\n\r\n* [milestone/16](https://github.com/qdrant/qdrant/milestone/16?closed=1) - Migrate away from RocksDB\r\n* [milestone/27](https://github.com/qdrant/qdrant/milestone/27?closed=1) - HNSW Healing on optimization\r\n* https://github.com/qdrant/qdrant/pull/6479 - Speedup additional links construction by measuring sub-graph connectivity\r\n* https://github.com/qdrant/qdrant/pull/6563, https://github.com/qdrant/qdrant/pull/6601 - Inference usage now reported in API response\r\n* https://github.com/qdrant/qdrant/pull/6611 - Added major and minor tags for Docker builds\r\n* https://github.com/qdrant/qdrant/pull/6685 - Speed up mutable posting list for upsertions\r\n* https://github.com/qdrant/qdrant/pull/6729 - Reuse quantized vectors during HNSW index building\r\n* https://github.com/qdrant/qdrant/pull/6713 - Optimize Gridstore insertions\r\n* https://github.com/qdrant/qdrant/pull/6750 - Use sequential reads when iterating over Gridstore\r\n* https://github.com/qdrant/qdrant/pull/6757 - Enable pod role based auth for S3 snapshots\r\n* https://github.com/qdrant/qdrant/pull/6725 - Improve read request handling during snapshot recovery\r\n* https://github.com/qdrant/qdrant/pull/6785 - Avoid re-optimizations when loading a mmap-backed immutable text index\r\n* https://github.com/qdrant/qdrant/pull/6778, https://github.com/qdrant/qdrant/pull/6817 - Properly handle inconsistencies in consensus during custom shards creation\r\n* https://github.com/qdrant/qdrant/pull/6779 - Avoid IO during evaluating HNSW index for re-optimization\r\n* https://github.com/qdrant/qdrant/pull/6796 - Use sequential reads for building quantized vectors\r\n* https://github.com/qdrant/qdrant/pull/6794 - Avoid double condition check during filtering\r\n* https://github.com/qdrant/qdrant/pull/6804 - Optimize `has_id` condition\r\n* https://github.com/qdrant/qdrant/pull/6844 - Adjust default values for better performance\r\n\r\n## Bug fixes 🫙\r\n\r\n* https://github.com/qdrant/qdrant/pull/6593 - Use ID tracker to estimate internal points range\r\n* https://github.com/qdrant/qdrant/pull/6614 - Improve Gridstore wipe/clear functionality\r\n* https://github.com/qdrant/qdrant/pull/6632 - Fix default replication factor\r\n* https://github.com/qdrant/qdrant/pull/6640 - Fix significant memory usage in Distance Matrix API on high sample size\r\n* https://github.com/qdrant/qdrant/pull/6739 - Fix IDF computation with deleted points\r\n* https://github.com/qdrant/qdrant/pull/6755 - Prevent shards from getting stuck in `Initializing` state\r\n* https://github.com/qdrant/qdrant/pull/6759 - Properly propagate inference errors\r\n* https://github.com/qdrant/qdrant/pull/6787 - Add flag to break optimization loop on panic\r\n* https://github.com/qdrant/qdrant/pull/6862 - Avoid blocking async runtime when loading local shard\r\n* https://github.com/qdrant/qdrant/pull/6800 - Fix bug that causes all replicas to die if node restarted during resharding\r\n* https://github.com/qdrant/qdrant/pull/6882 - Fix broken `is_empty` filter on new points\r\n\r\n## Web-UI 🎨\r\n\r\n* https://github.com/qdrant/qdrant-web-ui/releases/tag/v0.1.41 - New \"Create Collection\" form, Simplify JWT form, other fixes\r\n\r\n## Deprecations 🚧\r\n\r\n* `init_from` parameter of the collection creation API is deprecated and going to be removed in v1.16\r\n    * Reason: `init_from` creates false expectation of data consistency and reliability of this operation.\r\n    * Alternative: prefer usage of [migration tool](https://github.com/qdrant/migration) or [snapshots](https://qdrant.tech/documentation/concepts/snapshots/), read more in the [tutorial](https://qdrant.tech/documentation/database-tutorials/migration)\r\n* Payload based filters in JWT going to be removed in v1.16\r\n    * Reason: Payload based filters are inconsistent for read/write operations. Many update operations are not implemented due to security risks and complexity. Lack of real-life usage.\r\n    * Alternative: prefer collection-based access control.\r\n* `mmap_threshold` parameter of the collection optimizer is deprecated and going to be removed in v1.16\r\n    * Reason: starting from v1.12, all vector storages exclusively use memory maps, explicit usage of `mmap_threshold` is obsolete\r\n    * Alternative: control memory cache behaviour of Qdrant storages with `on_disk: true/false` parameter\r\n* [Lock API](https://qdrant.tech/documentation/guides/administration/#locking) is deprecated and going to be removed in v1.16\r\n    * Reason: lack of real-life usage\r\n    * Alternative: JWT tokens can be configured to provide read-only access to Qdrant\r\n\r\n* https://github.com/qdrant/qdrant/pull/6760 - Removed `max_optimization_threads` from 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Change log\r\n\r\n## Improvements\r\n\r\n* https://github.com/qdrant/qdrant/pull/6458 - Speed up WAL-delta shard transfer significantly via batching and more careful synchronization\r\n* https://github.com/qdrant/qdrant/pull/6462 - Improve GPU indexing speed for payload-related HNSW links, reuse GPU resources\r\n* https://github.com/qdrant/qdrant/pull/6444, https://github.com/qdrant/qdrant/pull/6495, https://github.com/qdrant/qdrant/pull/6503, https://github.com/qdrant/qdrant/pull/6587 - Greatly improve payload index load time by replacing RocksDB with mmaps as persistence layer\r\n* https://github.com/qdrant/qdrant/pull/6446 - Make GridStore flush slightly faster, update gaps in batch\r\n* https://github.com/qdrant/qdrant/pull/6510 - Optimize GridStore reads, tell the kernel we use random reads\r\n* https://github.com/qdrant/qdrant/pull/6502 - Better IO/CPU resource scheduling for optimizers\r\n* https://github.com/qdrant/qdrant/pull/6487 - Batch IO when merging segments in optimizer, improve indexing speed\r\n* https://github.com/qdrant/qdrant/pull/6513 - Buffer IO while reading files\r\n* https://github.com/qdrant/qdrant/pull/6501 - Speed up HNSW construction by improving heuristics computation\r\n* https://github.com/qdrant/qdrant/pull/6504 - Improve performance of `isEmpty` and `!isNull` conditions with a specialized index\r\n* https://github.com/qdrant/qdrant/pull/6536 - Limit S3 upload parallelism, prevent network errors on high CPU machines\r\n* https://github.com/qdrant/qdrant/pull/6548 - Add config option to limit number of collections\r\n\r\n## Bug fixes\r\n\r\n* https://github.com/qdrant/qdrant/pull/6403 - Fix potential inconsistency during index creation, make it atomic\r\n* https://github.com/qdrant/qdrant/pull/6478 - Address performance degradation for large batch queries with a lot of segments\r\n* https://github.com/qdrant/qdrant/pull/6445 - Fix not freeing all GridStore blocks if there are many updates\r\n* https://github.com/qdrant/qdrant/pull/6363 - Fix strict mode `unindexed_filtering_retrieve` not being enforced in `group_by` queries\r\n* https://github.com/qdrant/qdrant/pull/6498 - Fix strict mode `search_allow_exact` preventing full-scan in segments without main HNSW graph\r\n* https://github.com/qdrant/qdrant/pull/6505 - Abort shard transfers related to peer being force removed\r\n* https://github.com/qdrant/qdrant/pull/6533 - Always overwrite existing payload on upsert, fix REST vs gRPC discrepancy\r\n* https://github.com/qdrant/qdrant/pull/6549 - Correctly cancel on optimization failure, keep collection consistent on red status error\r\n* https://github.com/qdrant/qdrant/pull/6560 - Use HTTP 400 instead of 403 for strict mode errors, prevent web-ui from constantly asking new API key\r\n* https://github.com/qdrant/qdrant/pull/6582 - Register payload indices in consensus on snapshot 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See [[Docs](https://qdrant.tech/documentation/concepts/hybrid-queries/#score-boosting)]\r\n* https://github.com/qdrant/qdrant/pull/6256 - New `sum_scores` recommendation strategy. Useful for implementing relevance feedback. See [[Docs](https://qdrant.tech/documentation/concepts/explore/#sum-scores-strategy)]\r\n\r\n## Improvements 🌳\r\n\r\n* https://github.com/qdrant/qdrant/pull/6325 - Incremental HNSW building. Segment optimized will partially re-use existing HNSW graph on merging segments.\r\n* https://github.com/qdrant/qdrant/pull/6323, https://github.com/qdrant/qdrant/pull/6396 - Improve eviction strategy for unused disk cache\r\n* https://github.com/qdrant/qdrant/pull/6303 - Minor optimizations for memory allocations\r\n* https://github.com/qdrant/qdrant/pull/6385 - Minor internal optimizations\r\n* https://github.com/qdrant/qdrant/pull/6357 - Rethink behavior of `offset` parameter in case of a query with `prefetch`. 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Change log\r\n\r\n## Improvements\r\n\r\n- https://github.com/qdrant/qdrant/pull/6279 - In query API, read vectors/payloads once at shard level instead of in every segment, greatly improve search performance when there's lots of segments\r\n- https://github.com/qdrant/qdrant/pull/6276 - In query API, don't send huge vectors/payloads over internal network, defer reads to greatly improve search performance\r\n- https://github.com/qdrant/qdrant/pull/6260 - Improve performance of resharding transfers, make them faster on slow disks or with high memory pressure\r\n\r\n## Bug fixes\r\n\r\n- https://github.com/qdrant/qdrant/pull/6259 - Fix point estimation in resharding transfers, showing a more reliable ETA\r\n- https://github.com/qdrant/qdrant/pull/6233 - Fix order_by not always including all values for a point if there are 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Change log\r\n\r\n## Improvements\r\n\r\n- https://github.com/qdrant/qdrant/pull/6015 - Split CPU budget into CPU and IO to better saturate resources during optimization\r\n- https://github.com/qdrant/qdrant/pull/6088 - Enhance payload indices to handle IsEmpty and IsNull conditions much more efficiently\r\n- https://github.com/qdrant/qdrant/pull/6022, https://github.com/qdrant/qdrant/pull/6023 - Optimize ID tracker in immutable segments by compressing point mappings and versions\r\n- https://github.com/qdrant/qdrant/pull/6056 - Apply undersampling at shard level, significantly improve query performance on large deployments with large search limit\r\n- https://github.com/qdrant/qdrant/pull/6040 - Trigger optimizers more reliably on changes, prevent optimizers potentially getting stuck\r\n- https://github.com/qdrant/qdrant/pull/6085 - Significantly improve performance of point delete propagation during resharding on large deployments\r\n- https://github.com/qdrant/qdrant/pull/6021 - Configure memory barriers in GPU HNSW building to prevent potential race conditions\r\n- https://github.com/qdrant/qdrant/pull/6074 - Use approximate point count at start of shard transfer to make them start quicker\r\n- https://github.com/qdrant/qdrant/pull/6165 - Show log message if hardware reporting is enabled\r\n\r\n## Bug fixes\r\n\r\n- https://github.com/qdrant/qdrant/pull/6212 - Fix user-defined sharding not being applied in consensus snapshots, potentially corrupting cluster\r\n- https://github.com/qdrant/qdrant/pull/6209 - Fix malformed user-defined sharding data in consensus snapshots if using numeric shard keys, potentially corrupting cluster\r\n- https://github.com/qdrant/qdrant/pull/6014 - Fix cluster metadata not being in consensus snapshots, potentially causing cluster state desync\r\n- https://github.com/qdrant/qdrant/pull/6210 - Fix resharding state not being applied with consensus snapshots, potentially causing cluster state desync\r\n- https://github.com/qdrant/qdrant/pull/6202 - Fix snapshot restore error when numeric user-defined shard keys are used\r\n- https://github.com/qdrant/qdrant/pull/6086 - Fix potential panic while propagating point deletions during resharding\r\n- https://github.com/qdrant/qdrant/pull/6032, https://github.com/qdrant/qdrant/pull/6069 - Don't load or restore segments from hidden files, prevent breakage on hidden files in storage by other tools\r\n- https://github.com/qdrant/qdrant/pull/6037 - Fix search panic after HNSW creation with GPU when on NVIDIA\r\n- https://github.com/qdrant/qdrant/pull/6029 - Fix write rate limit not being properly set in strict mode\r\n- https://github.com/qdrant/qdrant/pull/6118 - Do not rate limit reads for shard transfers in strict mode, it's internal\r\n- https://github.com/qdrant/qdrant/pull/6121 - Do not rate limit shard cleanup operation in strict mode, it's internal\r\n- https://github.com/qdrant/qdrant/pull/6152 - Properly rate limit batch point updates\r\n- https://github.com/qdrant/qdrant/pull/6038 - Keep existing shard configuration if snapshot restore failed to prevent panic on startup\r\n- https://github.com/qdrant/qdrant/pull/6010 - Use configured CA certificate for internal snapshot transfers\r\n- https://github.com/qdrant/qdrant/pull/6108, https://github.com/qdrant/qdrant/pull/6115, https://github.com/qdrant/qdrant/pull/6160 - Fix opt-in anonymization of various telemetry fields\r\n- https://github.com/qdrant/qdrant/pull/6065 - Don't show warning if bootstrap URI is not 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Change log\r\n\r\n## Improvements\r\n\r\n- https://github.com/qdrant/qdrant/pull/5967 - Set maximum number of points in a collection with strict mode\r\n\r\n## Bug fixes\r\n\r\n- https://github.com/qdrant/qdrant/commit/b2782ff11f60b25731e07ced3f923cb1e8fe8e97 - Fix HNSW index not respecting on-disk flag, using the inverse setting\r\n- https://github.com/qdrant/qdrant/pull/5991 - Do not deactivate replica or abort transfer if target is missing point, it may not be transferred yet\r\n- https://github.com/qdrant/qdrant/pull/5987 - Fix potential deadlock in consensus logic, which could get a node 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Change log\r\n\r\n## Improvements\r\n\r\n- https://github.com/qdrant/qdrant/pull/5903 - Enable consensus compaction by default, enables fast peer joining and recovery\r\n- https://github.com/qdrant/qdrant/pull/5956, https://github.com/qdrant/qdrant/pull/5962 - Delete old point versions on update, prevent old points showing up in reads\r\n- https://github.com/qdrant/qdrant/pull/5870 - Don't include unversioned points in reads, don't include partially persisted points in searches\r\n- https://github.com/qdrant/qdrant/pull/5871 - Don't include unversioned points in writes, don't use partially persisted points in updates\r\n- https://github.com/qdrant/qdrant/pull/5904, https://github.com/qdrant/qdrant/pull/5916, https://github.com/qdrant/qdrant/pull/5950 - Pass peer/bootstrap URI with environment variables, support simpler cluster setups\r\n- https://github.com/qdrant/qdrant/pull/5728 - Improve consensus loop, prevent excessive Raft elections\r\n- https://github.com/qdrant/qdrant/pull/5946 - Normalize URL paths in REST API\r\n- https://github.com/qdrant/qdrant/pull/5917 - Add HTTP Retry-After header in REST response if rate limiter is exhausted\r\n- https://github.com/qdrant/qdrant/pull/5915 - Simplify locks in RocksDB buffer wrapper, use single long rather than two\r\n- https://github.com/qdrant/qdrant/pull/5942 - Add default log format property to configuration file\r\n- https://github.com/qdrant/qdrant/pull/5906 - Update roadmap for 2025\r\n\r\n\r\n## Bug fixes\r\n\r\n- https://github.com/qdrant/qdrant/pull/5938 - Fix panic when building of memory mapped sparse vector storage was interrupted\r\n- https://github.com/qdrant/qdrant/pull/5877 - Rate limit prefetches in query API\r\n- https://github.com/qdrant/qdrant/pull/5900, https://github.com/qdrant/qdrant/pull/5905, https://github.com/qdrant/qdrant/pull/5914 - Fix potential panic during consensus compaction\r\n- https://github.com/qdrant/qdrant/pull/5910 - In query API, shortcut on empty retrieve query\r\n- https://github.com/qdrant/qdrant/pull/5908 - Fix flush logic in RocksDB based vector storage, don't eagerly persist 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Change log\r\n\r\n## Features 🎨\r\n\r\n- [milestone/18](https://github.com/qdrant/qdrant/milestone/18) - Add GPU support for HNSW super fast indexing\r\n- [milestone/3](https://github.com/qdrant/qdrant/milestone/3) - Add resharding in our [cloud](https://qdrant.tech/documentation/cloud-intro/) offering, change the number of shards at runtime\r\n- [milestone/13](https://github.com/qdrant/qdrant/milestone/13) - Add strict mode to restrict certain type of operations on collections\r\n- https://github.com/qdrant/qdrant/pull/5303 - Add Has Vector filtering condition, check if a named vector is present on a point\r\n\r\n## Improvements 🚀\r\n\r\n- https://github.com/qdrant/qdrant/pull/5783 - Switch to mmap storage for payloads by default to make it more efficient, eliminating unexpected latency spikes\r\n- https://github.com/qdrant/qdrant/pull/5784 - Switch to mmap storage for sparse vectors to make it more efficient, allowing better resource management\r\n- https://github.com/qdrant/qdrant/pull/5781 - Compress HNSW graph links\r\n- https://github.com/qdrant/qdrant/pull/5796 - Remove peer metadata for removed peers\r\n- https://github.com/qdrant/qdrant/pull/5634 - Allow to set `max_optimization_threads` back to automatic\r\n- https://github.com/qdrant/qdrant/pull/5178 - Stream snapshots in snapshot transfer, don't put snapshots on disk first\r\n\r\n## Bug fixes 💢\r\n\r\n- https://github.com/qdrant/qdrant/pull/5810 - Fix incorrect validation rules on deleted threshold in gRPC API\r\n- https://github.com/qdrant/qdrant/pull/5808 - Don't allow conflicting names for dense and sparse vectors\r\n\r\n---\r\n\r\nThanks to @gulshan-rs @ashwantmanikoth @kartik-gupta-ij @palash25 @redouan-rhazouani @weiwch @n0x29a @pedjak @agourlay @xzfc @JojiiOfficial @tellet-q @coszio @ffuugoo @KShivendu @joein @IvanPleshkov @generall @timvisee for their contributions!","reactions":{"url":"https://api.github.com/repos/qdrant/qdrant/releases/195159652/reactions","total_count":29,"+1":0,"-1":0,"laugh":0,"hooray":13,"confused":0,"heart":7,"rocket":9,"eyes":0},"mentions_count":18},{"url":"https://api.github.com/repos/qdrant/qdrant/releases/193716384","assets_url":"https://api.github.com/repos/qdrant/qdrant/releases/193716384/assets","upload_url":"https://uploads.github.com/repos/qdrant/qdrant/releases/193716384/assets{?name,label}","html_url":"https://github.com/qdrant/qdrant/releases/tag/v1.12.6","id":193716384,"author":{"login":"timvisee","id":856222,"node_id":"MDQ6VXNlcjg1NjIyMg==","avatar_url":"https://avatars.githubusercontent.com/u/856222?v=4","gravatar_id":"","url":"https://api.github.com/users/timvisee","html_url":"https://github.com/timvisee","followers_url":"https://api.github.com/users/timvisee/followers","following_url":"https://api.github.com/users/timvisee/following{/other_user}","gists_url":"https://api.github.com/users/timvisee/gists{/gist_id}","starred_url":"https://api.github.com/users/timvisee/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/timvisee/subscriptions","organizations_url":"https://api.github.com/users/timvisee/orgs","repos_url":"https://api.github.com/users/timvisee/repos","events_url":"https://api.github.com/users/timvisee/events{/privacy}","received_events_url":"https://api.github.com/users/timvisee/received_events","type":"User","user_view_type":"public","site_admin":false},"node_id":"RE_kwDOD_vaGc4Li-Cg","tag_name":"v1.12.6","target_commitish":"master","name":"v1.12.6","draft":false,"immutable":false,"prerelease":false,"created_at":"2025-01-08T14:45:01Z","updated_at":"2025-01-08T20:23:14Z","published_at":"2025-01-08T19:45:07Z","assets":[{"url":"https://api.github.com/repos/qdrant/qdrant/releases/assets/218964262","id":218964262,"node_id":"RA_kwDOD_vaGc4NDSEm","name":"qdrant-aarch64-apple-darwin.tar.gz","label":"","uploader":{"login":"github-actions[bot]","id":41898282,"node_id":"MDM6Qm90NDE4OTgyODI=","avatar_url":"https://avatars.githubusercontent.com/in/15368?v=4","gravatar_id":"","url":"https://api.github.com/users/github-actions%5Bbot%5D","html_url":"https://github.com/apps/github-actions","followers_url":"https://api.github.com/users/github-actions%5Bbot%5D/followers","following_url":"https://api.github.com/users/github-actions%5Bbot%5D/following{/other_user}","gists_url":"https://api.github.com/users/github-actions%5Bbot%5D/gists{/gist_id}","starred_url":"https://api.github.com/users/github-actions%5Bbot%5D/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/github-actions%5Bbot%5D/subscriptions","organizations_url":"https://api.github.com/users/github-actions%5Bbot%5D/orgs","repos_url":"https://api.github.com/users/github-actions%5Bbot%5D/repos","events_url":"https://api.github.com/users/github-actions%5Bbot%5D/events{/privacy}","received_events_url":"https://api.github.com/users/github-actions%5Bbot%5D/received_events","type":"Bot","user_view_type":"public","site_admin":false},"content_type":"application/x-gtar","state":"uploaded","size":22926728,"digest":null,"download_count":479,"created_at":"2025-01-08T20:13:48Z","updated_at":"2025-01-08T20:13:49Z","browser_download_url":"https://github.com/qdrant/qdrant/releases/download/v1.12.6/qdrant-aarch64-apple-darwin.tar.gz"},{"url":"https://api.github.com/repos/qdrant/qdrant/releases/assets/218963673","id":218963673,"node_id":"RA_kwDOD_vaGc4NDR7Z","name":"qdrant-aarch64-unknown-linux-musl.tar.gz","label":"","uploader":{"login":"github-actions[bot]","id":41898282,"node_id":"MDM6Qm90NDE4OTgyODI=","avatar_url":"https://avatars.githubusercontent.com/in/15368?v=4","gravatar_id":"","url":"https://api.github.com/users/github-actions%5Bbot%5D","html_url":"https://github.com/apps/github-actions","followers_url":"https://api.github.com/users/github-actions%5Bbot%5D/followers","following_url":"https://api.github.com/users/github-actions%5Bbot%5D/following{/other_user}","gists_url":"https://api.github.com/users/github-actions%5Bbot%5D/gists{/gist_id}","starred_url":"https://api.github.com/users/github-actions%5Bbot%5D/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/github-actions%5Bbot%5D/subscriptions","organizations_url":"https://api.github.com/users/github-actions%5Bbot%5D/orgs","repos_url":"https://api.github.com/users/github-actions%5Bbot%5D/repos","events_url":"https://api.github.com/users/github-actions%5Bbot%5D/events{/privacy}","received_events_url":"https://api.github.com/users/github-actions%5Bbot%5D/received_events","type":"Bot","user_view_type":"public","site_admin":false},"content_type":"application/x-gtar","state":"uploaded","size":24915011,"digest":null,"download_count":93,"created_at":"2025-01-08T20:10:23Z","updated_at":"2025-01-08T20:10:24Z","browser_download_url":"https://github.com/qdrant/qdrant/releases/download/v1.12.6/qdrant-aarch64-unknown-linux-musl.tar.gz"},{"url":"https://api.github.com/r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Change log\r\n\r\n## Improvements\r\n\r\n- https://github.com/qdrant/qdrant/pull/5687 - Support 64-bit dimension indices for sparse vectors\r\n- https://github.com/qdrant/qdrant/pull/5609 - Support issues API with limited API keys\r\n- https://github.com/qdrant/qdrant/pull/5602 - Add support for logging in JSON format\r\n- https://github.com/qdrant/qdrant/pull/5630 - Add web UI to Debian package\r\n\r\n## Bug fixes\r\n\r\n- https://github.com/qdrant/qdrant/pull/5629 - Properly flush files with fsync to prevent storage issues\r\n- https://github.com/qdrant/qdrant/pull/5627 - Atomically save quantization metadata\r\n- https://github.com/qdrant/qdrant/pull/5628 - Atomically save chunked mmap configuration\r\n- https://github.com/qdrant/qdrant/pull/5738 - Fix search panic due to unaligned data when loading old Qdrant snapshot (pre v1.8.2)\r\n- https://github.com/qdrant/qdrant/pull/5643 - Improve collection validation, disallow replication factor 0 causing a panic\r\n- 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Change log\r\n\r\n## Improvements\r\n\r\n- https://github.com/qdrant/qdrant/pull/5505 - Improve point retrieval across shards by streaming results\r\n- https://github.com/qdrant/qdrant/pull/5521 - Improve point searches across segments by streaming results\r\n- https://github.com/qdrant/qdrant/pull/5514 - Improve facet computing across shards by streaming results\r\n- https://github.com/qdrant/qdrant/pull/5405 - Make `/readyz` catch up to latest consensus commit\r\n- https://github.com/qdrant/qdrant/pull/5506 - Improve handling of non-transient errors, making shard transfers more robust\r\n- https://github.com/qdrant/qdrant/pull/5478 - When peer starts, cancel all shard transfers related to it\r\n- https://github.com/qdrant/qdrant/pull/5536 - Improve error message on sparse vector validation error\r\n- https://github.com/qdrant/qdrant/pull/5546, https://github.com/qdrant/qdrant/pull/5580 - Improve error messages on various structure variants on validation error\r\n- https://github.com/qdrant/qdrant/pull/5540 - Improve point counting on proxy segments by deduplicating point IDs\r\n- https://github.com/qdrant/qdrant/pull/5522 - Expose shards keys in telemetry\r\n- https://github.com/qdrant/qdrant/pull/5591 - Improve payload performance in gRPC API\r\n- https://github.com/qdrant/qdrant/pull/5486 - Remove support for reading HNSW graphs of Qdrant 0.8.4 and older, simplifying behavior\r\n- https://github.com/qdrant/qdrant/pull/5579 - Improve gRPC logging and error handling\r\n- https://github.com/qdrant/qdrant/pull/5493 - Always log all errors when applying update to replica set\r\n\r\n## Bug fixes\r\n\r\n- https://github.com/qdrant/qdrant/pull/5585 - Improve data consistency, fix point deduplication on start potentially removing newest point version\r\n- https://github.com/qdrant/qdrant/pull/5527, https://github.com/qdrant/qdrant/pull/5528, https://github.com/qdrant/qdrant/pull/5531 - Improve data consistency, fix mixing point versions when applying updates, always use latest point\r\n- https://github.com/qdrant/qdrant/pull/5543 - Improve data consistency, fix segment builder mixing point versions during segment optimization\r\n- https://github.com/qdrant/qdrant/pull/5573 - Improve data consistency, fix proxy segment not using correct point versions when propagating point deletes\r\n- https://github.com/qdrant/qdrant/pull/5581 - Improve data consistency, fix proxy segment not using correct versions when propagating payload index changes\r\n- https://github.com/qdrant/qdrant/pull/5553 - Improve data consistency, fix proxy segment not flushing changes if sharing a write segment\r\n- https://github.com/qdrant/qdrant/pull/5557 - Improve data consistency, fix flushing proxied segment acknowledging operations that were not actually persisted\r\n- https://github.com/qdrant/qdrant/pull/5510 - Improve data consistency, fix marking points as deleted not working in all cases\r\n- https://github.com/qdrant/qdrant/pull/5598 - Fix peer getting stuck on start if consensus snapshots are used\r\n- https://github.com/qdrant/qdrant/pull/5484 - Fix panic on huge search limit\r\n- https://github.com/qdrant/qdrant/pull/5600 - Fix prefetch with group-by internally using wrong request limit, significantly reducing search time\r\n- https://github.com/qdrant/qdrant/pull/5488 - Fix incorrect timeout handling in distance matrix API\r\n- https://github.com/qdrant/qdrant/pull/5495 - Fix incorrect timeout handling on remote shards\r\n- https://github.com/qdrant/qdrant/pull/5596 - Fix broken replication factor in gRPC create shard key API\r\n- https://github.com/qdrant/qdrant/pull/5551 - Fix potential division by zero in facets API\r\n- https://github.com/qdrant/qdrant/pull/5593, https://github.com/qdrant/qdrant/pull/5603, https://github.com/qdrant/qdrant/pull/5605, https://github.com/qdrant/qdrant-web-ui/pull/262 - Bump some dependencies to patch potential security 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Change log\r\n\r\n## Improvements\r\n\r\n* https://github.com/qdrant/qdrant/pull/5440 - :sparkles: Optimize mmap sequential access for full-scan segments and reading of large vectors\r\n* https://github.com/qdrant/qdrant/pull/5428 - Leverage ahash in search results\r\n* https://github.com/qdrant/qdrant/pull/5414 - Improvements for update clocks to improve updates consistency\r\n* https://github.com/qdrant/qdrant/pull/5448 - Sync consensus at the end of stream records transfer\r\n* https://github.com/qdrant/qdrant/pull/5378 - Introduce a unique identifier for collections for easier consensus snapshots resolution\r\n\r\n\r\n## Bug fixes\r\n\r\n* https://github.com/qdrant/qdrant/pull/5457 - :sparkles: Fixes for rescoring param usage and usage of disabled HNSW\r\n* https://github.com/qdrant/qdrant/pull/5439 - Fix the file name too long error during collection 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