[{"_1":2,"_212":-5,"_213":-5},"loaderData",{"_3":4,"_17":18,"_25":26,"_185":186},"root",{"_5":-5,"_6":-7,"_7":8,"_9":-7,"_10":11,"_12":-7,"_13":14,"_15":16},"currentUser","primaryEmail","siteVerification","6LeIxAcTAAAAAJcZVRqyHh71UMIEGNQ_MXjiZKhI","toast","enableDev",false,"incidentStatus","theme","system","contrast","normal","routes/_layout",{"_19":-5,"_20":21,"_22":21,"_23":11,"_24":21},"username","isAskGordonEnabled",true,"isUsingNewTemplate","showMinimalLanding","showHoneypotTrap","routes/_layout.r.$namespace.$reponame",{"_27":28,"_29":-5,"_30":11,"_31":11,"_32":33,"_34":35,"_36":-5,"_37":11,"_38":39,"_94":95,"_118":119,"_174":-5,"_175":11,"_176":21,"_177":11,"_178":-5,"_179":11,"_180":-5,"_181":182,"_183":120,"_184":-7},"canonicalUrl","https://hub.docker.com/r/qdrant/bfb/tags","mcpServer","canSeeDockerfile","canSeeAutobuilds","namespace","qdrant","reponame","bfb","cloudBuildSource","isAutobuildsAvailable","repo",{"_40":41,"_47":48,"_50":51,"_52":53,"_54":11,"_55":56,"_57":58,"_59":60,"_43":35,"_32":33,"_63":64,"_65":49,"_66":67,"_68":69,"_70":71,"_72":-5,"_73":67,"_74":75,"_76":11,"_77":78,"_79":80,"_85":11,"_86":87,"_91":33,"_92":93},"categories",[42],{"_43":44,"_45":46},"name","Developer tools","slug","developer-tools","content_types",[49],"image","date_registered","2022-09-25T19:35:04.855212Z","description","Qdrant benchmarking tool","is_private","last_updated","2026-10-13T12:54:54.838233Z","last_modified","2025-08-19T13:27:03.548116Z","media_types",[61,62],"application/vnd.docker.container.image.v1+json","application/vnd.oci.image.index.v1+json","pull_count",7489,"repository_type","star_count",0,"status",1,"status_description","active","source","collaborator_count","full_description","# BFB\n\nBenchmarking tool for the [Qdrant](https://github.com/qdrant/qdrant) project\n\n## Usage\n\nThe main command runs without any subcommands, just options:\n\n```bash\nUsage: bfb [OPTIONS]\n\nOptions:\n --uri \n Qdrant service URI [default: http://localhost:6334]\n --fbin \n Source of data to upload - fbin file. Random if not specified\n -n, --num-vectors \n Number of points to upload [default: 100_000]\n --vectors-per-point \n Number of named dense vectors per point [default: 1]\n -o, --offset \n [default: 0]\n -m, --max-id \n If set, will randomly upsert/override vector ids within range [offset, max_id)\n -d, --dim \n Number of dimensions in each dense vector or max dimension for sparse vectors [default: 128]\n -t, --threads \n Number of worker threads to use [default: 2]\n -p, --parallel \n Number of parallel requests to send [default: 2]\n -c, --connections \n Number of connections to open from the client to the server [default: 1]\n -b, --batch-size \n Batch size for updates, in number of points. [default=100] [default: 100]\n -T, --throttle \n Throttle updates and searches, in batches/searches per second. [default=no throttling]\n --skip-create\n Skip creating a collection\n --create-if-missing\n Create if not exists. Avoid re-creating collection\n --skip-wait-index\n Skip wait until collection is indexed after upload\n --skip-upload\n Skip uploading new points\n --search\n Perform search\n --search-exact\n Perform search without approximation\n --prefetch \n Prefetch search\n --scroll\n Perform scroll\n --search-limit \n Search limit [default: 10]\n --json \n Store results to csv\n --p9 \n Number of 9 digits to show in p99* results [default: 2]\n --collection-name \n Name of the collection to use [default: benchmark]\n --distance \n Distance function used for comparing vectors [default: Cosine]\n --datatype \n Vector datatypes (Uint8, Float16, Float32)\n --mmap-threshold \n Store vectors on disk\n --indexing-threshold \n Index vectors on disk\n --segments \n Number of segments\n --max-segment-size \n Do not create segments larger this size (in kilobytes)\n --on-disk-payload\n On disk payload\n --on-disk-payload-index\n On disk payload\n --on-disk-index \n On disk index [possible values: true, false]\n --on-disk-vectors \n On disk vectors [possible values: true, false]\n --timing-threshold \n Log requests if the take longer than this [default: 0.1]\n --uuids\n Use UUIDs instead of sequential ids\n --skip-field-indices\n Skip field indices creation if payloads are not empty\n -k, --keywords \n Use keyword payloads. Defines how many different keywords there are in the payload\n --float-payloads \n Use float payloads [possible values: true, false]\n --match-any \n Match any count\n --int-payloads \n Use integer payloads\n --int-payloads-range\n Whether to enable the range index for the integer payloads\n --max-int-payloads \n Maximum number of integer payloads per point [default: 1]\n --uuid-payloads\n\n --bool-payloads\n Generate true/false payloads\n --geo-payloads\n Use geo payloads\n --text-payloads\n generate text-like payloads\n --text-payload-length \n Length of the text-like payloads\n --text-payload-vocabulary \n Vocabulary size for text-like payloads\n --timestamp-payload\n Add payload with the current timestamp to all points\n --set-payload\n Use separate request to set payload on just upserted points\n --hnsw-ef-construct \n `hnsw_ef_construct` parameter used during index\n --hnsw-m \n `hnsw_m` parameter used during index\n --hnsw-payload-m \n `hnsw_payload_m` parameter used during index\n --search-hnsw-ef \n `hnsw_ef` parameter used during search\n --search-with-payload\n Whether to request payload in search results\n --wait-on-upsert\n Wait on upsert\n --replication-factor \n Replication factor [default: 1]\n --shards \n Number of shards in the collection\n --write-consistency-factor \n Write consistency factor to use for collection creation [default: 1]\n --write-ordering \n Write ordering parameter to use for all write requests\n --read-consistency \n Read consistency parameter to use for all read requests\n --timeout \n Timeout for requests in seconds\n --retry \n Number of retries for each URI on error, 0 for no retries [default: 0]\n --retry-interval \n Number of seconds between each retry [default: 0]\n --ignore-errors\n Keep going on search error\n --quantization \n [possible values: none, binary, scalar, product-x4, product-x8, product-x16, product-x32, product-x64]\n --quantization-in-ram \n Keep quantized vectors in memory [possible values: true, false]\n --quantization-rescore \n Enable quantization re-score during search [possible values: true, false]\n --quantization-oversampling \n Quantization oversampling factor\n --delay \n Delay between requests in milliseconds\n --indexed-only \n Skip un-indexed segments during search [possible values: true, false]\n --sparse-vectors \n Whether to use sparse vectors and with how much sparsity\n --sparse-vectors-per-point \n Number of named sparse vectors per point [default: 1]\n --multivector-size \n Whether to set dense vectors as multivectors\n --sparse-dim \n Max dimension for sparse vectors (overrides --dim)\n --jsonl-updates \n Path to the jsonl file to save update timings TIP: Use `qdrant/mri` to visualize the timings\n --jsonl-searches \n Path to the jsonl file to save search timings TIP: Use `qdrant/mri` to visualize the timings\n --jsonl-rps \n Path to the jsonl file to save rps timings TIP: Use `qdrant/mri` to visualize the timings\n --absolute-time \n Use timestamp instead of relative time in jsonl Default is relative time [possible values: true, false]\n --shard-key \n Use custom sharding for collection and upsert points to the specified sharding key\n --tenants \n Use tenant optimization for field index [possible values: true, false]\n --uuid-query \n Use a custom UUID as filter when searching\n --search-quality\n Bench for search quality / accurracy too\n --full-scan-threshold \n Set a custom full-scan threshold\n -h, --help\n Print help\n -V, --version\n Print version\n\nIntegers can be suffixed with k/M/G/T/ki/Mi/Gi/Ti, and underscores can be inserted to make them more readable, e.g., `--num-vectors 100k --offset 1_000_000`.\n```\n\nAPI KEY:\n\n```bash\nexport QDRANT_API_KEY='X3CXTPlA....lLZi8y5gA'\n```\n\nor\n\n```bash\ndocker run -it --rm -e QDRANT_API_KEY='X3CXTPlA....lLZi8y5gA' ./bfb .....\n```\n\n### Export results in json/csv:\n\n```bash\n./bfb --json out.json ...\ncat out.json | jq '[.rps, .server_timings, .full_timings] | first | @csv' >> out.csv\n```\n\n## Shell Completion\n\nBFB supports shell completion for command-line arguments and options. The completion feature is available through a hidden `complete` command.\n\nTo install completion scripts for your shell:\n\n```bash\n# Install completion for your current shell (auto-detected)\nbfb complete\n\n# Install completion for a specific shell\nbfb complete --shell bash\nbfb complete --shell fish\nbfb complete --shell zsh\n\n# Print completion script to stdout (useful for manual installation)\nbfb complete --print --shell bash\n```\n\nThe completion script will be automatically installed to the appropriate location for your shell. Unless you request them printed to stdout.\n\nAfter installation, restart your shell or source your shell configuration file to enable completions.\n","has_starred","hub_user","generall","immutable_tags_settings",{"_81":11,"_82":83},"enabled","rules",[84],".*","is_automated","permissions",{"_88":21,"_89":11,"_90":11},"read","write","admin","user","storage_size",4704318012,"orgData",{"_96":97,"_98":99,"_100":101,"_102":33,"_103":33,"_104":105,"_106":107,"_108":109,"_110":111,"_112":113,"_114":115,"_116":115,"_117":21},"id","0b94ba7df04f4ff3ab9a7203420ee664","uuid","0b94ba7d-f04f-4ff3-ab9a-7203420ee664","type","organization","orgname","full_name","location","Berlin","company","Qdrant Solutions GmbH","profile_url","https://qdrant.tech/","date_joined","2022-02-03T14:07:31.085054Z","gravatar_url","https://www.gravatar.com/avatar/6f450c91c113c4ddf4d9775077520314?s=80&r=g&d=mm","gravatar_email","","badge","is_active","recentTags",[120,156],{"_121":49,"_122":123,"_124":125,"_126":127,"_96":128,"_129":130,"_55":145,"_146":123,"_147":33,"_148":61,"_43":149,"_150":151,"_152":136,"_153":145,"_154":71,"_155":21},"content_type","creator",16638439,"digest","sha256:b528ac75f213196e07df7aeea2e0069d0c9832621c76e2088c86c6d823db7957","full_size",37510178,297335950,"images",[131],{"_132":133,"_124":125,"_134":115,"_135":136,"_137":138,"_139":140,"_141":115,"_142":-5,"_143":127,"_68":71,"_144":-5},"architecture","amd64","features","last_pulled","2026-10-13T12:55:02.136750049Z","last_pushed","2024-08-26T15:46:59Z","os","linux","os_features","os_version","size","variant","2024-08-26T15:46:58.559814Z","last_updater","last_updater_username","media_type","latest","repository",18145522,"tag_last_pulled","tag_last_pushed","tag_status","v2",{"_121":49,"_122":123,"_124":157,"_126":158,"_96":159,"_129":160,"_55":171,"_146":123,"_147":33,"_148":62,"_43":172,"_150":151,"_152":173,"_153":171,"_154":71,"_155":21},"sha256:9e63c1a88bab158e9ab542909104e49b866754982406532052f7291023c53e3e",37409854,498362871,[161,165],{"_132":133,"_124":162,"_134":115,"_135":163,"_137":164,"_139":140,"_141":115,"_142":-5,"_143":158,"_68":71,"_144":-5},"sha256:48d227597d6ff0c08439e68c85dc3e8a93e9424049d7312954ade51d6d8b8a7f","2026-10-13T12:54:53.779851697Z","2026-10-13T12:54:52.995883855Z",{"_132":166,"_124":167,"_134":115,"_135":168,"_137":169,"_139":140,"_141":115,"_142":-5,"_143":170,"_68":71,"_144":-5},"arm64","sha256:3f2bf3fd1ba479cf275d3a0458b31c6560bfba6ea5e936b0b89d022e84da26b4","2026-10-13T12:54:53.895591007Z","2026-10-13T12:54:53.373978835Z",36963778,"2026-10-13T12:54:54.352947Z","dev","2026-10-13T12:54:54.455504871Z","sbxKitMetadata","isPotentialSpam","isHubSbxKitsEnabled","showSbxLogoOverride","sbxTrademarkText","displaySecurityMetadata","tagAttestations","tagsHaveAttestations",[],"selectedTag","attestationsUrl","routes/_layout.r.$namespace.$reponame.tags",{"_38":187,"_195":196,"_181":210,"_211":11},{"_40":188,"_47":190,"_50":51,"_52":53,"_54":11,"_55":56,"_57":58,"_59":191,"_43":35,"_32":33,"_63":64,"_65":49,"_66":67,"_68":69,"_70":71,"_72":-5,"_73":67,"_74":75,"_76":11,"_77":78,"_79":192,"_85":11,"_86":194,"_91":33,"_92":93},[189],{"_43":44,"_45":46},[49],[61,62],{"_81":11,"_82":193},[84],{"_88":21,"_89":11,"_90":11},"tags",{"_197":198,"_199":-5,"_200":-5,"_201":202},"count",2,"next","previous","results",[203,207],{"_121":49,"_122":123,"_124":157,"_126":158,"_96":159,"_129":204,"_55":171,"_146":123,"_147":33,"_148":62,"_43":172,"_150":151,"_152":173,"_153":171,"_154":71,"_155":21},[205,206],{"_132":133,"_124":162,"_134":115,"_135":163,"_137":164,"_139":140,"_141":115,"_142":-5,"_143":158,"_68":71,"_144":-5},{"_132":166,"_124":167,"_134":115,"_135":168,"_137":169,"_139":140,"_141":115,"_142":-5,"_143":170,"_68":71,"_144":-5},{"_121":49,"_122":123,"_124":125,"_126":127,"_96":128,"_129":208,"_55":145,"_146":123,"_147":33,"_148":61,"_43":149,"_150":151,"_152":136,"_153":145,"_154":71,"_155":21},[209],{"_132":133,"_124":125,"_134":115,"_135":136,"_137":138,"_139":140,"_141":115,"_142":-5,"_143":127,"_68":71,"_144":-5},[],"canDeleteTags","actionData","errors"]

Digest	OS/ARCH	Compressed size
48d227597d6f	linux/amd64	35.68 MB
3f2bf3fd1ba4	linux/arm64	35.25 MB

qdrant/bfb

Tags for qdrant/bfb