Hnswlib 0.9.2

as donto believed on

From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-06.)

Hnswlib 0.9.2 has 69 facts recorded in Dontopedia across 8 references, with 6 live disagreements.

69 facts·40 predicates·8 sources·6 in dispute

Mostly:rdf:type(8), relates to metric(4), evaluated on(4)

Inbound mentions (41)

Other subjects in dontopedia point AT this entity as a value. These are inverse relationships — e.g. "X motherOf this subject" — and answer questions the forward facts can't. Grouped by predicate.

`hasValueFor`Has Value for(6)

Community Supportex:community_support
Costex:cost
Deployment Flexibilityex:deployment_flexibility
Indexing Timeex:indexing-time
Index Sizeex:index-size
Query Latencyex:query-latency

`hasMember`Has Member(4)

All Enginesex:all-engines
Databases to Evaluateex:databases-to-evaluate
Library Group Concurrencyex:library-group-concurrency
Library Group Scalabilityex:library-group-scalability

`isScoredFor`Is Scored for(4)

Community Supportex:communitySupport
Concurrency Supportex:concurrencySupport
Ease of Integrationex:easeOfIntegration
Scalabilityex:scalability

`outperforms`Outperforms(3)

Milvus 2 3 0ex:milvus-2-3-0
Qdrant 0 8 1ex:qdrant-0-8-1
Qdrant 0 8 1ex:qdrant-0-8-1

`containsMember`Contains Member(2)

Library Setex:library-set
Mid Performing Librariesex:mid-performing-libraries

`hasScoreFor`Has Score for(2)

Concurrency Supportex:concurrency-support
Scalabilityex:scalability

`isOutperformedByInLatency`Is Outperformed by in Latency(2)

Annoy 1 18 0ex:annoy-1-18-0
Faiss 1 7 3ex:faiss-1-7-3

`contains`Contains(1)

Matrixex:matrix

`containsEntity`Contains Entity(1)

Software Comparison Matrixex:software-comparison-matrix

`hasEqualConcurrencySupport`Has Equal Concurrency Support(1)

Faiss 1 7 3ex:faiss-1-7-3

`hasEqualF1Score`Has Equal F1 Score(1)

Faiss 1 7 3ex:faiss-1-7-3

`hasEqualScalability`Has Equal Scalability(1)

Faiss 1 7 3ex:faiss-1-7-3

`hasEqualScore`Has Equal Score(1)

Weaviate 1 14 0ex:weaviate-1-14-0

`hasHigherQueryLatencyThan`Has Higher Query Latency Than(1)

Annoy 1 18 0ex:annoy-1-18-0

`hasRow`Has Row(1)

Matrixex:matrix

`isOutperformedByInF1Score`Is Outperformed by in F1 Score(1)

Annoy 1 18 0ex:annoy-1-18-0

`isScoreFor`Is Score for(1)

Score 0.85ex:score-0.85

`isUsedBy`Is Used by(1)

Access Controlex:access-control

`memoryUsageHigherThan`Memory Usage Higher Than(1)

Annoy 1 18 0ex:annoy-1-18-0

`memoryUsageLowerThan`Memory Usage Lower Than(1)

Milvus 2 3 0ex:milvus-2-3-0

`rankedLibraries`Ranked Libraries(1)

Scalabilityex:scalability

`sharesDeploymentModel`Shares Deployment Model(1)

Faiss 1 7 3ex:faiss-1-7-3

`sharesSecurityFeature`Shares Security Feature(1)

Milvus 2 3 0ex:milvus-2-3-0

`storageSizeHigherThan`Storage Size Higher Than(1)

Annoy 1 18 0ex:annoy-1-18-0

`tiesWith`Ties With(1)

Faiss 1 7 3ex:faiss-1-7-3

Other facts (61)

The long tail: predicates that appear too rarely to warrant their own section. Filter or scroll to find a specific one. Each row links to its source.

61 facts

Predicate	Value	Ref
Rdf:type	Vector Search Engine	[1]
Rdf:type	Software Library	[2]
Rdf:type	Vector Database	[3]
Rdf:type	Vector Search Library	[4]
Rdf:type	Vector Database	[5]
Rdf:type	Vector Database	[6]
Rdf:type	Vector Database	[7]
Rdf:type	Database	[8]
Relates to Metric	Scalability	[2]
Relates to Metric	Concurrency Support	[2]
Relates to Metric	Ease of Integration	[2]
Relates to Metric	Community Support	[2]
Evaluated on	Scalability	[4]
Evaluated on	Concurrency Support	[4]
Evaluated on	Ease of Integration	[4]
Evaluated on	Community Support	[4]
Has Version	0.9.2	[2]
Has Version	0.9.2	[4]
Has Version	0.9.2	[6]
Not Evaluated on	Concurrency Support	[4]
Not Evaluated on	Ease of Integration	[4]
Not Evaluated on	Community Support	[4]
Has Query Latency	230	[1]
Has Query Latency	230	[6]
Has Cost	130	[3]
Has Cost	130	[7]
Part of Evaluation Group	Library Group Scalability	[4]
Part of Evaluation Group	Library Group Concurrency	[4]
Has Higher Latency Than	Milvus 2 3 0	[6]
Has Higher Latency Than	Qdrant 0 8 1	[6]
Has Index Size	1300	[1]
Has Indexing Time	380	[1]
Has Metric Score	0.85	[2]
Ties With	Weaviate 1 14 0	[2]
Uniform Score	0.85	[2]
Has Version Number	0.9.2	[2]
Score Consistency	0	[2]
Has Scalability Score	0.85	[4]
Has Concurrency Support Score	0.85	[4]
Has Ease of Integration Score	0.85	[4]
Has Scalability Score Value	Score 0.85	[4]
Has Memory Usage	580	[5]
Has Storage Size	1300	[5]
Has Recall Rate	0.94	[5]
Has Precision Rate	0.95	[5]
Has F1 Score	0.945	[6]
Has Scalability	0.85	[6]
Is Outperformed by in Latency	Weaviate 1 14 0	[6]
Is Measured in	Matrix	[6]
Has Concurrency Support	0.85	[6]
Has Better Concurrency Support	Annoy 1 18 0	[6]
Has Community Support	0.85	[7]
Has Deployment Flexibility	On-Premises	[7]
Has Security Features	Access Control	[7]
Has Security Feature	Access Control	[7]
Supports Deployment Model	On Premises	[7]
Cost Rank	4	[7]
Community Support Rank	2	[7]
Deployment Model Comparison	restricted	[7]
Security Level	medium	[7]
Version	0.9.2	[8]

Timeline axis is valid_time — when each source says the fact was true in the world, not when Dontopedia learned about it. Retracted rows are kept for provenance; coloured stripes indicate the context kind.

69 undated

—

typebeam/9423e542-ef27-4b6c-82c7-f95a6bf87bd7

ex:VectorSearchEngine

—

labelbeam/9423e542-ef27-4b6c-82c7-f95a6bf87bd7

Hnswlib 0.9.2

—

hasIndexSizebeam/9423e542-ef27-4b6c-82c7-f95a6bf87bd7

1300

—

hasQueryLatencybeam/9423e542-ef27-4b6c-82c7-f95a6bf87bd7

230

—

hasIndexingTimebeam/9423e542-ef27-4b6c-82c7-f95a6bf87bd7

380

—

typebeam/7de81f33-0873-49df-9750-e71210382767

ex:SoftwareLibrary

—

labelbeam/7de81f33-0873-49df-9750-e71210382767

Hnswlib 0.9.2

—

hasVersionbeam/7de81f33-0873-49df-9750-e71210382767

0.9.2

—

relatesToMetricbeam/7de81f33-0873-49df-9750-e71210382767

ex:scalability

—

relatesToMetricbeam/7de81f33-0873-49df-9750-e71210382767

ex:concurrency-support

—

relatesToMetricbeam/7de81f33-0873-49df-9750-e71210382767

ex:ease-of-integration

—

relatesToMetricbeam/7de81f33-0873-49df-9750-e71210382767

ex:community-support

—

hasMetricScorebeam/7de81f33-0873-49df-9750-e71210382767

0.85

—

tiesWithbeam/7de81f33-0873-49df-9750-e71210382767

ex:weaviate-1-14-0

—

uniformScorebeam/7de81f33-0873-49df-9750-e71210382767

0.85

—

hasVersionNumberbeam/7de81f33-0873-49df-9750-e71210382767

0.9.2

—

scoreConsistencybeam/7de81f33-0873-49df-9750-e71210382767

—

typebeam/0da25b5e-237a-422f-96bc-668666933b81

ex:VectorDatabase

—

labelbeam/0da25b5e-237a-422f-96bc-668666933b81

Hnswlib 0.9.2

—

hasCostbeam/0da25b5e-237a-422f-96bc-668666933b81

130

—

typebeam/83544ab2-e440-4ab9-9461-be803669c9e7

ex:VectorSearchLibrary

—

labelbeam/83544ab2-e440-4ab9-9461-be803669c9e7

Hnswlib 0.9.2

—

hasVersionbeam/83544ab2-e440-4ab9-9461-be803669c9e7

0.9.2

—

hasScalabilityScorebeam/83544ab2-e440-4ab9-9461-be803669c9e7

0.85

—

hasConcurrencySupportScorebeam/83544ab2-e440-4ab9-9461-be803669c9e7

0.85

—

hasEaseOfIntegrationScorebeam/83544ab2-e440-4ab9-9461-be803669c9e7

0.85

—

evaluatedOnbeam/83544ab2-e440-4ab9-9461-be803669c9e7

ex:scalability

—

evaluatedOnbeam/83544ab2-e440-4ab9-9461-be803669c9e7

ex:concurrencySupport

—

evaluatedOnbeam/83544ab2-e440-4ab9-9461-be803669c9e7

ex:easeOfIntegration

—

evaluatedOnbeam/83544ab2-e440-4ab9-9461-be803669c9e7

ex:communitySupport

—

notEvaluatedOnbeam/83544ab2-e440-4ab9-9461-be803669c9e7

ex:concurrencySupport

—

notEvaluatedOnbeam/83544ab2-e440-4ab9-9461-be803669c9e7

ex:easeOfIntegration

—

notEvaluatedOnbeam/83544ab2-e440-4ab9-9461-be803669c9e7

ex:communitySupport

—

hasScalabilityScoreValuebeam/83544ab2-e440-4ab9-9461-be803669c9e7

ex:score-0.85

—

partOfEvaluationGroupbeam/83544ab2-e440-4ab9-9461-be803669c9e7

ex:library-group-scalability

—

partOfEvaluationGroupbeam/83544ab2-e440-4ab9-9461-be803669c9e7

ex:library-group-concurrency

—

typebeam/1ff666a3-024a-43b9-a61b-238256feb9fd

ex:VectorDatabase

—

labelbeam/1ff666a3-024a-43b9-a61b-238256feb9fd

Hnswlib 0.9.2

—

hasMemoryUsagebeam/1ff666a3-024a-43b9-a61b-238256feb9fd

580

—

hasStorageSizebeam/1ff666a3-024a-43b9-a61b-238256feb9fd

1300

—

hasRecallRatebeam/1ff666a3-024a-43b9-a61b-238256feb9fd

0.94

—

hasPrecisionRatebeam/1ff666a3-024a-43b9-a61b-238256feb9fd

0.95

—

hasF1Scorebeam/645b72fe-4da0-4ebf-b7f1-db6f7953c2c4

0.945

—

hasQueryLatencybeam/645b72fe-4da0-4ebf-b7f1-db6f7953c2c4

230

—

hasScalabilitybeam/645b72fe-4da0-4ebf-b7f1-db6f7953c2c4

0.85

—

typebeam/645b72fe-4da0-4ebf-b7f1-db6f7953c2c4

ex:VectorDatabase

—

labelbeam/645b72fe-4da0-4ebf-b7f1-db6f7953c2c4

Hnswlib 0.9.2

—

hasVersionbeam/645b72fe-4da0-4ebf-b7f1-db6f7953c2c4

0.9.2

—

hasHigherLatencyThanbeam/645b72fe-4da0-4ebf-b7f1-db6f7953c2c4

ex:milvus-2-3-0

—

hasHigherLatencyThanbeam/645b72fe-4da0-4ebf-b7f1-db6f7953c2c4

ex:qdrant-0-8-1

—

isOutperformedByInLatencybeam/645b72fe-4da0-4ebf-b7f1-db6f7953c2c4

ex:weaviate-1-14-0

—

isMeasuredInbeam/645b72fe-4da0-4ebf-b7f1-db6f7953c2c4

ex:matrix

—

hasConcurrencySupportbeam/645b72fe-4da0-4ebf-b7f1-db6f7953c2c4

0.85

—

hasBetterConcurrencySupportbeam/645b72fe-4da0-4ebf-b7f1-db6f7953c2c4

ex:annoy-1-18-0

—

typebeam/f81bd713-418c-4331-b01a-b394a1295f13

ex:VectorDatabase

—

labelbeam/f81bd713-418c-4331-b01a-b394a1295f13

Hnswlib 0.9.2

—

hasCommunitySupportbeam/f81bd713-418c-4331-b01a-b394a1295f13

0.85

—

hasCostbeam/f81bd713-418c-4331-b01a-b394a1295f13

130

—

hasDeploymentFlexibilitybeam/f81bd713-418c-4331-b01a-b394a1295f13

On-Premises

—

hasSecurityFeaturesbeam/f81bd713-418c-4331-b01a-b394a1295f13

Access Control

—

hasSecurityFeaturebeam/f81bd713-418c-4331-b01a-b394a1295f13

ex:access-control

—

supportsDeploymentModelbeam/f81bd713-418c-4331-b01a-b394a1295f13

ex:on-premises

—

costRankbeam/f81bd713-418c-4331-b01a-b394a1295f13

—

communitySupportRankbeam/f81bd713-418c-4331-b01a-b394a1295f13

—

deploymentModelComparisonbeam/f81bd713-418c-4331-b01a-b394a1295f13

restricted

—

securityLevelbeam/f81bd713-418c-4331-b01a-b394a1295f13

medium

—

typebeam/82230382-8bc4-4da4-8f74-b604a44e2862

ex:Database

—

labelbeam/82230382-8bc4-4da4-8f74-b604a44e2862

Hnswlib 0.9.2

—

versionbeam/82230382-8bc4-4da4-8f74-b604a44e2862

0.9.2

References (8)

8 references

[1]9423e542 Ef27 4b6c 82c7 F95a6bf87bd75 facts
ctx:claims/beam/9423e542-ef27-4b6c-82c7-f95a6bf87bd7
- full textbeam-chunk
  text/plain1 KBdoc:beam/9423e542-ef27-4b6c-82c7-f95a6bf87bd7
  Show excerpt
  matrix.loc['Qdrant 0.8.1', 'search_time'] = 190 matrix.loc['Weaviate 1.14.0', 'search_time'] = 210 # Add more sample data for other metrics matrix.loc['Milvus 2.3.0', 'index_size'] = 1000 matrix.loc['Faiss 1.7.3', 'index_size'] = 1200 matr…
[2]7de81f33 0873 49df 9750 E7121038276712 facts
ctx:claims/beam/7de81f33-0873-49df-9750-e71210382767
- full textbeam-chunk
  text/plain1 KBdoc:beam/7de81f33-0873-49df-9750-e71210382767
  Show excerpt
  matrix.loc['Faiss 1.7.3', 'scalability'] = 0.85 matrix.loc['Annoy 1.18.0', 'scalability'] = 0.8 matrix.loc['Hnswlib 0.9.2', 'scalability'] = 0.85 matrix.loc['Qdrant 0.8.1', 'scalability'] = 0.9 matrix.loc['Weaviate 1.14.0', 'scalability'] =…
[3]0da25b5e 237a 422f 96bc 668666933b813 facts
ctx:claims/beam/0da25b5e-237a-422f-96bc-668666933b81
- full textbeam-chunk
  text/plain1 KBdoc:beam/0da25b5e-237a-422f-96bc-668666933b81
  Show excerpt
  matrix.loc['Qdrant 0.8.1', 'community_support'] = 0.9 matrix.loc['Weaviate 1.14.0', 'community_support'] = 0.85 matrix.loc['Milvus 2.3.0', 'cost'] = 100 matrix.loc['Faiss 1.7.3', 'cost'] = 120 matrix.loc['Annoy 1.18.0', 'cost'] = 150 matri…
[4]83544ab2 E440 4ab9 9461 Be803669c9e716 facts
ctx:claims/beam/83544ab2-e440-4ab9-9461-be803669c9e7
[5]1ff666a3 024a 43b9 A61b 238256feb9fd6 facts
ctx:claims/beam/1ff666a3-024a-43b9-a61b-238256feb9fd
- full textbeam-chunk
  text/plain1 KBdoc:beam/1ff666a3-024a-43b9-a61b-238256feb9fd
  Show excerpt
  matrix.loc['Weaviate 1.14.0', 'indexing_time'] = 360 matrix.loc['Milvus 2.3.0', 'memory_usage'] = 500 matrix.loc['Faiss 1.7.3', 'memory_usage'] = 550 matrix.loc['Annoy 1.18.0', 'memory_usage'] = 600 matrix.loc['Hnswlib 0.9.2', 'memory_usag…
[6]645b72fe 4da0 4ebf B7f1 Db6f7953c2c412 facts
ctx:claims/beam/645b72fe-4da0-4ebf-b7f1-db6f7953c2c4
- full textbeam-chunk
  text/plain1 KBdoc:beam/645b72fe-4da0-4ebf-b7f1-db6f7953c2c4
  Show excerpt
  matrix.loc['Qdrant 0.8.1', 'precision_rate'] = 0.96 matrix.loc['Weaviate 1.14.0', 'precision_rate'] = 0.95 matrix.loc['Milvus 2.3.0', 'f1_score'] = 0.955 matrix.loc['Faiss 1.7.3', 'f1_score'] = 0.945 matrix.loc['Annoy 1.18.0', 'f1_score'] …
[7]F81bd713 418c 4331 B01a B394a1295f1312 facts
ctx:claims/beam/f81bd713-418c-4331-b01a-b394a1295f13
- full textbeam-chunk
  text/plain1 KBdoc:beam/f81bd713-418c-4331-b01a-b394a1295f13
  Show excerpt
  matrix.loc['Annoy 1.18.0', 'community_support'] = 0.8 matrix.loc['Hnswlib 0.9.2', 'community_support'] = 0.85 matrix.loc['Qdrant 0.8.1', 'community_support'] = 0.9 matrix.loc['Weaviate 1.14.0', 'community_support'] = 0.85 matrix.loc['Milvu…
[8]82230382 8bc4 4da4 8f74 B604a44e28623 facts
ctx:claims/beam/82230382-8bc4-4da4-8f74-b604a44e2862
- full textbeam-chunk
  text/plain1 KBdoc:beam/82230382-8bc4-4da4-8f74-b604a44e2862
  Show excerpt
  16. **Security Features**: Availability of security features such as encryption, access control, etc. ### Improved Evaluation Script Here's an improved version of your evaluation script that includes more comprehensive metrics and a struct…

Keep researching

Missing something or suspicious of what's here? Kick off a research session — a Claude agent will investigate, cite its sources, and file new facts into a dedicated context you can review before accepting into the shared view.

Hnswlib 0.9.2

Inbound mentions (41)

hasValueForHas Value for(6)

hasMemberHas Member(4)

isScoredForIs Scored for(4)

outperformsOutperforms(3)

containsMemberContains Member(2)

hasScoreForHas Score for(2)

isOutperformedByInLatencyIs Outperformed by in Latency(2)

containsContains(1)

containsEntityContains Entity(1)

hasEqualConcurrencySupportHas Equal Concurrency Support(1)

hasEqualF1ScoreHas Equal F1 Score(1)

hasEqualScalabilityHas Equal Scalability(1)

hasEqualScoreHas Equal Score(1)

hasHigherQueryLatencyThanHas Higher Query Latency Than(1)

hasRowHas Row(1)

isOutperformedByInF1ScoreIs Outperformed by in F1 Score(1)

isScoreForIs Score for(1)

isUsedByIs Used by(1)

memoryUsageHigherThanMemory Usage Higher Than(1)

memoryUsageLowerThanMemory Usage Lower Than(1)

rankedLibrariesRanked Libraries(1)

sharesDeploymentModelShares Deployment Model(1)

sharesSecurityFeatureShares Security Feature(1)

storageSizeHigherThanStorage Size Higher Than(1)

tiesWithTies With(1)

Other facts (61)

Timeline

References (8)

See also

Keep researching

`hasValueFor`Has Value for(6)

`hasMember`Has Member(4)

`isScoredFor`Is Scored for(4)

`outperforms`Outperforms(3)

`containsMember`Contains Member(2)

`hasScoreFor`Has Score for(2)

`isOutperformedByInLatency`Is Outperformed by in Latency(2)

`contains`Contains(1)

`containsEntity`Contains Entity(1)

`hasEqualConcurrencySupport`Has Equal Concurrency Support(1)

`hasEqualF1Score`Has Equal F1 Score(1)

`hasEqualScalability`Has Equal Scalability(1)

`hasEqualScore`Has Equal Score(1)

`hasHigherQueryLatencyThan`Has Higher Query Latency Than(1)

`hasRow`Has Row(1)

`isOutperformedByInF1Score`Is Outperformed by in F1 Score(1)

`isScoreFor`Is Score for(1)

`isUsedBy`Is Used by(1)

`memoryUsageHigherThan`Memory Usage Higher Than(1)

`memoryUsageLowerThan`Memory Usage Lower Than(1)

`rankedLibraries`Ranked Libraries(1)

`sharesDeploymentModel`Shares Deployment Model(1)

`sharesSecurityFeature`Shares Security Feature(1)

`storageSizeHigherThan`Storage Size Higher Than(1)

`tiesWith`Ties With(1)