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Milvus 2 3 0

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

Milvus 2 3 0 has 100 facts recorded in Dontopedia across 9 references, with 14 live disagreements.

100+ facts·55 predicates·9 sources·14 in dispute

Mostly:rdf:type(9), rdfs:label(9), outperforms(5)

Maturity scale raw canonical shape-checked rule-derived certified

Rdf:typein disputerdf:type

Outperformsin disputeoutperforms

Has Security Featurein disputehasSecurityFeature

Has Better Concurrency Supportin disputehasBetterConcurrencySupport

Has Better F1 Scorein disputehasBetterF1Score

Memory Usage Lower Thanin disputememoryUsageLowerThan

Has Highest Score in Categoryin disputehasHighestScoreInCategory

Evaluated onin disputeevaluatedOn

Better Thanin disputebetterThan

Possible Attributein disputepossibleAttribute

  • larger storage footprint[8]all time · 54002008 F30f 4793 8e6e Fe0b7273513c
  • faster search time[8]all time · 54002008 F30f 4793 8e6e Fe0b7273513c
  • requires more memory[8]all time · 54002008 F30f 4793 8e6e Fe0b7273513c

Highest Score onin disputehighestScoreOn

Relates to Metricin disputerelatesToMetric

Inbound mentions (44)

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.

hasValueForHas Value for(6)

hasHigherLatencyThanHas Higher Latency Than(3)

hasMemberHas Member(3)

hasScoreForHas Score for(3)

isOutperformedByInF1ScoreIs Outperformed by in F1 Score(3)

isScoredForIs Scored for(3)

containsEntityContains Entity(2)

containsMemberContains Member(2)

hasRowHas Row(2)

isUsedByIs Used by(2)

worseThanWorse Than(2)

containsContains(1)

discussingDiscussing(1)

expressesUncertaintyAboutExpresses Uncertainty About(1)

hasEqualConcurrencySupportHas Equal Concurrency Support(1)

hasEqualF1ScoreHas Equal F1 Score(1)

hasEqualScalabilityHas Equal Scalability(1)

hasHigherMemoryUsageThanHas Higher Memory Usage Than(1)

isOutperformedByIs Outperformed by(1)

memoryUsageHigherThanMemory Usage Higher Than(1)

mentionsMentions(1)

rankedLibrariesRanked Libraries(1)

requiresEvaluationRequires Evaluation(1)

storageSizeHigherThanStorage Size Higher Than(1)

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
PredicateValueRef
Has Metric Score0.85[1]
Has Metric Score0.9[1]
Measured byIndexing Time[5]
Measured byIndex Size[5]
Measured byMemory Usage[5]
Measured byQuery Latency[5]
Rdfs:labelMilvus 2.3.0[4]
Rdfs:labelMilvus 2.3.0[1]
Rdfs:labelMilvus 2.3.0[5]
Rdfs:labelMilvus 2.3.0[2]
Rdfs:labelMilvus 2.3.0[7]
Rdfs:labelMilvus 2.3.0[9]
Rdfs:labelMilvus 2.3.0[6]
Rdfs:labelMilvus 2.3.0[3]
Rdfs:labelMilvus 2.3.0[8]
Has Version2.3.0[1]
Has Version2.3.0[4]
Has Version2.3.0[6]
Has Cost100[3]
Has Cost100[2]
Has Query Latency200[5]
Has Query Latency200[6]
Has Lowest Memory Usagetrue[5]
Has Lowest Memory Usagetrue[7]
Has Memory Usage500[5]
Has Memory Usage500[7]
Deployment Model Comparisonflexible[3]
Cost Rank1[3]
Cost Comparisonlowest[3]
Has Security FeaturesEncryption, Access Control[3]
Has Deployment FlexibilityCloud, On-Premises[3]
Is Measured inMatrix[6]
Has Lowest Latencytrue[6]
Has Lower Latency ThanFaiss 1 7 3[6]
Has Concurrency Support0.9[6]
Has Scalability0.9[6]
Has F1 Score0.955[6]
Has Highest Precision Ratetrue[7]
Has Highest Recall Ratetrue[7]
Has Lowest Storage Sizetrue[7]
Has Precision Rate0.96[7]
Has Recall Rate0.95[7]
Has Storage Size1000[7]
Part of Evaluation GroupLibrary Group Concurrency[4]
Not Evaluated onScalability[4]
Has Equal ScoreQdrant 0 8 1[4]
Has Community Support Score0.9[4]
Has Ease of Integration Score0.9[4]
Has Concurrency Support Score0.9[4]
Has Lowest Costtrue[2]
Has Potential Advantagedistributed systems support[8]
Has Version Number2.3.0[1]
Best Overalltrue[1]
Has Best Indexing Timetrue[5]
Has Best Query Latencytrue[5]
Has Shorter Indexing Time ThanQdrant 0 8 1[5]
Has Lower Query Latency ThanQdrant 0 8 1[5]
Has Smaller Index Size ThanFaiss 1 7 3[5]
Has Lowest Search Timefalse[5]
Has Indexing Time300[5]
Has Index Size1000[5]

Timeline

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.

100 undated
—
bestOverallbeam/7de81f33-0873-49df-9750-e71210382767
true
—
betterThanbeam/0da25b5e-237a-422f-96bc-668666933b81
ex:annoy-1-18-0
—
betterThanbeam/0da25b5e-237a-422f-96bc-668666933b81
ex:faiss-1-7-3
—
costComparisonbeam/f81bd713-418c-4331-b01a-b394a1295f13
lowest
—
costRankbeam/f81bd713-418c-4331-b01a-b394a1295f13
1
—
deploymentModelComparisonbeam/f81bd713-418c-4331-b01a-b394a1295f13
flexible
—
evaluatedOnbeam/83544ab2-e440-4ab9-9461-be803669c9e7
ex:communitySupport
—
evaluatedOnbeam/83544ab2-e440-4ab9-9461-be803669c9e7
ex:concurrencySupport
—
evaluatedOnbeam/83544ab2-e440-4ab9-9461-be803669c9e7
ex:easeOfIntegration
—
hasBestIndexingTimebeam/9423e542-ef27-4b6c-82c7-f95a6bf87bd7
true
—
hasBestQueryLatencybeam/9423e542-ef27-4b6c-82c7-f95a6bf87bd7
true
—
hasBetterConcurrencySupportbeam/645b72fe-4da0-4ebf-b7f1-db6f7953c2c4
ex:annoy-1-18-0
—
hasBetterConcurrencySupportbeam/645b72fe-4da0-4ebf-b7f1-db6f7953c2c4
ex:faiss-1-7-3
—
hasBetterF1Scorebeam/645b72fe-4da0-4ebf-b7f1-db6f7953c2c4
ex:annoy-1-18-0
—
hasBetterF1Scorebeam/645b72fe-4da0-4ebf-b7f1-db6f7953c2c4
ex:faiss-1-7-3
—
hasCommunitySupportScorebeam/83544ab2-e440-4ab9-9461-be803669c9e7
0.9
—
hasConcurrencySupportbeam/645b72fe-4da0-4ebf-b7f1-db6f7953c2c4
0.9
—
hasConcurrencySupportScorebeam/83544ab2-e440-4ab9-9461-be803669c9e7
0.9
—
hasCostbeam/f81bd713-418c-4331-b01a-b394a1295f13
100
—
hasCostbeam/0da25b5e-237a-422f-96bc-668666933b81
100
—
hasDeploymentFlexibilitybeam/f81bd713-418c-4331-b01a-b394a1295f13
Cloud, On-Premises
—
hasEaseOfIntegrationScorebeam/83544ab2-e440-4ab9-9461-be803669c9e7
0.9
—
hasEqualScorebeam/83544ab2-e440-4ab9-9461-be803669c9e7
ex:qdrant-0-8-1
—
hasF1Scorebeam/645b72fe-4da0-4ebf-b7f1-db6f7953c2c4
0.955
—
hasHighestPrecisionRatebeam/1ff666a3-024a-43b9-a61b-238256feb9fd
true
—
hasHighestRecallRatebeam/1ff666a3-024a-43b9-a61b-238256feb9fd
true
—
hasHighestScoreInCategorybeam/83544ab2-e440-4ab9-9461-be803669c9e7
ex:communitySupport
—
hasHighestScoreInCategorybeam/83544ab2-e440-4ab9-9461-be803669c9e7
ex:concurrencySupport
—
hasHighestScoreInCategorybeam/83544ab2-e440-4ab9-9461-be803669c9e7
ex:easeOfIntegration
—
hasIndexingTimebeam/9423e542-ef27-4b6c-82c7-f95a6bf87bd7
300
—
hasIndexSizebeam/9423e542-ef27-4b6c-82c7-f95a6bf87bd7
1000
—
hasLowerLatencyThanbeam/645b72fe-4da0-4ebf-b7f1-db6f7953c2c4
ex:faiss-1-7-3
—
hasLowerQueryLatencyThanbeam/9423e542-ef27-4b6c-82c7-f95a6bf87bd7
ex:qdrant-0-8-1
—
hasLowestCostbeam/0da25b5e-237a-422f-96bc-668666933b81
true
—
hasLowestLatencybeam/645b72fe-4da0-4ebf-b7f1-db6f7953c2c4
true
—
hasLowestMemoryUsagebeam/9423e542-ef27-4b6c-82c7-f95a6bf87bd7
true
—
hasLowestMemoryUsagebeam/1ff666a3-024a-43b9-a61b-238256feb9fd
true
—
hasLowestSearchTimebeam/9423e542-ef27-4b6c-82c7-f95a6bf87bd7
false
—
hasLowestStorageSizebeam/1ff666a3-024a-43b9-a61b-238256feb9fd
true
—
hasMemoryUsagebeam/9423e542-ef27-4b6c-82c7-f95a6bf87bd7
500
—
hasMemoryUsagebeam/1ff666a3-024a-43b9-a61b-238256feb9fd
500
—
hasMetricScorebeam/7de81f33-0873-49df-9750-e71210382767
0.85
—
hasMetricScorebeam/7de81f33-0873-49df-9750-e71210382767
0.9
—
hasPotentialAdvantagebeam/54002008-f30f-4793-8e6e-fe0b7273513c
distributed systems support
—
hasPrecisionRatebeam/1ff666a3-024a-43b9-a61b-238256feb9fd
0.96
—
hasQueryLatencybeam/9423e542-ef27-4b6c-82c7-f95a6bf87bd7
200
—
hasQueryLatencybeam/645b72fe-4da0-4ebf-b7f1-db6f7953c2c4
200
—
hasRecallRatebeam/1ff666a3-024a-43b9-a61b-238256feb9fd
0.95
—
hasScalabilitybeam/645b72fe-4da0-4ebf-b7f1-db6f7953c2c4
0.9
—
hasSecurityFeaturebeam/f81bd713-418c-4331-b01a-b394a1295f13
ex:access-control
—
hasSecurityFeaturebeam/f81bd713-418c-4331-b01a-b394a1295f13
ex:encryption
—
hasSecurityFeaturesbeam/f81bd713-418c-4331-b01a-b394a1295f13
Encryption, Access Control
—
hasShorterIndexingTimeThanbeam/9423e542-ef27-4b6c-82c7-f95a6bf87bd7
ex:qdrant-0-8-1
—
hasSmallerIndexSizeThanbeam/9423e542-ef27-4b6c-82c7-f95a6bf87bd7
ex:faiss-1-7-3
—
hasStorageSizebeam/1ff666a3-024a-43b9-a61b-238256feb9fd
1000
—
hasVersionbeam/7de81f33-0873-49df-9750-e71210382767
2.3.0
—
hasVersionbeam/83544ab2-e440-4ab9-9461-be803669c9e7
2.3.0
—
hasVersionbeam/645b72fe-4da0-4ebf-b7f1-db6f7953c2c4
2.3.0
—
hasVersionNumberbeam/7de81f33-0873-49df-9750-e71210382767
2.3.0
—
highestScoreOnbeam/7de81f33-0873-49df-9750-e71210382767
ex:concurrency-support
—
highestScoreOnbeam/7de81f33-0873-49df-9750-e71210382767
ex:ease-of-integration
—
isMeasuredInbeam/645b72fe-4da0-4ebf-b7f1-db6f7953c2c4
ex:matrix
—
measuredBybeam/9423e542-ef27-4b6c-82c7-f95a6bf87bd7
ex:indexing-time
—
measuredBybeam/9423e542-ef27-4b6c-82c7-f95a6bf87bd7
ex:index-size
—
measuredBybeam/9423e542-ef27-4b6c-82c7-f95a6bf87bd7
ex:memory-usage
—
measuredBybeam/9423e542-ef27-4b6c-82c7-f95a6bf87bd7
ex:query-latency
—
memoryUsageLowerThanbeam/1ff666a3-024a-43b9-a61b-238256feb9fd
ex:faiss-1-7-3
—
memoryUsageLowerThanbeam/1ff666a3-024a-43b9-a61b-238256feb9fd
ex:hnswlib-0-9-2
—
memoryUsageLowerThanbeam/1ff666a3-024a-43b9-a61b-238256feb9fd
ex:qdrant-0-8-1
—
memoryUsageLowerThanbeam/1ff666a3-024a-43b9-a61b-238256feb9fd
ex:weaviate-1-14-0
—
notEvaluatedOnbeam/83544ab2-e440-4ab9-9461-be803669c9e7
ex:scalability
—
outperformsbeam/7de81f33-0873-49df-9750-e71210382767
ex:annoy-1-18-0
—
outperformsbeam/645b72fe-4da0-4ebf-b7f1-db6f7953c2c4
ex:annoy-1-18-0
—
outperformsbeam/7de81f33-0873-49df-9750-e71210382767
ex:faiss-1-7-3
—
outperformsbeam/7de81f33-0873-49df-9750-e71210382767
ex:hnswlib-0-9-2
—
outperformsbeam/7de81f33-0873-49df-9750-e71210382767
ex:weaviate-1-14-0
—
partOfEvaluationGroupbeam/83544ab2-e440-4ab9-9461-be803669c9e7
ex:library-group-concurrency
—
possibleAttributebeam/54002008-f30f-4793-8e6e-fe0b7273513c
larger storage footprint
—
possibleAttributebeam/54002008-f30f-4793-8e6e-fe0b7273513c
faster search time
—
possibleAttributebeam/54002008-f30f-4793-8e6e-fe0b7273513c
requires more memory
—
labelbeam/83544ab2-e440-4ab9-9461-be803669c9e7
Milvus 2.3.0
—
labelbeam/7de81f33-0873-49df-9750-e71210382767
Milvus 2.3.0
—
labelbeam/9423e542-ef27-4b6c-82c7-f95a6bf87bd7
Milvus 2.3.0
—
labelbeam/0da25b5e-237a-422f-96bc-668666933b81
Milvus 2.3.0
—
labelbeam/1ff666a3-024a-43b9-a61b-238256feb9fd
Milvus 2.3.0
—
labelbeam/82230382-8bc4-4da4-8f74-b604a44e2862
Milvus 2.3.0
—
labelbeam/645b72fe-4da0-4ebf-b7f1-db6f7953c2c4
Milvus 2.3.0
—
labelbeam/f81bd713-418c-4331-b01a-b394a1295f13
Milvus 2.3.0
—
labelbeam/54002008-f30f-4793-8e6e-fe0b7273513c
Milvus 2.3.0
—
typebeam/54002008-f30f-4793-8e6e-fe0b7273513c
ex:Database
—
typebeam/82230382-8bc4-4da4-8f74-b604a44e2862
ex:Database
—
typebeam/7de81f33-0873-49df-9750-e71210382767
ex:SoftwareLibrary
—
typebeam/1ff666a3-024a-43b9-a61b-238256feb9fd
ex:VectorDatabase
—
typebeam/645b72fe-4da0-4ebf-b7f1-db6f7953c2c4
ex:VectorDatabase
—
typebeam/0da25b5e-237a-422f-96bc-668666933b81
ex:VectorDatabase
—
typebeam/f81bd713-418c-4331-b01a-b394a1295f13
ex:VectorDatabase
—
typebeam/9423e542-ef27-4b6c-82c7-f95a6bf87bd7
ex:VectorSearchEngine
—
typebeam/83544ab2-e440-4ab9-9461-be803669c9e7
ex:VectorSearchLibrary
—
relatesToMetricbeam/7de81f33-0873-49df-9750-e71210382767
ex:community-support
—
relatesToMetricbeam/7de81f33-0873-49df-9750-e71210382767
ex:concurrency-support

References (9)

9 references
  1. [1]beam-chunk15 facts
    customctx: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'] =…
  2. [2]beam-chunk6 facts
    customctx: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…
  3. [3]beam-chunk10 facts
    customctx: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…
  4. [4]83544ab2 E440 4ab9 9461 Be803669c9e715 facts
    customctx:claims/beam/83544ab2-e440-4ab9-9461-be803669c9e7
  5. [5]beam-chunk17 facts
    customctx: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…
  6. [6]beam-chunk15 facts
    customctx: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. [7]beam-chunk14 facts
    customctx: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…
  8. [8]beam-chunk6 facts
    customctx:claims/beam/54002008-f30f-4793-8e6e-fe0b7273513c
    • full textbeam-chunk
      text/plain1003 Bdoc:beam/54002008-f30f-4793-8e6e-fe0b7273513c
      Show excerpt
      ### 3. Highlight Key Features and Limitations For each database, highlight key features and limitations that are particularly relevant to your use case. For example, if Milvus 2.3.0 has strong support for distributed systems, mention this a…
  9. [9]beam-chunk2 facts
    customctx: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…

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