M

as donto believed on

From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-20.)

M is Number of subquantizers.

60 facts·26 predicates·20 sources·7 in dispute

Mostly:rdf:type(14), description(4), has value(4)

Rdf:typein dispute`rdf:type`

Parameter^[5]all time · Aaea2d5a 2786 4bf1 840d 700a9d6307af
Subquantizer Count Parameter^[6]all time · 2923b0ab 4ec2 4f48 9528 Ef9982bfeed5
Subquantizer Count^[6]all time · 2923b0ab 4ec2 4f48 9528 Ef9982bfeed5
Parameter^[6]all time · 2923b0ab 4ec2 4f48 9528 Ef9982bfeed5
Parameter^[7]all time · 01d47e70 2678 4424 Bb6e 17ebfb57cf51
Subdomain^[10]sourceall time · 2
Variable^[11]all time · B296f27d A550 49c1 Ae24 6118c21f96b1
Parameter^[12]all time · 49101dfd 4fc4 460c 9cd9 8e0457730c83
Variable^[13]sourceall time · C987e07c Dc22 48c0 Aadb 1075131743e6
Index Parameter^[14]all time · 4efeeb64 8572 49af 812f E5accd46c4ad

Inbound mentions (27)

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.

`hasParameter`Has Parameter(7)

Create Ivfpq Indexex:create_ivfpq_index
Create Ivfpq Indexex:create_ivfpq_index
Index Ivfpqex:IndexIVFPQ
Index Ivfpqex:IndexIVFPQ
Index Ivfpqex:IndexIVFPQ
Ivfpq Indexex:IVFPQ-index
Ivfpq Indexex:IVFPQIndex

`assignedTo`Assigned to(2)

8ex:8
Quantization Levelex:quantization_level

`affectedBy`Affected by(1)

Query Speedex:query-speed

`appliedTo`Applied to(1)

Balanceex:balance

`balancedBy`Balanced by(1)

Query Speedex:query-speed

`constructedWith`Constructed With(1)

Index Ivfpqex:IndexIVFPQ

`createdWithParameters`Created With Parameters(1)

Indexex:index

`describedFor`Described for(1)

Tradeoffex:tradeoff

`describes`Describes(1)

Subquantizers Commentex:subquantizers-comment

`equals`Equals(1)

Eff Ancex:eff-anc

`hasHypothesisOn`Has Hypothesis on(1)

Universal Sync Mechanismex:universal-sync-mechanism

`hasM`Has M(1)

Ivf Pq Indexex:ivf-pq-index

`hasModule`Has Module(1)

Arbitrary Clifford Algebraex:arbitrary-clifford-algebra

`hasMParameter`Has M Parameter(1)

Faiss Index Ivf Pqex:faiss-index-ivf-pq

`hasNumAnchors`Has Num Anchors(1)

Anchorsex:anchors

`involvesParameter`Involves Parameter(1)

Parameter Tuningex:parameter-tuning

`isSumOver`Is Sum Over(1)

Sum M G K M T W Im X M Tex:sum-m-g-k-m-t-w-im-x-m-t

`parameters`Parameters(1)

Index Constructorindex-constructor

`sentBy`Sent by(1)

Letter 9948 1889ex:letter-9948-1889

`usesParameter`Uses Parameter(1)

Index Creationex:index-creation

Other facts (39)

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.

39 facts

Predicate	Value	Ref
Description	Number of subquantizers	[7]
Description	Number of subquantizers	[8]
Description	number-of-sub-quantizers	[12]
Description	Parameter to balance memory usage and query speed	[16]
Has Value	8	[8]
Has Value	8	[9]
Has Value	8	[13]
Has Value	8	[15]
Affects	Subquantizer Count	[14]
Affects	Memory Usage	[16]
Affects	Query Speed	[16]
Affects	subquantizer-count	[17]
Donated to	Maryborough Benevolent Institution	[1]
Donated to	Maryborough Benevolent Institution	[2]
Is Parameter of	Index Ivfpq	[6]
Is Parameter of	IndexIVFPQ	[14]
Controls	Subquantizer Count	[8]
Controls	subquantizer_count	[14]
Represents	number of subquantizers	[13]
Represents	number of subquantizers	[14]
Equals	8	[17]
Equals	nbytes	[17]
Donation Amount	£2	[1]
Offers	French Music Needlework Lessons	[3]
Has Address	Box 9 Office This Paper	[3]
Stands for	Minute	[4]
Role	number of subquantizers	[5]
Typical Value	8	[5]
Parameter Value	8	[7]
Value	8	[12]
Comment	number of subquantizers	[15]
Used in	Faiss.index Ivfpq	[15]
Purpose	Balance Memory and Speed	[16]
Controlled by	Create Ivfpq Index	[16]
Default	8	[17]
Describes	Number of subquantizers	[17]
Assigned Value	8	[18]
Haspublicationdate	Christmas 1894	[20]
Haspagerange	97–100	[20]

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.

60 undated

—

donatedTotrove-cooktown/beche-de-mer

ex:maryborough-benevolent-institution

—

donationAmounttrove-cooktown/beche-de-mer

£2

—

donatedTobrackenridge-cairns-1880-1900/trove-new/146785816_Saturday-7-May-1887_LOCAL-NEWS

ex:maryborough-benevolent-institution

—

offersrosie-reynolds-massacre-connection/trove-hartley-sykes-oconnor-cape-bedford-289344095

ex:french-music-needlework-lessons

—

hasAddressrosie-reynolds-massacre-connection/trove-hartley-sykes-oconnor-cape-bedford-289344095

ex:box-9-office-this-paper

—

standsForblucher-uhr/sqlite--qsa-32042220--qsa847166-1885-telegram-from-reginald-uhr-to-under-colonial-secretary-27-august,-colonial-

Minute

—

typebeam/aaea2d5a-2786-4bf1-840d-700a9d6307af

ex:Parameter

—

rolebeam/aaea2d5a-2786-4bf1-840d-700a9d6307af

number of subquantizers

—

typicalValuebeam/aaea2d5a-2786-4bf1-840d-700a9d6307af

—

typebeam/2923b0ab-4ec2-4f48-9528-ef9982bfeed5

ex:SubquantizerCountParameter

—

typebeam/2923b0ab-4ec2-4f48-9528-ef9982bfeed5

ex:SubquantizerCount

—

typebeam/2923b0ab-4ec2-4f48-9528-ef9982bfeed5

ex:Parameter

—

isParameterOfbeam/2923b0ab-4ec2-4f48-9528-ef9982bfeed5

ex:IndexIVFPQ

—

typebeam/01d47e70-2678-4424-bb6e-17ebfb57cf51

ex:Parameter

—

parameterValuebeam/01d47e70-2678-4424-bb6e-17ebfb57cf51

—

descriptionbeam/01d47e70-2678-4424-bb6e-17ebfb57cf51

Number of subquantizers

—

hasValuebeam/9c3d6c77-2b58-4a3b-9618-59e705c00dfd

—

descriptionbeam/9c3d6c77-2b58-4a3b-9618-59e705c00dfd

Number of subquantizers

—

controlsbeam/9c3d6c77-2b58-4a3b-9618-59e705c00dfd

ex:subquantizer-count

—

hasValuebeam/ea1c880d-666a-428b-9f18-ae4bdd751abe

—

typeblah/atlas-ai/2

ex:Subdomain

—

labelblah/atlas-ai/2

mobile subdomain

—

typebeam/b296f27d-a550-49c1-ae24-6118c21f96b1

ex:Variable

—

labelbeam/b296f27d-a550-49c1-ae24-6118c21f96b1

Number of usage patterns

—

typebeam/49101dfd-4fc4-460c-9cd9-8e0457730c83

ex:Parameter

—

labelbeam/49101dfd-4fc4-460c-9cd9-8e0457730c83

—

valuebeam/49101dfd-4fc4-460c-9cd9-8e0457730c83

—

descriptionbeam/49101dfd-4fc4-460c-9cd9-8e0457730c83

number-of-sub-quantizers

—

typebeam/c987e07c-dc22-48c0-aadb-1075131743e6

ex:variable

—

representsbeam/c987e07c-dc22-48c0-aadb-1075131743e6

number of subquantizers

—

hasValuebeam/c987e07c-dc22-48c0-aadb-1075131743e6

—

representsbeam/4efeeb64-8572-49af-812f-e5accd46c4ad

number of subquantizers

—

typebeam/4efeeb64-8572-49af-812f-e5accd46c4ad

ex:IndexParameter

—

labelbeam/4efeeb64-8572-49af-812f-e5accd46c4ad

—

isParameterOfbeam/4efeeb64-8572-49af-812f-e5accd46c4ad

IndexIVFPQ

—

affectsbeam/4efeeb64-8572-49af-812f-e5accd46c4ad

ex:subquantizer_count

—

controlsbeam/4efeeb64-8572-49af-812f-e5accd46c4ad

subquantizer_count

—

hasValuebeam/c5e65b2e-6289-4399-808e-64fe4e0eddce

—

typebeam/c5e65b2e-6289-4399-808e-64fe4e0eddce

ex:Variable

—

labelbeam/c5e65b2e-6289-4399-808e-64fe4e0eddce

—

commentbeam/c5e65b2e-6289-4399-808e-64fe4e0eddce

number of subquantizers

—

usedInbeam/c5e65b2e-6289-4399-808e-64fe4e0eddce

ex:faiss.IndexIVFPQ

—

typebeam/16e72a23-0e74-4398-83f0-1a6963cbc18d

ex:Parameter

—

labelbeam/16e72a23-0e74-4398-83f0-1a6963cbc18d

—

descriptionbeam/16e72a23-0e74-4398-83f0-1a6963cbc18d

Parameter to balance memory usage and query speed

—

purposebeam/16e72a23-0e74-4398-83f0-1a6963cbc18d

ex:balanceMemoryAndSpeed

—

affectsbeam/16e72a23-0e74-4398-83f0-1a6963cbc18d

ex:memory-usage

—

affectsbeam/16e72a23-0e74-4398-83f0-1a6963cbc18d

ex:query-speed

—

controlledBybeam/16e72a23-0e74-4398-83f0-1a6963cbc18d

ex:create_ivfpq_index

—

typebeam/3aa97b5d-2401-4a53-a5d0-4cd1d9b8e042

ex:Parameter

—

defaultbeam/3aa97b5d-2401-4a53-a5d0-4cd1d9b8e042

—

describesbeam/3aa97b5d-2401-4a53-a5d0-4cd1d9b8e042

Number of subquantizers

—

equalsbeam/3aa97b5d-2401-4a53-a5d0-4cd1d9b8e042

—

affectsbeam/3aa97b5d-2401-4a53-a5d0-4cd1d9b8e042

subquantizer-count

—

equalsbeam/3aa97b5d-2401-4a53-a5d0-4cd1d9b8e042

nbytes

—

assignedValuebeam/9170f193-72c4-43d3-9c09-87f869d91b8b

—

typebeam/a5fc8118-22f9-47dc-ab75-3a5765c02306

ex:Variable

—

labelbeam/a5fc8118-22f9-47dc-ab75-3a5765c02306

number of stages

—

haspublicationdatemoore-making-mala-ch3

Christmas 1894

—

haspagerangemoore-making-mala-ch3

97–100

References (20)

20 references

[1]Beche De Mer2 facts
ctx:genes/trove-cooktown/beche-de-mer
[2]146785816 Saturday 7 May 1887 Local News1 fact
ctx:genes/brackenridge-cairns-1880-1900/trove-new/146785816_Saturday-7-May-1887_LOCAL-NEWS
[3]Trove Hartley Sykes Oconnor Cape Bedford 2893440952 facts
ctx:genes/rosie-reynolds-massacre-connection/trove-hartley-sykes-oconnor-cape-bedford-289344095
[4]Sqlite Qsa 32042220 Qsa847166 1885 Telegram From Reginald Uhr to Under Colonial Secretary 27 August, Colonial1 fact
ctx:research/blucher-uhr/sqlite--qsa-32042220--qsa847166-1885-telegram-from-reginald-uhr-to-under-colonial-secretary-27-august,-colonial-
[5]Aaea2d5a 2786 4bf1 840d 700a9d6307af3 facts
ctx:claims/beam/aaea2d5a-2786-4bf1-840d-700a9d6307af
[6]2923b0ab 4ec2 4f48 9528 Ef9982bfeed54 facts
ctx:claims/beam/2923b0ab-4ec2-4f48-9528-ef9982bfeed5
[7]01d47e70 2678 4424 Bb6e 17ebfb57cf513 facts
ctx:claims/beam/01d47e70-2678-4424-bb6e-17ebfb57cf51
[8]9c3d6c77 2b58 4a3b 9618 59e705c00dfd3 facts
ctx:claims/beam/9c3d6c77-2b58-4a3b-9618-59e705c00dfd
- full textbeam-chunk
  text/plain1 KBdoc:beam/9c3d6c77-2b58-4a3b-9618-59e705c00dfd
  Show excerpt
  # Normalize the vectors for cosine similarity faiss.normalize_L2(vectors) # Create an IVFPQ index nlist = 100 # Number of clusters m = 8 # Number of subquantizers index = faiss.IndexIVFPQ(faiss.IndexFlatL2(128), 128, nlist, m, 8) # 8 is…
[9]Ea1c880d 666a 428b 9f18 Ae4bdd751abe1 fact
ctx:claims/beam/ea1c880d-666a-428b-9f18-ae4bdd751abe
- full textbeam-chunk
  text/plain1 KBdoc:beam/ea1c880d-666a-428b-9f18-ae4bdd751abe
  Show excerpt
  index = faiss.IndexHNSWFlat(128, M) index.hnsw.efConstruction = efConstruction index.hnsw.efSearch = efSearch index.add(vectors) # Measure initial performance start_time = time.time() distances, indices = search_similar_vectors(query_vecto…
[10]22 facts
ctx:discord/blah/atlas-ai/2
- full textctx:discord/blah/atlas-ai/2
  text/plain3 KBdoc:discord/blah/atlas-ai/2
  Show excerpt
  [2025-04-04 05:23] lisamegawatts: I had a polisci professor that worked on this, he used to say theory is fine but no match for data https://correlatesofwar.org/ [2025-04-04 05:23] lisamegawatts: Trying to catalog and predict all factors th…
- full textatlas-ai-2
  text/plain3 KBdoc:agent/atlas-ai-2/3a79ad11-fcb3-4da8-b38e-c15390bfab94
  Show excerpt
  [2025-04-04 05:23] lisamegawatts: I had a polisci professor that worked on this, he used to say theory is fine but no match for data https://correlatesofwar.org/ [2025-04-04 05:23] lisamegawatts: Trying to catalog and predict all factors th…
[11]B296f27d A550 49c1 Ae24 6118c21f96b12 facts
ctx:claims/beam/b296f27d-a550-49c1-ae24-6118c21f96b1
[12]49101dfd 4fc4 460c 9cd9 8e0457730c834 facts
ctx:claims/beam/49101dfd-4fc4-460c-9cd9-8e0457730c83
- full textbeam-chunk
  text/plain1 KBdoc:beam/49101dfd-4fc4-460c-9cd9-8e0457730c83
  Show excerpt
  - Adjust the search parameters like `efSearch` for `IndexHNSW` to balance between speed and accuracy. ### Example Implementation Here's an optimized version of your code using `IndexIVFPQ` and enabling multi-threading: ```python impor…
[13]C987e07c Dc22 48c0 Aadb 1075131743e63 facts
ctx:claims/beam/c987e07c-dc22-48c0-aadb-1075131743e6
- full textbeam-chunk
  text/plain1 KBdoc:beam/c987e07c-dc22-48c0-aadb-1075131743e6
  Show excerpt
  1. **Create an Index**: Choose an appropriate index type that balances speed and accuracy. 2. **Add Embeddings**: Add your embeddings to the index. 3. **Search for Nearest Neighbors**: Perform the search and optimize the parameters for bett…
[14]4efeeb64 8572 49af 812f E5accd46c4ad6 facts
ctx:claims/beam/4efeeb64-8572-49af-812f-e5accd46c4ad
- full textbeam-chunk
  text/plain1 KBdoc:beam/4efeeb64-8572-49af-812f-e5accd46c4ad
  Show excerpt
  query_vector = np.random.rand(1, 128).astype("float32") # Search for nearest neighbors k = 10 # number of nearest neighbors to retrieve D, I = index.search(query_vector, k) # Print the results print("Distances:", D) print("Indices:", I) …
[15]C5e65b2e 6289 4399 808e 64fe4e0eddce5 facts
ctx:claims/beam/c5e65b2e-6289-4399-808e-64fe4e0eddce
- full textbeam-chunk
  text/plain1 KBdoc:beam/c5e65b2e-6289-4399-808e-64fe4e0eddce
  Show excerpt
  m = 8 # number of subquantizers index = faiss.IndexIVFPQ(faiss.MetricType.L2, d, nlist, m, 8) # Train the index index.train(embeddings) # Add the embeddings to the index index.add(embeddings) # Generate a query embedding in a different …
[16]16e72a23 0e74 4398 83f0 1a6963cbc18d7 facts
ctx:claims/beam/16e72a23-0e74-4398-83f0-1a6963cbc18d
- full textbeam-chunk
  text/plain1 KBdoc:beam/16e72a23-0e74-4398-83f0-1a6963cbc18d
  Show excerpt
  - `nprobe`: Number of clusters to probe during the search. 2. **Training the Index**: - The `train` method is used to train the index on the dataset. 3. **Adding Vectors**: - The `add` method adds the vectors to the index. 4. **…
[17]3aa97b5d 2401 4a53 A5d0 4cd1d9b8e0426 facts
ctx:claims/beam/3aa97b5d-2401-4a53-a5d0-4cd1d9b8e042
[18]9170f193 72c4 43d3 9c09 87f869d91b8b1 fact
ctx:claims/beam/9170f193-72c4-43d3-9c09-87f869d91b8b
- full textbeam-chunk
  text/plain1 KBdoc:beam/9170f193-72c4-43d3-9c09-87f869d91b8b
  Show excerpt
  index.nprobe = nprobe return index # Example usage: vectors = np.random.rand(10000, 128).astype(np.float32) index = create_ivfpq_index(vectors, nlist=200, m=8, nprobe=15) print(index.ntotal) # Test the index query_vectors = np.ran…
[19]A5fc8118 22f9 47dc Ab75 3a5765c023062 facts
ctx:claims/beam/a5fc8118-22f9-47dc-ab75-3a5765c02306
[20]Moore Making Mala Ch32 facts
customctx:src/moore-making-mala-ch3
- full textdoc:research/rosie-research/south-sea-islander/moore-making-mala-ch3
  text/plain89 KBdoc:research/rosie-research/south-sea-islander/moore-making-mala-ch3
  Show excerpt
  Previous Making Mala 3 Malaitan Christians Overseas, 1880s–1910s It is easy to understand why labourers in Queensland should have become Christians. They were cut off from all home influences, separated from their relatives, and i…

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M

Rdf:typein disputerdf:type

Inbound mentions (27)

hasParameterHas Parameter(7)

assignedToAssigned to(2)

affectedByAffected by(1)

appliedToApplied to(1)

balancedByBalanced by(1)

constructedWithConstructed With(1)

createdWithParametersCreated With Parameters(1)

describedForDescribed for(1)

describesDescribes(1)

equalsEquals(1)

hasHypothesisOnHas Hypothesis on(1)

hasMHas M(1)

hasModuleHas Module(1)

hasMParameterHas M Parameter(1)

hasNumAnchorsHas Num Anchors(1)

involvesParameterInvolves Parameter(1)

isSumOverIs Sum Over(1)

parametersParameters(1)

sentBySent by(1)

usesParameterUses Parameter(1)

Other facts (39)

Timeline

References (20)

See also

Keep researching

Rdf:typein dispute`rdf:type`

`hasParameter`Has Parameter(7)

`assignedTo`Assigned to(2)

`affectedBy`Affected by(1)

`appliedTo`Applied to(1)

`balancedBy`Balanced by(1)

`constructedWith`Constructed With(1)

`createdWithParameters`Created With Parameters(1)

`describedFor`Described for(1)

`describes`Describes(1)

`equals`Equals(1)

`hasHypothesisOn`Has Hypothesis on(1)

`hasM`Has M(1)

`hasModule`Has Module(1)

`hasMParameter`Has M Parameter(1)

`hasNumAnchors`Has Num Anchors(1)

`involvesParameter`Involves Parameter(1)

`isSumOver`Is Sum Over(1)

`parameters`Parameters(1)

`sentBy`Sent by(1)

`usesParameter`Uses Parameter(1)