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Spectralreservoir

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

Spectralreservoir has 20 facts recorded in Dontopedia across 4 references, with 1 live disagreement.

20 facts·17 predicates·4 sources·1 in dispute

Mostly:rdf:type(2), has time complexity(2), rdfs:label(2)

Maturity scale raw canonical shape-checked rule-derived certified

Rdf:typein disputerdf:type

Has Time ComplexityhasTimeComplexity

  • O(T·G·K)[3]all time · Part 102
  • O(T·G·K)[2]sourceall time · 102

Uses Causal CumsumsusesCausalCumsums

Has Op CounthasOpCount

  • ~25M ops[3]all time · Part 102

Uses MethodusesMethod

Has Similar Op Count tohasSimilarOpCountTo

Rdfs:labelrdfs:label

  • SpectralReservoir[2]sourceall time · 102
  • SpectralReservoir[1]sourceall time · 101

Has Approximate Operation CounthasApproximateOperationCount

  • 25000000[2]all time · 102

Has Method BasishasMethodBasis

  • cumsum-based[2]sourceall time · 102

Alternative ImplementationalternativeImplementation

Alternative Use CasealternativeUseCase

  • very long sequences[1]all time · 101

Lacks MatmullacksMatmul

  • true[1]sourceall time · 101

Inbound mentions (4)

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.

alsoRefersToAlso Refers to(1)

assertsSuitabilityAsserts Suitability(1)

comparesModelsCompares Models(1)

suggestsAlternativeForSuggests Alternative for(1)

Other facts (5)

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.

5 facts
PredicateValueRef
Has Per Token Costelement-wise[1]
Has Moderate Chunk Sizestrue[1]
Use Casetraining[1]
Has Processing Modesequential loop[1]
Optimized forMlx[3]

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.

20 undated
—
alternativeImplementationblah/watt-activation/101
ex:gamma-scaled-cumsum
—
alternativeUseCaseblah/watt-activation/101
very long sequences
—
hasApproximateOperationCountblah/watt-activation/102
25000000
—
hasMethodBasisblah/watt-activation/102
cumsum-based
—
hasModerateChunkSizesblah/watt-activation/101
true
—
hasOpCountblah/watt-activation/part-102
~25M ops
—
hasPerTokenCostblah/watt-activation/101
element-wise
—
hasProcessingModeblah/watt-activation/101
sequential loop
—
hasSimilarOpCountToblah/watt-activation/part-102
ex:resonancev2
—
hasTimeComplexityblah/watt-activation/part-102
O(T·G·K)
—
hasTimeComplexityblah/watt-activation/102
O(T·G·K)
—
lacksMatmulblah/watt-activation/101
true
—
optimizedForblah/watt-activation/part-102
ex:mlx
—
labelblah/watt-activation/102
SpectralReservoir
—
labelblah/watt-activation/101
SpectralReservoir
—
typeblah/watt-activation/102
ex:AlgorithmVariant
—
typeblah/watt-activation/101
ex:ModelComponent
—
useCaseblah/watt-activation/101
training
—
usesCausalCumsumsblah/watt-activation/part-100
ex:sequence-dimension
—
usesMethodblah/watt-activation/part-102
ex:cumsum-based

References (4)

4 references
  1. [1]watt-activation-1019 facts
    customctx:discord/blah/watt-activation/101
    • full textwatt-activation-101
      text/plain3 KBdoc:agent/watt-activation-101/6f90e9c2-2d77-484f-96fd-98a89c99440a
      Show excerpt
      [2026-03-08 18:08] xenonfun: ### Concrete comparison at T=4096, H=12, d_h=64: ResonanceV2 (cumsum, K=8 bands): Work: 12 × 8 × 4096 × 64 = 25M multiply-adds Kernel launches: ~K cumsums = 8 Metal kernels Memory: O(T · H · K · …
  2. [2]watt-activation-1025 facts
    customctx:discord/blah/watt-activation/102
    • full textwatt-activation-102
      text/plain3 KBdoc:agent/watt-activation-102/197f49fd-089d-42f2-ae23-c3d99df52ba0
      Show excerpt
      [2026-03-08 18:20] xenonfun: easier to read and consolidated doc: https://github.com/MonumentalSystems/CustomModelMLXConversion/blob/62d270249a911f6ab482a2d89000a4b47c51363d/HARMONIC_PORT.md [2026-03-08 18:21] xenonfun: ``` cumsum-based …
  3. [3]Part 1025 facts
    customctx:discord/blah/watt-activation/part-102
  4. [4]Part 1001 fact
    customctx:discord/blah/watt-activation/part-100

See also

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