metal gpu

as donto believed on

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

metal gpu has 29 facts recorded in Dontopedia across 16 references, with 2 live disagreements.

29 facts·19 predicates·16 sources·2 in dispute

Mostly:rdf:type(6), enabled on(1), references apple metal api(1)

Inbound mentions (43)

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.

`usesBackend`Uses Backend(2)

Grid Size 128 Squaredex:grid-size-128-squared
Grid Size 256 Squaredex:grid-size-256-squared

`usesComputeFramework`Uses Compute Framework(2)

Metal Gpu 1m Peakex:metal-gpu-1m-peak
Metal Gpu 256kex:metal-gpu-256k

`usesF64VsF32`Uses F64 Vs F32(2)

1024 Squared Rotor32 Parallelex:1024-squared-rotor32-parallel
512 Squared Rotor32 Parallelex:512-squared-rotor32-parallel

`buildFeature`Build Feature(1)

Software Push 1ex:software-push-1

`competitiveWithGpuLargeScale`Competitive With Gpu Large Scale(1)

Cpuex:cpu

`enablesTraining`Enables Training(1)

Candle Autogradex:candle-autograd

`evaluatedAsBorderline`Evaluated As Borderline(1)

Grid Size 256 Squaredex:grid-size-256-squared

`executedOn`Executed on(1)

Full Training Runex:full-training-run

`fasterThan`Faster Than(1)

Cpu Rotor32 Parallel Pathex:cpu-rotor32-parallel-path

`featureGatesMetal`Feature Gates Metal(1)

Freshly Landed Commitex:freshly-landed-commit

`features`Features(1)

Macos Platformex:macos-platform

`handledBy`Handled by(1)

One Hundred Million Points Simulationex:one-hundred-million-points-simulation

`hardDependsOn`Hard Depends on(1)

Symbiogenesis Featureex:symbiogenesis-feature

`hasBestPath`Has Best Path(1)

Grid Le 256 Squaredex:grid-le-256-squared

`higherPrecisionThan`Higher Precision Than(1)

Cpu Rotor32 Parallel Pathex:cpu-rotor32-parallel-path

`historicalAlternativeToMetal`Historical Alternative to Metal(1)

Cudaex:cuda

`implements`Implements(1)

Commit 3ex:commit-3

`implicatesDependencyIssue`Implicates Dependency Issue(1)

Symbiogenesis Featureex:symbiogenesis-feature

`implicatureNoBenefit`Implicature No Benefit(1)

Gpuex:gpu

`improvesPerformance`Improves Performance(1)

Push 2026 04 04ex:push-2026-04-04

`includesFeature`Includes Feature(1)

Push 2026 04 04ex:push-2026-04-04

`initializedGpu`Initialized Gpu(1)

Hardware Event 1ex:hardware-event-1

`isFasterThan`Is Faster Than(1)

Cpu Rotor32ex:cpu-rotor32

`optimizedBy`Optimized by(1)

Sgemmex:sgemm

`preferredOverMetal`Preferred Over Metal(1)

Cuda Specific Winsex:cuda-specific-wins

`prioritizes`Prioritizes(1)

Macos Defaultex:macos-default

`processesTilesOn`Processes Tiles on(1)

Tiled Modeex:tiled-mode

`runsOnMetalGpu`Runs on Metal Gpu(1)

Compute Kernelsex:compute-kernels

`scalesBetterThanGpuForLargeGrids`Scales Better Than Gpu for Large Grids(1)

Rotor32 Parallelex:rotor32-parallel

`successorToMetalGpu`Successor to Metal Gpu(1)

Cuda Gpuex:cuda-gpu

`superiorInPrecision`Superior in Precision(1)

Cpu Rotor32ex:cpu-rotor32

`superiorInSpeed`Superior in Speed(1)

Cpu Rotor32ex:cpu-rotor32

`supportsGpuAcceleration`Supports Gpu Acceleration(1)

Fedsym Projectex:fedsym-project

`targetPlatform`Target Platform(1)

Metal Gpu Kernel Correctnessex:metal-gpu-kernel-correctness

`targetsPlatform`Targets Platform(1)

Metal Gpu Kernelsex:metal-gpu-kernels

`usesGpu`Uses Gpu(1)

Trainingex:training

`usesGpuAcceleration`Uses Gpu Acceleration(1)

First Training Runex:first-training-run

`usesGpuFramework`Uses Gpu Framework(1)

Harmonic Rustex:harmonic-rust

`usesMetalGpu`Uses Metal Gpu(1)

Dense Commutator Tableex:dense-commutator-table

`usesTechnology`Uses Technology(1)

Dense Commutator Table Setupex:dense-commutator-table-setup

Other facts (24)

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.

24 facts

Predicate	Value	Ref
Rdf:type	Hardware	[10]
Rdf:type	Hardware Platform	[11]
Rdf:type	Hardware Platform	[12]
Rdf:type	Platform	[13]
Rdf:type	Hardware	[14]
Rdf:type	Hardware Interface	[15]
Enabled on	Device Metal Deviceid 1	[1]
References Apple Metal Api	true	[2]
Gated by Cfg Feature	Cfg Feature Metal Gpu	[3]
Handles10m in	~5s	[4]
Is Apple Hardware	null	[4]
Adds No Value	Cl 6 0 Metropolis Experiments	[5]
Apple Framework	Gpu Compute	[5]
Criticized As Useless	Xenonfun	[5]
Duration For512x512	8.6s	[5]
Gpu Optimized	null	[6]
Suitable for Small Grids	Grid Le 256 Squared	[6]
Does Not Bridge Gap	True	[7]
Initialized	Apple M3 Ultra	[8]
Enabled on Device	Metal Device Deviceid 1	[9]
:targets Use Case	Larger Models	[11]
Processes Tile Size	Tile Size 10m	[14]
Processing Time for Tile	~5s	[14]
Fails to Bridge Gap	Calculation 1	[16]

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.

29 undated

—

enabledOnblah/random/part-26

ex:device-metal-deviceid-1

—

referencesAppleMetalApiblah/watt-activation/part-529

true

—

gatedByCfgFeatureblah/watt-activation/part-536

ex:cfg-feature-metal-gpu

—

handles10mInblah/watt-activation/part-565

~5s

—

isAppleHardwareblah/watt-activation/part-565

null

—

addsNoValueblah/watt-activation/part-601

ex:cl-6-0-metropolis-experiments

—

appleFrameworkblah/watt-activation/part-601

ex:gpu-compute

—

criticizedAsUselessblah/watt-activation/part-601

ex:xenonfun

—

durationFor512x512blah/watt-activation/part-601

8.6s

—

gpuOptimizedblah/watt-activation/part-602

null

—

suitableForSmallGridsblah/watt-activation/part-602

ex:grid-le-256-squared

—

doesNotBridgeGapblah/watt-activation/part-657

ex:true

—

initializedblah/watt-activation/part-676

ex:apple-m3-ultra

—

enabledOnDeviceblah/random/part-24

ex:metal-device-deviceid-1

—

typeblah/random/27

ex:Hardware

—

labelblah/random/27

metal gpu

—

typeblah/watt-activation/454

ex:HardwarePlatform

—

labelblah/watt-activation/454

Metal GPU

—

targetsUseCaseblah/watt-activation/454

ex:larger-models

—

labelblah/watt-activation/458

Metal GPU

—

typeblah/watt-activation/458

ex:HardwarePlatform

—

typeblah/watt-activation/462

ex:Platform

—

typeblah/watt-activation/562

ex:Hardware

—

labelblah/watt-activation/562

Metal GPU

—

processesTileSizeblah/watt-activation/562

ex:tile-size-10m

—

processingTimeForTileblah/watt-activation/562

~5s

—

typeblah/watt-activation/599

ex:HardwareInterface

—

labelblah/watt-activation/654

Metal-GPU

—

failsToBridgeGapblah/watt-activation/654

ex:calculation-1

References (16)

16 references

[1]Part 261 fact
ctx:discord/blah/random/part-26
[2]Part 5291 fact
ctx:discord/blah/watt-activation/part-529
[3]Part 5361 fact
ctx:discord/blah/watt-activation/part-536
[4]Part 5652 facts
ctx:discord/blah/watt-activation/part-565
[5]Part 6014 facts
ctx:discord/blah/watt-activation/part-601
[6]Part 6022 facts
ctx:discord/blah/watt-activation/part-602
[7]Part 6571 fact
ctx:discord/blah/watt-activation/part-657
[8]Part 6761 fact
ctx:discord/blah/watt-activation/part-676
[9]Part 241 fact
ctx:discord/blah/random/part-24
[10]272 facts
ctx:discord/blah/random/27
- full textrandom-27
  text/plain2 KBdoc:agent/random-27/e650c997-da27-4878-ba9f-a405e95b956a
  Show excerpt
  [2026-02-17 18:23] xenonfun: yeah is with bpe, 7.5M model, with ~40MB of data on that (Gutenburg free library) I am going to do full training that should be enouge sample data now: ``` It's running! 55.7M tokens — so 1 epoch = 50.1M / 4096…
[11]4543 facts
ctx:discord/blah/watt-activation/454
- full textwatt-activation-454
  text/plain3 KBdoc:agent/watt-activation-454/4f6603bc-7db5-4694-932b-2c38bbe4bc5b
  Show excerpt
  [2026-03-21 06:17] xenonfun: Back to Rust ``` 1 - [project_vision.md](project_vision.md) — HarmonicRust replaces Python HarmonicMLX + Phase Hub with Rust 2 - [user_profile.md](user_profile.md) — User builds novel manifold-based ML architect…
[12]4582 facts
ctx:discord/blah/watt-activation/458
- full textwatt-activation-458
  text/plain2 KBdoc:agent/watt-activation-458/de149b38-35c3-463f-b547-cd05f36c46d2
  Show excerpt
  [2026-03-21 14:35] xenonfun: --- ## NEEDS TESTING (builds, untested) - [ ] LoheSphericalComplexAttention (lohe_complex.rs) - [ ] LoheSphericalComplexSplitAttention (lohe_complex_split.rs) - [ ] QuaternionEncoder (quaternion_enc.rs) - [ ] …
[13]4621 fact
ctx:discord/blah/watt-activation/462
- full textwatt-activation-462
  text/plain3 KBdoc:agent/watt-activation-462/febf8ec9-a379-45c7-a43f-2ebdaf74b41f
  Show excerpt
  [2026-03-21 17:58] xenonfun: ``` ⏺ Pushed. Here's the full status across 3 commits today: Commit 1 — Core FedSym port (8,069 lines, 106 tests) Commit 2 — MNIST, rayon parallel, ManifoldUnit forward (1,157 lines, 14 new tests) Commit …
[14]5624 facts
ctx:discord/blah/watt-activation/562
- full textwatt-activation-562
  text/plain2 KBdoc:agent/watt-activation-562/97a8c793-55ed-43da-8e79-b25f63134bfa
  Show excerpt
  [2026-03-23 16:02] xenonfun: ``` ⏺ Great results so far. Here's what we know: Magnetar simulation scaling: ┌───────────┬──────┬──────────────┬─────────────┬────────────────┐ │ Grid size │ Time │ Energy drift │ Order param │ Regime…
[15]5991 fact
ctx:discord/blah/watt-activation/599
[16]6542 facts
ctx:discord/blah/watt-activation/654
- full textwatt-activation-654
  text/plain3 KBdoc:agent/watt-activation-654/64b35524-e5cb-4a0b-b1df-4ce474f68552
  Show excerpt
  [2026-04-18 07:57] xenonfun: ``` Standalone signing — this is a much better story NA-PDE-Sig Cl(5,0) grade-even is structurally different from the DH leg: - Different hardness assumption. Non-abelian conjugacy in Cl⁺(5,0) ≅ M₄(F_p) — …

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metal gpu

Inbound mentions (43)

usesBackendUses Backend(2)

usesComputeFrameworkUses Compute Framework(2)

usesF64VsF32Uses F64 Vs F32(2)

buildFeatureBuild Feature(1)

competitiveWithGpuLargeScaleCompetitive With Gpu Large Scale(1)

enablesTrainingEnables Training(1)

evaluatedAsBorderlineEvaluated As Borderline(1)

executedOnExecuted on(1)

fasterThanFaster Than(1)

featureGatesMetalFeature Gates Metal(1)

featuresFeatures(1)

handledByHandled by(1)

hardDependsOnHard Depends on(1)

hasBestPathHas Best Path(1)

higherPrecisionThanHigher Precision Than(1)

historicalAlternativeToMetalHistorical Alternative to Metal(1)

implementsImplements(1)

implicatesDependencyIssueImplicates Dependency Issue(1)

implicatureNoBenefitImplicature No Benefit(1)

improvesPerformanceImproves Performance(1)

includesFeatureIncludes Feature(1)

initializedGpuInitialized Gpu(1)

isFasterThanIs Faster Than(1)

optimizedByOptimized by(1)

preferredOverMetalPreferred Over Metal(1)

prioritizesPrioritizes(1)

processesTilesOnProcesses Tiles on(1)

runsOnMetalGpuRuns on Metal Gpu(1)

scalesBetterThanGpuForLargeGridsScales Better Than Gpu for Large Grids(1)

successorToMetalGpuSuccessor to Metal Gpu(1)

superiorInPrecisionSuperior in Precision(1)

superiorInSpeedSuperior in Speed(1)

supportsGpuAccelerationSupports Gpu Acceleration(1)

targetPlatformTarget Platform(1)

targetsPlatformTargets Platform(1)

usesGpuUses Gpu(1)

usesGpuAccelerationUses Gpu Acceleration(1)

usesGpuFrameworkUses Gpu Framework(1)

usesMetalGpuUses Metal Gpu(1)

usesTechnologyUses Technology(1)

Other facts (24)

Timeline

References (16)

See also

Keep researching

`usesBackend`Uses Backend(2)

`usesComputeFramework`Uses Compute Framework(2)

`usesF64VsF32`Uses F64 Vs F32(2)

`buildFeature`Build Feature(1)

`competitiveWithGpuLargeScale`Competitive With Gpu Large Scale(1)

`enablesTraining`Enables Training(1)

`evaluatedAsBorderline`Evaluated As Borderline(1)

`executedOn`Executed on(1)

`fasterThan`Faster Than(1)

`featureGatesMetal`Feature Gates Metal(1)

`features`Features(1)

`handledBy`Handled by(1)

`hardDependsOn`Hard Depends on(1)

`hasBestPath`Has Best Path(1)

`higherPrecisionThan`Higher Precision Than(1)

`historicalAlternativeToMetal`Historical Alternative to Metal(1)

`implements`Implements(1)

`implicatesDependencyIssue`Implicates Dependency Issue(1)

`implicatureNoBenefit`Implicature No Benefit(1)

`improvesPerformance`Improves Performance(1)

`includesFeature`Includes Feature(1)

`initializedGpu`Initialized Gpu(1)

`isFasterThan`Is Faster Than(1)

`optimizedBy`Optimized by(1)

`preferredOverMetal`Preferred Over Metal(1)

`prioritizes`Prioritizes(1)

`processesTilesOn`Processes Tiles on(1)

`runsOnMetalGpu`Runs on Metal Gpu(1)

`scalesBetterThanGpuForLargeGrids`Scales Better Than Gpu for Large Grids(1)

`successorToMetalGpu`Successor to Metal Gpu(1)

`superiorInPrecision`Superior in Precision(1)

`superiorInSpeed`Superior in Speed(1)

`supportsGpuAcceleration`Supports Gpu Acceleration(1)

`targetPlatform`Target Platform(1)

`targetsPlatform`Targets Platform(1)

`usesGpu`Uses Gpu(1)

`usesGpuAcceleration`Uses Gpu Acceleration(1)

`usesGpuFramework`Uses Gpu Framework(1)

`usesMetalGpu`Uses Metal Gpu(1)

`usesTechnology`Uses Technology(1)