cumsum
From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-06.)
cumsum has 16 facts recorded in Dontopedia across 9 references, with 1 live disagreement.
Mostly:computes(2), enables o(t)parallelism(1), saturates gpu better at(1)
Maturity scale
raw canonical shape-checked rule-derived certifiedInbound mentions (13)
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.
addsOperationAdds Operation(1)
- Implementation Fix
ex:implementation-fix
advocatesRestructuringAdvocates Restructuring(1)
- Xenonfun
ex:xenonfun
avoidsAvoids(1)
- Streaming Prefix State Formulation
ex:streaming-prefix-state-formulation
avoidsOperationAvoids Operation(1)
- Streaming Prefix State Formulation
ex:streaming-prefix-state-formulation
concernsKernelConcerns Kernel(1)
- Metal Gpu Kernel Correctness
ex:metal-gpu-kernel-correctness
hasPrimitivesHas Primitives(1)
- Mlx
ex:mlx
implementsUsingImplements Using(1)
- Recurrence Structures
ex:recurrence-structures
injectedBeforeInjected Before(1)
- Noise Pattern
ex:noise-pattern
isMemoryBottleneckIs Memory Bottleneck(1)
- Kv Inp Tensor
ex:kv-inp-tensor
propagatesErrorsPropagates Errors(1)
- Their Overflow Fix
ex:their-overflow-fix
usesChainRuleThroughUses Chain Rule Through(1)
- Derivative Computation
ex:derivative-computation
usesCumsumUses Cumsum(1)
- Resonance V2
ex:resonance-v2
usesImplementationApproachUses Implementation Approach(1)
- Resonancev2
ex:resonancev2
Other facts (13)
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.
| Predicate | Value | Ref |
|---|---|---|
| Computes | Causal Greens Function of the Line | [5] |
| Computes | Position Dependent Effective Counts | [7] |
| Enables O(t)parallelism | true | [1] |
| Saturates Gpu Better at | Longer Sequences | [2] |
| Matches Fft to Atol | 1e-4 | [2] |
| Improves Gpu Utilization at | Longer Sequences | [2] |
| Within Single Sync Step | True | [3] |
| Over Spatial Time Axis | True | [3] |
| Is Mean Field of All Positions Up to T | True | [3] |
| Provides Better | Marginal Gain Over Grade | [4] |
| Is Better Than | Grade | [4] |
| Operates on Tensor Shape | (T,K) | [7] |
| Applied to Tensor Size | Tiny | [7] |
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.
References (9)
ctx:discord/blah/watt-activation/part-101ctx:discord/blah/watt-activation/part-104ctx:discord/blah/watt-activation/part-110ctx:discord/blah/watt-activation/part-379ctx:discord/blah/watt-activation/part-325ctx:discord/blah/watt-activation/74- full textwatt-activation-74text/plain3 KB
doc:agent/watt-activation-74/f0e790ce-8e1d-4951-819d-93d9164a6692Show excerpt
[2026-03-07 18:16] xenonfun: The loop formulation exactly matches the quadratic reference A_ij = Σ_a w_ia * w_ja. Now the user has sent a second message with an even better approach — the streaming prefix-state formulation using two eins…
ctx:discord/blah/watt-activation/107- full textwatt-activation-107text/plain2 KB
doc:agent/watt-activation-107/7f46d3a6-a9e5-4ccd-b3ab-17637a2a1afcShow excerpt
[2026-03-08 20:49] xenonfun: performance impact? ⏺ Negligible. The current forward already does heavy _gated_cumsum on (B,T,H,K,d_h) tensors. The fix just adds one extra cumsum on a (T,K) ones tensor to get position-dependent effective cou…
ctx:discord/blah/watt-activation/345- full textwatt-activation-345text/plain3 KB
doc:agent/watt-activation-345/c59946eb-7ad9-465b-939c-f70436033800Show excerpt
[2026-03-16 01:39] xenonfun: ⏺ Yes — principled noise injection is exactly what communications systems do. Three reasons it could help: 1. Stochastic resonance. In nonlinear systems (which Lohe sync IS), a small amount of noise can actua…
ctx:discord/blah/watt-activation/458- full textwatt-activation-458text/plain2 KB
doc:agent/watt-activation-458/de149b38-35c3-463f-b547-cd05f36c46d2Show excerpt
[2026-03-21 14:35] xenonfun: --- ## NEEDS TESTING (builds, untested) - [ ] LoheSphericalComplexAttention (lohe_complex.rs) - [ ] LoheSphericalComplexSplitAttention (lohe_complex_split.rs) - [ ] QuaternionEncoder (quaternion_enc.rs) - [ ] …
See also
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