Inner Loop

as donto believed on

From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-11.)

Inner Loop has 26 facts recorded in Dontopedia across 11 references, with 2 live disagreements.

26 facts·21 predicates·11 sources·2 in dispute

Mostly:rdf:type(5), iterates over(2), depends on(1)

Inbound 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.

`contains`Contains(3)

Outer Loopex:outer-loop
Process Queries in Batches Functionex:process-queries-in-batches-function
Training Loopex:training-loop

`appliedIn`Applied in(1)

Parallelizable Vectorized Updateex:parallelizable-vectorized-update

`appliesInlineInInnerLoop`Applies Inline in Inner Loop(1)

Redundant Rmsnorm Computationex:redundant-rmsnorm-computation

`consistsOf`Consists of(1)

Nested Loop Structureex:nested-loop-structure

`controls`Controls(1)

Outer Loopex:outer-loop

`encloses`Encloses(1)

Outer Loopex:outer-loop

`exitsLoop`Exits Loop(1)

Break Statementex:break-statement

`isFullyUtilizedBecause`Is Fully Utilized Because(1)

M4 Gpu 10 Core Compute Unitex:m4-gpu-10-core-compute-unit

`isLoopVariable`Is Loop Variable(1)

Queryex:query

`iteratedBy`Iterated by(1)

Worker Countsex:worker_counts

`precedes`Precedes(1)

Outer Loopex:outer-loop

Other facts (26)

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.

26 facts

Predicate	Value	Ref
Rdf:type	For Loop	[5]
Rdf:type	Code Structure	[6]
Rdf:type	Iteration Statement	[7]
Rdf:type	Batch Loop	[9]
Rdf:type	Nested Loop	[11]
Iterates Over	Factors List	[5]
Iterates Over	Dataset	[9]
Depends on	Low Rank Harmonic	[1]
Is	Lohe Local Synchronization	[1]
Performs	Gated Lohe Phase Update	[2]
Receives Positive Evaluation	auto-vectorizes perfectly	[3]
Auto Vectorizes Across	All Alu Lanes	[3]
Auto Vectorizes Perfectly	Alu Lanes	[3]
Computes Dot Products	~65K	[4]
Candidate for Acceleration	Metal or Amx	[4]
Iteration Variable	factor	[5]
Nested Within	Outer Loop	[5]
Has Property	auto-vectorizes	[6]
Vectorization Scope	all ALU lanes	[6]
Vectorization Quality	perfectly	[6]
Is Contained in	Outer Loop	[8]
Has Start Value	I Variable	[10]
Has End Value	Min Function Call	[10]
Is Controlled by	Outer Loop	[10]
Enclosed by	Outer Loop	[11]
Iterates	Worker Counts	[11]

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.

26 undated

—

dependsOnblah/watt-activation/part-208

ex:low-rank-harmonic

—

isblah/watt-activation/part-208

ex:lohe-local-synchronization

—

performsblah/watt-activation/part-209

ex:gated-lohe-phase-update

—

receivesPositiveEvaluationblah/watt-activation/part-529

auto-vectorizes perfectly

—

autoVectorizesAcrossblah/watt-activation/part-529

ex:all-alu-lanes

—

autoVectorizesPerfectlyblah/watt-activation/part-529

ex:alu-lanes

—

computesDotProductsblah/watt-activation/part-632

~65K

—

candidateForAccelerationblah/watt-activation/part-632

ex:metal-or-amx

—

typebeam/4138d5af-2f28-48bd-82f2-ede483c92f8c

ex:ForLoop

—

iterationVariablebeam/4138d5af-2f28-48bd-82f2-ede483c92f8c

factor

—

iteratesOverbeam/4138d5af-2f28-48bd-82f2-ede483c92f8c

ex:factors-list

—

nestedWithinbeam/4138d5af-2f28-48bd-82f2-ede483c92f8c

ex:outer-loop

—

typeblah/watt-activation/526

ex:CodeStructure

—

hasPropertyblah/watt-activation/526

auto-vectorizes

—

vectorizationScopeblah/watt-activation/526

all ALU lanes

—

vectorizationQualityblah/watt-activation/526

perfectly

—

typebeam/e3b4edc5-6ce9-47ff-b092-3eb3e280084b

ex:Iteration-statement

—

isContainedInbeam/a55e7e9c-f5ae-4d91-b7ce-cd62d5497865

ex:outer-loop

—

typebeam/0dc41777-2feb-464f-977d-396cd9e9853c

ex:BatchLoop

—

iteratesOverbeam/0dc41777-2feb-464f-977d-396cd9e9853c

ex:dataset

—

hasStartValuebeam/789ff1ce-e287-4688-bacb-e009f454ec0f

ex:i-variable

—

hasEndValuebeam/789ff1ce-e287-4688-bacb-e009f454ec0f

ex:min-function-call

—

is-controlled-bybeam/789ff1ce-e287-4688-bacb-e009f454ec0f

ex:outer-loop

—

typebeam/fef4fa6f-c278-4da1-b9a8-0acd2941b0c7

ex:NestedLoop

—

enclosedBybeam/fef4fa6f-c278-4da1-b9a8-0acd2941b0c7

ex:outer-loop

—

iteratesbeam/fef4fa6f-c278-4da1-b9a8-0acd2941b0c7

ex:worker_counts

References (11)

11 references

[1]Part 2082 facts
ctx:discord/blah/watt-activation/part-208
[2]Part 2091 fact
ctx:discord/blah/watt-activation/part-209
[3]Part 5293 facts
ctx:discord/blah/watt-activation/part-529
[4]Part 6322 facts
ctx:discord/blah/watt-activation/part-632
[5]4138d5af 2f28 48bd 82f2 Ede483c92f8c4 facts
ctx:claims/beam/4138d5af-2f28-48bd-82f2-ede483c92f8c
- full textbeam-chunk
  text/plain1 KBdoc:beam/4138d5af-2f28-48bd-82f2-ede483c92f8c
  Show excerpt
  :param weights: Dictionary of weights for each factor :return: Weighted score """ weighted_score = sum(option_scores[factor] * weights[factor] for factor in option_scores) return weighted_score def main(): # Define …
[6]5264 facts
ctx:discord/blah/watt-activation/526
- full textwatt-activation-526
  text/plain2 KBdoc:agent/watt-activation-526/9508ee51-23f2-48ee-a3d1-068a9c342df7
  Show excerpt
  [2026-03-23 02:05] xenonfun: ## Performance Summary ``` ┌────────────────────────────────────┬─────────────┬────────────┐ │ Level │ Throughput │ vs │ │ │ …
[7]E3b4edc5 6ce9 47ff B092 3eb3e280084b1 fact
ctx:claims/beam/e3b4edc5-6ce9-47ff-b092-3eb3e280084b
- full textbeam-chunk
  text/plain1 KBdoc:beam/e3b4edc5-6ce9-47ff-b092-3eb3e280084b
  Show excerpt
  return lang # Fallback to polyglot for rare languages detector = Detector(text) return detector.language.code except langdetect.LangDetectException: logging.error(f"Unable to detect l…
[8]A55e7e9c F5ae 4d91 B7ce Cd62d54978651 fact
ctx:claims/beam/a55e7e9c-f5ae-4d91-b7ce-cd62d5497865
[9]0dc41777 2feb 464f 977d 396cd9e9853c2 facts
ctx:claims/beam/0dc41777-2feb-464f-977d-396cd9e9853c
- full textbeam-chunk
  text/plain1 KBdoc:beam/0dc41777-2feb-464f-977d-396cd9e9853c
  Show excerpt
  - **Mixed Precision Training**: Use mixed precision training (e.g., `torch.cuda.amp`) to further improve performance. Would you like to explore any specific aspect further, such as mixed precision training or gradient accumulation? [Turn …
[10]789ff1ce E287 4688 Bacb E009f454ec0f3 facts
ctx:claims/beam/789ff1ce-e287-4688-bacb-e009f454ec0f
- full textbeam-chunk
  text/plain1 KBdoc:beam/789ff1ce-e287-4688-bacb-e009f454ec0f
  Show excerpt
  # Simulate covering groups of steps for i in range(1000, 14550, 100): # Cover steps in groups of 100 for j in range(i, min(i + 100, 14550)): self.steps[j].assert_called() self.cov…
[11]Fef4fa6f C278 4da1 B9a8 0acd2941b0c73 facts
ctx:claims/beam/fef4fa6f-c278-4da1-b9a8-0acd2941b0c7
- full textbeam-chunk
  text/plain1 KBdoc:beam/fef4fa6f-c278-4da1-b9a8-0acd2941b0c7
  Show excerpt
  worker_counts = [5, 10, 20] for batch_size in batch_sizes: for worker_count in worker_counts: start_time = time.time() reformulated_queries = handle_queries(test_queries[:batch_size], max_workers=worker_count) e…

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Inner Loop

Inbound mentions (13)

containsContains(3)

appliedInApplied in(1)

appliesInlineInInnerLoopApplies Inline in Inner Loop(1)

consistsOfConsists of(1)

controlsControls(1)

enclosesEncloses(1)

exitsLoopExits Loop(1)

isFullyUtilizedBecauseIs Fully Utilized Because(1)

isLoopVariableIs Loop Variable(1)

iteratedByIterated by(1)

precedesPrecedes(1)

Other facts (26)

Timeline

References (11)

See also

Keep researching

`contains`Contains(3)

`appliedIn`Applied in(1)

`appliesInlineInInnerLoop`Applies Inline in Inner Loop(1)

`consistsOf`Consists of(1)

`controls`Controls(1)

`encloses`Encloses(1)

`exitsLoop`Exits Loop(1)

`isFullyUtilizedBecause`Is Fully Utilized Because(1)

`isLoopVariable`Is Loop Variable(1)

`iteratedBy`Iterated by(1)

`precedes`Precedes(1)