Sampling

as donto believed on

From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-16.)

Sampling has 58 facts recorded in Dontopedia across 13 references, with 7 live disagreements.

58 facts·29 predicates·13 sources·7 in dispute

Mostly:has stop reason(8), rdf:type(7), uses parameter(4)

Inbound mentions (34)

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.

`stops`Stops(4)

End Turnex:end-turn
Max Tokensex:max-tokens
Stop Sequenceex:stop-sequence
Tool Useex:tool-use

`includes`Includes(3)

Data Preprocessing Strategyex:data-preprocessing-strategy
Debugging Suggestionsex:debugging-suggestions
Model Layerex:model-layer

`controls`Controls(2)

Stop Reasonsex:stop-reasons
Temperatureex:temperature

`achievedBy`Achieved by(1)

Reduce Metrics Collectedex:reduce-metrics-collected

`areComplementary`Are Complementary(1)

Debugging Suggestionsex:debugging-suggestions

`configures`Configures(1)

Parametersex:parameters

`configuresBehaviorOf`Configures Behavior of(1)

Parametersex:parameters

`contains`Contains(1)

Summary Sectionex:summary-section

`containsRecommendation`Contains Recommendation(1)

Summary Sectionex:summary-section

`determinesWhen`Determines When(1)

Stop Reasonsex:stop-reasons

`didNotPerturb`Did Not Perturb(1)

Prefetchex:prefetch

`handlesProcess`Handles Process(1)

Model Layerex:model-layer

`hasSubTechnique`Has Sub Technique(1)

Optimize Metric Collectionex:optimize-metric-collection

`impacts`Impacts(1)

Rngex:rng

`inverseIncludes`Inverse Includes(1)

Data Preprocessingex:data-preprocessing

`involvesProcess`Involves Process(1)

Model Layerex:model-layer

`isUsefulFor`Is Useful for(1)

Concentration Parameter Tauex:concentration-parameter-tau

`limits`Limits(1)

Max Tokensex:max-tokens

`partOf`Part of(1)

Api Callsex:api-calls

`recommends`Recommends(1)

Summary Sectionex:summary-section

`relatedTo`Related to(1)

Profilingex:profiling

`requires`Requires(1)

Agentex:agent

`sharedBetween`Shared Between(1)

Max Tokensex:max-tokens

`suggestedFarmToTableSetup`Suggested Farm to Table Setup(1)

Assistantex:assistant

`technique`Technique(1)

Used in Samplingex:usedInSampling

`terminates`Terminates(1)

Stop Sequenceex:stop-sequence

`triggers`Triggers(1)

Tool Useex:tool-use

`triggersStop`Triggers Stop(1)

Tool Useex:tool-use

Other facts (54)

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.

54 facts

Predicate	Value	Ref
Has Stop Reason	Stop Sequence	[2]
Has Stop Reason	Max Tokens	[2]
Has Stop Reason	End Turn	[2]
Has Stop Reason	Tool Use	[2]
Has Stop Reason	End Turn	[7]
Has Stop Reason	Tool Use	[7]
Has Stop Reason	Max Tokens	[7]
Has Stop Reason	Stop Sequence	[7]
Rdf:type	Concept	[7]
Rdf:type	Technical Process	[8]
Rdf:type	Technique	[9]
Rdf:type	Technique	[10]
Rdf:type	Debugging Technique	[11]
Rdf:type	Technique	[12]
Rdf:type	Activity	[13]
Uses Parameter	System	[2]
Uses Parameter	Model	[2]
Uses Parameter	Max Tokens	[2]
Uses Parameter	Temperature	[2]
Has Parameter	Model	[7]
Has Parameter	Max Tokens	[7]
Has Parameter	Temperature	[7]
Has Parameter	System	[7]
Purpose	Reduce Metrics Collected	[9]
Purpose	Capture Representative Subset	[11]
Purpose	capture-representative-subset	[12]
Purpose	product-tasting	[13]
Involves	Api Calls	[2]
Involves	Api Calls	[7]
Reduces	Data Points Collected	[9]
Reduces	Number of Metrics Collected	[9]
Captures	Representative Subset	[11]
Captures	Representative Subset	[12]
Involves Api Calls	Model Layer	[1]
Uses Parameters	model, max_tokens, temperature, system	[1]
Is Model Layer of	Agent	[2]
Requires Proper Rng	true	[3]
Not Perturbed by	Prefetch	[4]
Should Be Damped	True	[5]
Permitted on Piers	null	[6]
Includes	Model Layer	[7]
Implements	Model Layer	[7]
Generates	Text	[7]
Invokes	Llm	[7]
Makes	Api Calls	[7]
Primary Implementation	intelligence	[7]
Method	sample-every-nth-data-point	[9]
Is Example of	Optimize Metric Collection	[9]
Specifies Type	Stratified Sampling	[10]
For Purpose	Detailed Analysis	[11]
Captures From	Lookup Operations	[11]
Inverse of	Used in Sampling	[11]
Enables	Detailed Analysis	[11]
Related to	Visualizations	[12]

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.

58 undated

—

involvesApiCallsblah/agents

ex:model-layer

—

usesParametersblah/agents

model, max_tokens, temperature, system

—

usesParameterblah/agents/part-6

ex:system

—

usesParameterblah/agents/part-6

ex:model

—

usesParameterblah/agents/part-6

ex:max-tokens

—

isModelLayerOfblah/agents/part-6

ex:agent

—

hasStopReasonblah/agents/part-6

ex:stop-sequence

—

usesParameterblah/agents/part-6

ex:temperature

—

hasStopReasonblah/agents/part-6

ex:max-tokens

—

involvesblah/agents/part-6

ex:api-calls

—

hasStopReasonblah/agents/part-6

ex:end-turn

—

hasStopReasonblah/agents/part-6

ex:tool-use

—

requiresProperRngblah/safiersemantics/part-74

true

—

notPerturbedByblah/watt-activation/part-705

ex:prefetch

—

shouldBeDampedblah/watt-activation/part-706

ex:true

—

permittedOnPierstrove-cooktown/beche-de-mer

null

—

typeblah/agents/6

ex:Concept

—

labelblah/agents/6

Sampling

—

includesblah/agents/6

ex:model-layer

—

involvesblah/agents/6

ex:api-calls

—

hasParameterblah/agents/6

ex:model

—

hasParameterblah/agents/6

ex:max-tokens

—

hasParameterblah/agents/6

ex:temperature

—

hasParameterblah/agents/6

ex:system

—

hasStopReasonblah/agents/6

ex:end-turn

—

hasStopReasonblah/agents/6

ex:tool-use

—

hasStopReasonblah/agents/6

ex:max-tokens

—

hasStopReasonblah/agents/6

ex:stop-sequence

—

implementsblah/agents/6

ex:model-layer

—

generatesblah/agents/6

ex:text

—

invokesblah/agents/6

ex:llm

—

makesblah/agents/6

ex:api-calls

—

primary-implementationblah/agents/6

intelligence

—

labelblah/agents/5

sampling

—

typeblah/agents/5

ex:TechnicalProcess

—

typebeam/15110c5d-480f-4773-8c7f-551f66d3064b

ex:Technique

—

labelbeam/15110c5d-480f-4773-8c7f-551f66d3064b

Sampling

—

purposebeam/15110c5d-480f-4773-8c7f-551f66d3064b

ex:reduce-metrics-collected

—

methodbeam/15110c5d-480f-4773-8c7f-551f66d3064b

sample-every-nth-data-point

—

isExampleOfbeam/15110c5d-480f-4773-8c7f-551f66d3064b

ex:optimize-metric-collection

—

reducesbeam/15110c5d-480f-4773-8c7f-551f66d3064b

ex:data-points-collected

—

reducesbeam/15110c5d-480f-4773-8c7f-551f66d3064b

ex:number-of-metrics-collected

—

typebeam/c0e4f5f5-cc19-49b1-bc00-415dd5f37675

ex:Technique

—

specifiesTypebeam/c0e4f5f5-cc19-49b1-bc00-415dd5f37675

ex:stratified-sampling

—

typebeam/fdf83faa-03c9-4e80-9792-6fa66000e80d

ex:DebuggingTechnique

—

labelbeam/fdf83faa-03c9-4e80-9792-6fa66000e80d

Sampling

—

purposebeam/fdf83faa-03c9-4e80-9792-6fa66000e80d

ex:capture-representative-subset

—

forPurposebeam/fdf83faa-03c9-4e80-9792-6fa66000e80d

ex:detailed-analysis

—

capturesbeam/fdf83faa-03c9-4e80-9792-6fa66000e80d

ex:representative-subset

—

capturesFrombeam/fdf83faa-03c9-4e80-9792-6fa66000e80d

ex:lookup-operations

—

inverseOfbeam/fdf83faa-03c9-4e80-9792-6fa66000e80d

ex:usedInSampling

—

enablesbeam/fdf83faa-03c9-4e80-9792-6fa66000e80d

ex:detailed-analysis

—

typebeam/534be9d2-c97a-4867-8efb-8f090879be4b

ex:Technique

—

purposebeam/534be9d2-c97a-4867-8efb-8f090879be4b

capture-representative-subset

—

relatedTobeam/534be9d2-c97a-4867-8efb-8f090879be4b

ex:visualizations

—

capturesbeam/534be9d2-c97a-4867-8efb-8f090879be4b

ex:representative-subset

—

typelme/80d69ad1-1cc9-400e-aed2-8e786c570fa9

ex:Activity

—

purposelme/80d69ad1-1cc9-400e-aed2-8e786c570fa9

product-tasting

References (13)

13 references

[1]Agents2 facts
ctx:discord/blah/agents
[2]Part 610 facts
ctx:discord/blah/agents/part-6
[3]Part 741 fact
ctx:discord/blah/safiersemantics/part-74
[4]Part 7051 fact
ctx:discord/blah/watt-activation/part-705
[5]Part 7061 fact
ctx:discord/blah/watt-activation/part-706
[6]Beche De Mer1 fact
ctx:genes/trove-cooktown/beche-de-mer
[7]617 facts
ctx:discord/blah/agents/6
- full textctx:discord/blah/agents/6
  text/plain1 KBdoc:discord/blah/agents/6
  Show excerpt
  [2026-03-15 03:03] traves_theberge: The key insight: LLM + loop + tools = agent The Agent Loop The core while-loop Code: basic loop skeleton Stop conditions: end_turn, max_iterations, human approval Sampling (The Model Layer) Making API…
[8]52 facts
ctx:discord/blah/agents/5
- full textctx:discord/blah/agents/5
  text/plain2 KBdoc:discord/blah/agents/5
  Show excerpt
  [2026-02-18 10:45] lisamegawatts: teams be teams everywhere you go, i loved this back and forth between ml team and dev team (files: image.png) [2026-02-19 18:06] traves_theberge: (files: HBhXt3aW4AEz7wV.png) [2026-02-19 19:47] traves_theb…
[9]15110c5d 480f 4773 8c7f 551f66d3064b7 facts
ctx:claims/beam/15110c5d-480f-4773-8c7f-551f66d3064b
[10]C0e4f5f5 Cc19 49b1 Bc00 415dd5f376752 facts
ctx:claims/beam/c0e4f5f5-cc19-49b1-bc00-415dd5f37675
- full textbeam-chunk
  text/plain1 KBdoc:beam/c0e4f5f5-cc19-49b1-bc00-415dd5f37675
  Show excerpt
  [Turn 9330] User: I've been investigating delays in our system and found that data skew issues are causing latency to spike to 400ms for 7% of 12,000 tests, so I'm looking for ways to mitigate this, possibly by implementing better data prep…
[11]Fdf83faa 03c9 4e80 9792 6fa66000e80d8 facts
ctx:claims/beam/fdf83faa-03c9-4e80-9792-6fa66000e80d
- full textbeam-chunk
  text/plain1 KBdoc:beam/fdf83faa-03c9-4e80-9792-6fa66000e80d
  Show excerpt
  logging.basicConfig(level=logging.INFO) def thesaurus_lookup(word): start_time = time.time() # Simulate the lookup time.sleep(0.1) end_time = time.time() logging.info(f"Lookup took {end_time - start_time} seconds") …
[12]534be9d2 C97a 4867 8efb 8f090879be4b4 facts
ctx:claims/beam/534be9d2-c97a-4867-8efb-8f090879be4b
- full textbeam-chunk
  text/plain1 KBdoc:beam/534be9d2-c97a-4867-8efb-8f090879be4b
  Show excerpt
  logging.info(f"Thesaurus lookup for '{word}' took {end_time - start_time:.6f} seconds") return ["synonym1", "synonym2"] # Test the lookup words = ["happy", "sad", "angry"] * 100 # Simulate a larger dataset for word in words: …
[13]80d69ad1 1cc9 400e Aed2 8e786c570fa92 facts
ctx:claims/lme/80d69ad1-1cc9-400e-aed2-8e786c570fa9
- full textbeam-chunk
  text/plain16 KBdoc:beam/80d69ad1-1cc9-400e-aed2-8e786c570fa9
  Show excerpt
  [Session date: 2023/05/30 (Tue) 04:10] User: I'm thinking of hosting a farm open house event soon and I want to make sure everything is perfect. Can you help me come up with some ideas for activities and also give me some tips on how to pro…

Keep researching

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Sampling

Inbound mentions (34)

stopsStops(4)

includesIncludes(3)

controlsControls(2)

achievedByAchieved by(1)

areComplementaryAre Complementary(1)

configuresConfigures(1)

configuresBehaviorOfConfigures Behavior of(1)

containsContains(1)

containsRecommendationContains Recommendation(1)

determinesWhenDetermines When(1)

didNotPerturbDid Not Perturb(1)

handlesProcessHandles Process(1)

hasSubTechniqueHas Sub Technique(1)

impactsImpacts(1)

inverseIncludesInverse Includes(1)

involvesProcessInvolves Process(1)

isUsefulForIs Useful for(1)

limitsLimits(1)

partOfPart of(1)

recommendsRecommends(1)

relatedToRelated to(1)

requiresRequires(1)

sharedBetweenShared Between(1)

suggestedFarmToTableSetupSuggested Farm to Table Setup(1)

techniqueTechnique(1)

terminatesTerminates(1)

triggersTriggers(1)

triggersStopTriggers Stop(1)

Other facts (54)

Timeline

References (13)

See also

Keep researching

`stops`Stops(4)

`includes`Includes(3)

`controls`Controls(2)

`achievedBy`Achieved by(1)

`areComplementary`Are Complementary(1)

`configures`Configures(1)

`configuresBehaviorOf`Configures Behavior of(1)

`contains`Contains(1)

`containsRecommendation`Contains Recommendation(1)

`determinesWhen`Determines When(1)

`didNotPerturb`Did Not Perturb(1)

`handlesProcess`Handles Process(1)

`hasSubTechnique`Has Sub Technique(1)

`impacts`Impacts(1)

`inverseIncludes`Inverse Includes(1)

`involvesProcess`Involves Process(1)

`isUsefulFor`Is Useful for(1)

`limits`Limits(1)

`partOf`Part of(1)

`recommends`Recommends(1)

`relatedTo`Related to(1)

`requires`Requires(1)

`sharedBetween`Shared Between(1)

`suggestedFarmToTableSetup`Suggested Farm to Table Setup(1)

`technique`Technique(1)

`terminates`Terminates(1)

`triggers`Triggers(1)

`triggersStop`Triggers Stop(1)