analytical gradients
From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-06.)
analytical gradients has 14 facts recorded in Dontopedia across 3 references, with 2 live disagreements.
Mostly:would fix(2), rdf:type(2), eliminates(1)
Maturity scale
raw canonical shape-checked rule-derived certifiedInbound mentions (5)
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.
advocatesStartingWithAdvocates Starting With(1)
- Xenonfun
ex:xenonfun
isIs(1)
- Step 1
ex:step-1
onlyFeasibleWithOnly Feasible With(1)
- Scale Groups
ex:scale-groups
usesGradientTypeUses Gradient Type(1)
- Analytical V5 Run
ex:analytical-v5-run
usesMethodUses Method(1)
- Expert Prediction
ex:expert-prediction
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 |
|---|---|---|
| Would Fix | Tok S Drop | [1] |
| Would Fix | Finite Diff Cost | [2] |
| Rdf:type | Solution | [2] |
| Rdf:type | Method | [3] |
| Eliminates | Finite Diff Noise | [1] |
| Enables Scaling | null | [1] |
| Implementation Lines of Code | ~200 | [1] |
| Is Unlock for | Everything Else | [1] |
| Low Implementation Cost | null | [1] |
| Provides Speedup for G16 | 25x | [1] |
| Provides Speedup for G8 | 13x | [1] |
| Unblocks | Subsequent Steps | [1] |
| Would Make Training Passes Per Step | O(2) | [1] |
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 (3)
ctx:discord/blah/watt-activation/part-472ctx:discord/blah/watt-activation/470- full textwatt-activation-470text/plain3 KB
doc:agent/watt-activation-470/ef3b30df-5bf6-491e-86c9-9618c45736fcShow excerpt
[2026-03-21 19:00] xenonfun: ``` ⏺ g8 finished. BPB 2.04 with 25 params. Final multi-group results: ┌────────┬────────┬─────────────┬──────────┬───────┬───────┐ │ Groups │ Params │ Param bytes │ Best BPB │ tok/s │ Time │ ├───────…
ctx:discord/blah/watt-activation/492- full textwatt-activation-492text/plain2 KB
doc:agent/watt-activation-492/1067f2c0-8fc0-419a-a197-53201a1ad933Show excerpt
[2026-03-22 08:54] xenonfun: ``` ⏺ All synced to master. Here's where we stand: Analytical UGT training is working with honest metrics: ┌───────────────┬──────────────┬────────┬─────────────────────────────┬───────────────────────┐ …
See also
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