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THE CONSCIOUSNESS ATLAS
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ConsciousnessLearn · Explore · Joseph Anady

Keep the four highest-ranked expert groups

For each token, select the indices of the four largest group scores. This leaves four groups of thirty-two experts eligible for the next selection. The selection is a discrete ranking operation; ties require the implementation’s top-k tie convention.

Donor architecture mathematicshistorical source recovered; expression not executed in this website audit
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donor-deepseek-group-topkdocumented formula or resource estimate
groupidx=topk(groupscores,k=4)−>(T,4)group_idx = topk(group_scores, k=4) -> (T, 4)

Read the equation

For each token, select the indices of the four largest group scores. This leaves four groups of thirty-two experts eligible for the next selection. The selection is a discrete ranking operation; ties require the implementation’s top-k tie convention.

Terms & definitions

TermMeaning in this source
group_idx

Four group indices per token

How it works

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Original context

Read the surrounding source passage
-> (T, 8)
      Each of the 8 groups is scored by THE SUM OF ITS TOP TWO members.

  5.  group_idx = topk(group_scores, k=4)                             -> (T, 4)
      Only 4 of 8 groups survive; the other 4 (128 experts) are masked to -inf.

  6.  topk_idx = topk( masked scores_for_choice , k=8 )               -> (T, 8)
      The 8 experts are chosen among the 128 that remain.
Exact original notation
group_idx = topk(group_scores, k=4)                             -> (T, 4)

Related builds

Sources & provenance

01
DEEPSEEK_R1_COMPLETE.txt
lines 836–836 · Aug 5, 2026
group_idx = topk(group_scores, k=4) -> (T, 4)
02
DEEPSEEK_R1_COMPLETE.txt
lines 836–836 · Aug 5, 2026
group_idx = topk(group_scores, k=4) -> (T, 4)

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