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THE CONSCIOUSNESS ATLAS
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ConsciousnessLearn · Explore · Joseph Anady

Count routed expert evaluations along one token’s pass

Eight selected experts in each of fifty-eight MoE transformer layers give 464 routed expert evaluations for one token’s ordinary pass. The count excludes the dense prefix, shared experts and optional additional MTP work. It is an operation count; the number of physical…

Donor architecture mathematicshistorical source recovered; expression not executed in this website audit
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donor-deepseek-expert-read-countdocumented formula or resource estimate
8expertsx58MoElayers=464expertreadspertoken8 experts x 58 MoE layers = 464 expert reads per token

Read the equation

Eight selected experts in each of fifty-eight MoE transformer layers give 464 routed expert evaluations for one token’s ordinary pass. The count excludes the dense prefix, shared experts and optional additional MTP work. It is an operation count; the number of physical disk reads also depends on caching and batching.

Terms & definitions

The recovered passage does not supply a separate symbol table. Read the source context for the notation used in this version; familiar letters may carry different meanings in other builds.

How it works

Read the definition from its right-hand expression to the quantity on the left. Its surrounding source records the intended input, state, or parameter context. Where the source leaves an operation unspecified, this page preserves that gap.

Assumptions & limits

Source recovery establishes that the expression appears in this record. Its mathematical validity, implementation behavior, and interpretation must be assessed separately. See the linked source and research notes for the checks available for this version.

Original context

Read the surrounding source passage
---------------------------------------------------------------------------

ROUTED EXPERT TRAFFIC (streamed, per token)
      8 experts x 58 MoE layers                 = 464 expert reads per token
      464 x 44,050,944 B = 20,439,638,016 B     = 19.04 GiB per token

  Against the measured drive rates from PART 1:
  ---------------------------------------------------------------------------
Exact original notation
8 experts x 58 MoE layers                 = 464 expert reads per token

Related builds

Sources & provenance

01
DEEPSEEK_R1_COMPLETE.txt
lines 1695–1695 · Aug 5, 2026
8 experts x 58 MoE layers = 464 expert reads per token
02
DEEPSEEK_R1_COMPLETE.txt
lines 1695–1695 · Aug 5, 2026
8 experts x 58 MoE layers = 464 expert reads per token

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