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THE CONSCIOUSNESS ATLAS
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ConsciousnessLearn · Explore · Joseph Anady

DeepSeek YarnRotaryEmbedding._set_cos_sin_cache: freq extra

In DeepseekV3YarnRotaryEmbedding._set_cos_sin_cache, this statement defines or updates freq_extra. The expression forms a quotient or integer division. The denominator, integer rounding and tensor shape convention determine its scale or index result.

Donor model implementationhistorical source recovered; expression not executed in this website audit
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donor-eq-7b64002ce3e5f4source-code mathematical expression
freqextra=1.0/(self.base∗∗(torch.arange(0,dim,2,dtype=torch.float32,device=device)/dim))freq_extra = 1.0 / (self.base**( torch.arange(0, dim, 2, dtype=torch.float32, device=device) / dim))

Read the equation

In DeepseekV3YarnRotaryEmbedding._set_cos_sin_cache, this statement defines or updates freq_extra. The expression forms a quotient or integer division. The denominator, integer rounding and tensor shape convention determine its scale or index result.

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

  1. Read freq_extra as the quantity being defined or updated by this relation.

  2. Substitute the source-defined variables or recorded values and follow the displayed arithmetic and indexing exactly.

  3. Use this version’s variable definitions and update order. The same symbol may be assigned a different meaning in another build.

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
self.max_seq_len_cached = seq_len
        dim = self.dim

        freq_extra = 1.0 / (self.base**(
            torch.arange(0, dim, 2, dtype=torch.float32, device=device) / dim))
        freq_inter = 1.0 / (self.scaling_factor * self.base**(
            torch.arange(0, dim, 2, dtype=torch.float32, device=device) / dim))
Exact original notation
freq_extra = 1.0 / (self.base**(
            torch.arange(0, dim, 2, dtype=torch.float32, device=device) / dim))

Related builds

Sources & provenance

01
kimi source tree.txt
lines 2608–2609 · Aug 5, 2026
freq_extra = 1.0 / (self.base**( torch.arange(0, dim, 2, dtype=torch.float32, device=device) / dim))
02
DEEPSEEK_R1_COMPLETE.txt
lines 2399–2402 · Aug 5, 2026
freq_extra = 1.0 / ( self.base ** (torch.arange(0, dim, 2, dtype=torch.float32, device=device) / dim) )

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