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THE CONSCIOUSNESS ATLAS
Read. Experiment. Follow the evidence.

ConsciousnessLearn · Explore · Joseph Anady

navit_resize_image: num tokens

In navit_resize_image, this statement defines or updates num_tokens. The displayed multiplication combines the source factors. For tensors this is elementwise unless the called operation explicitly performs a matrix contraction.

Donor model implementationhistorical source recovered; expression not executed in this website audit
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donor-eq-ea5c2bedd737b7source-code mathematical expression
numtokens=tokenheight∗tokenwidthnum_tokens = token_height * token_width

Read the equation

In navit_resize_image, this statement defines or updates num_tokens. The displayed multiplication combines the source factors. For tensors this is elementwise unless the called operation explicitly performs a matrix contraction.

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 num_tokens 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
f"token_width {token_width} * merge_kernel_size {merge_kernel_size} > patch_limit_on_one_side {patch_limit_on_one_side}"
        )

        num_tokens = token_height * token_width
    return {
        "num_tokens": num_tokens,
        "new_width": new_w,
Exact original notation
num_tokens = token_height * token_width

Related builds

Sources & provenance

01
kimi source tree.txt
lines 5039–5039 · Aug 5, 2026
num_tokens = token_height * token_width

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