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THE CONSCIOUSNESS ATLAS
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ConsciousnessLearn · Explore · Joseph Anady

normalize: x

In normalize, this statement defines or updates x. 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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Understand the scale

See what normalization changes and which assumptions it introduces.

Open guided lesson
donor-eq-73e9c99227fff7source-code mathematical expression
x=(x/255.0).astype(pixelsdtype)x = (x / 255.0).astype(pixels_dtype)

Read the equation

In normalize, this statement defines or updates x. 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 x 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
Returns:
        The normalized image. The shape is (..., 3). The dtype is determined by the pixels_dtype.
    """
    x = (x / 255.0).astype(pixels_dtype)
    x -= mean
    x *= std_inv
    return x
Exact original notation
x = (x / 255.0).astype(pixels_dtype)

Related builds

Sources & provenance

01
kimi source tree.txt
lines 5260–5260 · Aug 5, 2026
x = (x / 255.0).astype(pixels_dtype)

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