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THE CONSCIOUSNESS ATLAS
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ConsciousnessLearn · Explore · Joseph Anady

image_to_np: scale

In image_to_np, this statement defines or updates scale. 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-6f0807e7eda26esource-code mathematical expression
scale=min(resizeto[0]/image.width,resizeto[1]/image.height,1.0)scale = min(resize_to[0] / image.width, resize_to[1] / image.height, 1.0)

Read the equation

In image_to_np, this statement defines or updates scale. 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 scale as the quantity being defined or updated by this relation.

  2. Applies the stated minimum, maximum, or clamp. These bounds are part of the actual operation.

  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
image = image.resize(resize_to, resample=Image.Resampling.BICUBIC)

        elif mode == "rescale_and_pad_to_center":
            scale = min(resize_to[0] / image.width,
                        resize_to[1] / image.height, 1.0)
            new_width = round(image.width * scale)
            new_height = round(image.height * scale)
            if new_width == 0 or new_height == 0:
Exact original notation
scale = min(resize_to[0] / image.width,
                        resize_to[1] / image.height, 1.0)

Related builds

Sources & provenance

01
kimi source tree.txt
lines 5156–5157 · Aug 5, 2026
scale = min(resize_to[0] / image.width, resize_to[1] / image.height, 1.0)
02
kimi source tree.txt
lines 5186–5187 · Aug 5, 2026
scale = min(resize_to[0] / image.width, resize_to[1] / image.height, 1.0)

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