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    Not runnable todayEmbeddingVerified 2026-11-05

    MobileCLIP2 (S0, S2, S4, B, L-14)

    apple/MobileCLIP2-S2

    MobileCLIP2 (S0, S2, S4, B, L-14) is a image and text embedding model (apple-amlr). Not runnable on Mixpeek today.

    Something blocks it today, such as the license, remote code or a GPU-only runtime. The reason is below.

    Record as JSON

    No demo for MobileCLIP2 (S0, S2, S4, B, L-14) yet

    A video, image, slideshow or playground goes here once we record one on our own data.

    What it is good and bad at

    Best at
    Second-generation MobileCLIP: better zero-shot accuracy at the same mobile latency.
    Worst at
    Cannot be used commercially; weights are .pt pickles.
    Task
    Embedding
    Input
    Image, Text
    Output
    Vector
    Use cases
    Visual search, Product search

    Templates that use it

    No template uses this model yet. Browse templates.

    Input and output

    Input

    image
    resolution
    256x256 (S variants)
    color
    RGB
    text
    max_tokens
    77

    Output

    vector
    dims
    per variant (not verified here)
    distance
    cosine
    type
    dense

    How Mixpeek wires it

    Extractors
    None today
    Feature URIs
    None today
    Vector indexes
    None
    Retriever stages
    None
    Combines with
    Nothing recorded

    How it runs

    Status
    Not runnable today Blocked by license (research only) and pickle .pt weights. Would run as a CPU plugin through the mobileclip or open_clip loader.
    Serve apps
    None
    Runtime
    mobileclip package / open_clip
    Weights
    Pickle, no remote code
    Parameters
    Not recorded
    Size on disk
    398 MB
    Preprocessing
    Resize and center-crop to the variant resolution.
    Postprocessing
    L2-normalize; cosine similarity.
    Serving
    both, batch 64
    Hardware
    Runs on CPU (slower without a GPU)

    Scale to zero

    Minimum replicas
    0
    Maximum replicas
    1
    Idle timeout
    600 s
    Memory
    1 GB
    CPUs
    1
    GPUs
    0
    Cold start, node warm
    Not recorded
    Cold start, new node
    Not recorded

    Measured cost

    Unmeasured

    No committed measurement; plan row 3 measures it in the standalone image.

    Our evaluations

    Unmeasured

    We have not evaluated this model on our own data yet. Publisher results are in the sources below.

    Questions

    What is MobileCLIP2 (S0, S2, S4, B, L-14) best at?
    Second-generation MobileCLIP: better zero-shot accuracy at the same mobile latency.
    What are the limits of MobileCLIP2 (S0, S2, S4, B, L-14)?
    Cannot be used commercially; weights are .pt pickles.
    Can MobileCLIP2 (S0, S2, S4, B, L-14) be used commercially?
    No. Apple Machine Learning Research Model license: use only for Research Purposes, which exclude commercial exploitation, product development or use in any commercial product or service.
    How does MobileCLIP2 (S0, S2, S4, B, L-14) run on Mixpeek?
    Blocked by license (research only) and pickle .pt weights. Would run as a CPU plugin through the mobileclip or open_clip loader.