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    Not runnable todayEmbeddingVerified 2026-11-05

    InternVideo2 Stage2 6B

    OpenGVLab/InternVideo2-Stage2_6B

    InternVideo2 Stage2 6B is a video and text embedding model (MIT). Not runnable on Mixpeek today.

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

    No demo for InternVideo2 Stage2 6B 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
    State-of-the-art video-text retrieval and action recognition among open video encoders (per the paper).
    Worst at
    6.4B parameters: multi-GPU-class memory; far too large for scale-to-zero CPU.
    Task
    Embedding
    Input
    Video, Text
    Output
    Vector
    Use cases
    Video understanding, Action recognition

    Templates that use it

    No template uses this model yet. Browse templates.

    Input and output

    Input

    video
    frames
    4 to 8 per clip
    resolution
    224x224
    text

    Output

    vector
    dims
    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
    • scene splits (transcoding/multimodal extractor) -> clip-level vectors -> feature_search with a text query

    How it runs

    Status
    Not runnable today Requires trust_remote_code (custom_code on the hub) and a large GPU. Would run as a GPU batch plugin only after vendoring the model code.
    Serve apps
    None
    Runtime
    transformers AutoModel with trust_remote_code=True
    Weights
    safetensors, needs remote code
    Parameters
    6,367 M
    Size on disk
    25,000 MB
    Preprocessing
    Sample frames, resize to 224, normalize.
    Postprocessing
    L2-normalize projections.
    Serving
    batch
    Hardware
    Needs a GPU

    Scale to zero

    Minimum replicas
    0
    Maximum replicas
    1
    Idle timeout
    600 s
    Memory
    40 GB
    CPUs
    8
    GPUs
    1
    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 InternVideo2 Stage2 6B best at?
    State-of-the-art video-text retrieval and action recognition among open video encoders (per the paper).
    What are the limits of InternVideo2 Stage2 6B?
    6.4B parameters: multi-GPU-class memory; far too large for scale-to-zero CPU.
    Can InternVideo2 Stage2 6B be used commercially?
    Yes. MIT per the hub tag.
    How does InternVideo2 Stage2 6B run on Mixpeek?
    Requires trust_remote_code (custom_code on the hub) and a large GPU. Would run as a GPU batch plugin only after vendoring the model code.