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Computational Model Studio · Model release

SmolVLM Instruct

Answers visual questions and describes images in text with a compact vision-language model.

Developer: Hugging Face · Last verified:

What it is designed to do

Interpret supplied images in the context of text prompts and generate grounded text descriptions or answers.

Primary contribution
perception
Input
image, text
Output
text (visual question answer, image description)

Documented uses: Visual question answering and image captioning with one or more images and interleaved text.

Access and deployment

  • SmolVLM Instruct publisher weights — available. Public Hugging Face publisher repository with safetensors checkpoint and processor files. Artifact documentation
    • laptop local: GPU-equipped laptop with compatible Transformers runtime and at least 5.02 GB available GPU memory; 5.02 GB GPU RAM; Publisher benchmark minimum for image-and-text inference; memory can rise with image count, resolution, prompt length and runtime. (publisher stated measurement) Limits: No named laptop configuration was benchmarked in the reviewed post; CPU-only laptop memory and speed were not established; The 5.02 GB value is a workload-bound minimum, not a guarantee for all inputs.
    Apache License 2.0.
Technical profile and review notes
Construction
learned
Representation
neural
Normalized architecture tags
No normalized architecture tag assigned
Lifecycle
Unknown from reviewed sources

Inclusion rationale: Adds image-and-text-to-text interpretation, distinct from image segmentation and image generation.; Publisher reports a bounded GPU-memory minimum and explicitly discusses laptop use.

Limitations

  • The publisher states that this model does not generate images.
  • The publisher excludes high-stakes and critical decisions affecting well-being or livelihood; generated text may be inaccurate.
  • The 5.02 GB GPU-memory figure is a publisher benchmark minimum for specific inference settings, not a general guarantee for every laptop, image count, or prompt length.

Sources and related Studio records

Sources

  1. SmolVLM-Instruct publisher model cardHugging Face Smol Models Research · checked 2026-09-30
  2. SmolVLM publisher technical introductionHugging Face · checked 2026-09-30
  3. SmolVLM-Instruct publisher repository filesHugging Face Smol Models Research · checked 2026-09-30

Connections