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pmetal search

Search HuggingFace Hub with memory fit estimation for your hardware.

Search the HuggingFace Hub for models. Shows memory fit estimation based on your Apple Silicon hardware.

Terminal window
pmetal search <QUERY> [OPTIONS]
Terminal window
# Basic search
pmetal search "qwen 0.6b"
# Detailed view with memory estimates
pmetal search "qwen 0.6b" --detailed
# Download the first result that fits
pmetal search "qwen 0.6b" --detailed --download
# JSON output
pmetal search "llama 3" --limit 10 --json
ParameterDefaultDescription
queryrequiredSearch query
--limit15Maximum number of results
--downloadfalseDownload the first result that fits
--detailedfalseShow memory breakdown and training estimates
--jsonfalseEmit JSON

The --detailed flag shows memory requirements and whether the model fits in your device’s unified memory, accounting for GPU/ANE allocation and training overhead.