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Support importing GGUF files about burn HOT 4 OPEN

richardanaya avatar richardanaya commented on May 29, 2024
Support importing GGUF files

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Comments (4)

antimora avatar antimora commented on May 29, 2024

If gguf contains the model graph information, then we can use what burn-import ONNX facility. In our burn-import, we convert ONNX graph to IR (intermediate representation) (see this doc). So, it would possible to convert the model graph to IR and generate source code + weights.

If gguf contains only weights, we can go burn-import pytorch route, where we only download weights.

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antimora avatar antimora commented on May 29, 2024

From my brief research, GGUF format contains metadata + tensor weights. This aligns with burn-import pytorch route and not burn-import/ONNX. This will mean model needs to be constructed in Burn first and use the weights to load.

Here is one Rust lib to parse GGUF file: https://github.com/Jimexist/gguf

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antimora avatar antimora commented on May 29, 2024

GGUF spec: ggerganov/ggml#302

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antimora avatar antimora commented on May 29, 2024

Parser in Rust: https://github.com/Jimexist/gguf

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