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Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
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kylesayrs committed Jan 28, 2025
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# Quantizing Multimodal Audio Models #

https://github.com/vllm-project/llm-compressor/tree/main/examples/multimodal_audio/assets/audio.mp4
https://github.com/user-attachments/assets/6732c60b-1ebe-4bed-b409-c16c4415dff5

Audio provided by Daniel Galvez et al. under creative commons license

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If your model is not traceable for your desired dataset, first consider adding any problematic modules to the ignore list. Doing this prevents the model tracer from tracing the internals of those modules, thereby avoid the untraceable operations.

## Tracing Errors ##
Because the architectures of vision-language models is often times more complex than those of typical decoder-only text models, you may encounter `torch.fx.TraceError`s when attempting to quantize your model. For more information on `torch.fx.TraceError`s, why they occur, and how to resolve them, please see the [Model Tracing Guide](/src/llmcompressor/transformers/tracing/GUIDE.md).
Because the architectures of audio-language models is often times more complex than those of typical decoder-only text models, you may encounter `torch.fx.TraceError`s when attempting to quantize your model. For more information on `torch.fx.TraceError`s, why they occur, and how to resolve them, please see the [Model Tracing Guide](/src/llmcompressor/transformers/tracing/GUIDE.md).

## Adding Your Own Smoothquant Mappings ##
For a guide on adding smoothquant mappings for your dataset, see the [SmoothQuant Guide](/src/llmcompressor/modifiers/smoothquant/README.md).
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