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Audocraft Musicgen on Amazon SageMaker

Author: Navule Pavan Kumar Rao

Deploy Audiocraft Musicgen on Amazon SageMaker using SageMaker Endpoints for Async Inference.

AudioCraft consists of three models: MusicGen, AudioGen, and EnCodec. This repo aims to deploy MusicGen models on Amazon SageMaker for Asynchronous inferencing.

Asynchronous Inference Sequence flow for facebook/musicgen-large on Amazon SageMaker

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Deployment and inference notebooks

The deployment notebooks used in this repo uses Huggingface as model provider for the musicgen models. The corresponding deployment and inference noteboks for the respective models are tablulated below.

Huggingace Model ID Deploy Notebook Inference Notebook
facebook/musicgen-large Deploy Inference
facebook/musicgen-small Deploy Inference

References

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audiocraft-musicgen-sagemaker's Issues

Generation with large model taking 30 minutes+

Using an NVIDIA A10G Tensor Core GPU. The load seems to be almost entirely handled by the CPUs and it mostly ignored the GPU. Adding more GPUs or using more powerful GPUs does nothing to speed up the process. Any advice?

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