Created
July 29, 2024 22:07
-
-
Save beveradb/b54129b847a7fc319d98a95d8c132960 to your computer and use it in GitHub Desktop.
Runpod serverless CUDA 12 Dockerfile for audio-separator
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
# Runpod Base image: https://github.com/runpod/containers/blob/main/official-templates/base/Dockerfile | |
FROM runpod/base:0.6.2-cuda12.1.0 | |
RUN wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64/cuda-keyring_1.1-1_all.deb | |
RUN dpkg -i cuda-keyring_1.1-1_all.deb | |
RUN apt-get update && apt-get upgrade -y | |
# Install various needed dependencies | |
RUN apt-get install -y \ | |
ffmpeg \ | |
gcc \ | |
python3-dev | |
# Install CUDA dependencies | |
RUN apt-get install -y \ | |
cuda-toolkit \ | |
cudnn9-cuda-12 | |
RUN python3 -m pip install --upgrade pip | |
WORKDIR /app | |
# Install audio-separator without any specific onnxruntime (onnxruntime should already be satisfied by the above) | |
RUN pip install --no-input --ignore-requires-python runpod "audio-separator" | |
# Remove onnxruntime and onnxruntime-gpu which may have been installed as part of karaoke-prep | |
RUN pip uninstall --yes onnxruntime onnxruntime-gpu | |
# Install the CUDA 12 compatible version of ONNXRuntime (the default CUDA version for ORT is still 11.8 so they've provided a separate package index) | |
# See https://onnxruntime.ai/docs/install/ | |
RUN pip install --no-input onnxruntime-gpu --extra-index-url https://aiinfra.pkgs.visualstudio.com/PublicPackages/_packaging/onnxruntime-cuda-12/pypi/simple/ | |
# Download models in a single layer (so these are part of the image already to avoid wasted downloads) | |
RUN audio-separator --download_model_only -m UVR_MDXNET_KARA_2.onnx \ | |
&& audio-separator --download_model_only -m MDX23C-8KFFT-InstVoc_HQ_2.ckpt \ | |
&& audio-separator --download_model_only -m model_bs_roformer_ep_317_sdr_12.9755.yaml \ | |
&& audio-separator --download_model_only -m UVR-MDX-NET-Inst_HQ_3.onnx \ | |
&& audio-separator --download_model_only -m 2_HP-UVR.pth |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment