mirror of
https://github.com/huggingface/peft.git
synced 2025-10-20 15:33:48 +08:00
69 lines
2.3 KiB
Docker
69 lines
2.3 KiB
Docker
# Builds GPU docker image of PyTorch
|
|
# Uses multi-staged approach to reduce size
|
|
# Stage 1
|
|
# Use base conda image to reduce time
|
|
FROM continuumio/miniconda3:latest AS compile-image
|
|
# Specify py version
|
|
ENV PYTHON_VERSION=3.11
|
|
# Install apt libs - copied from https://github.com/huggingface/accelerate/blob/main/docker/accelerate-gpu/Dockerfile
|
|
RUN apt-get update && \
|
|
apt-get install -y curl git wget software-properties-common git-lfs && \
|
|
apt-get clean && \
|
|
rm -rf /var/lib/apt/lists*
|
|
|
|
# Install audio-related libraries
|
|
RUN apt-get update && \
|
|
apt install -y ffmpeg
|
|
|
|
RUN apt install -y libsndfile1-dev
|
|
RUN git lfs install
|
|
|
|
# Create our conda env - copied from https://github.com/huggingface/accelerate/blob/main/docker/accelerate-gpu/Dockerfile
|
|
RUN conda create --name peft python=${PYTHON_VERSION} ipython jupyter pip
|
|
RUN python3 -m pip install --no-cache-dir --upgrade pip
|
|
|
|
# Below is copied from https://github.com/huggingface/accelerate/blob/main/docker/accelerate-gpu/Dockerfile
|
|
# We don't install pytorch here yet since CUDA isn't available
|
|
# instead we use the direct torch wheel
|
|
ENV PATH /opt/conda/envs/peft/bin:$PATH
|
|
# Activate our bash shell
|
|
RUN chsh -s /bin/bash
|
|
SHELL ["/bin/bash", "-c"]
|
|
|
|
# Stage 2
|
|
FROM nvidia/cuda:12.6.3-devel-ubuntu22.04 AS build-image
|
|
COPY --from=compile-image /opt/conda /opt/conda
|
|
ENV PATH /opt/conda/bin:$PATH
|
|
|
|
RUN chsh -s /bin/bash
|
|
SHELL ["/bin/bash", "-c"]
|
|
|
|
# Install apt libs
|
|
RUN apt-get update && \
|
|
apt-get install -y curl git wget cmake && \
|
|
apt-get clean && \
|
|
rm -rf /var/lib/apt/lists*
|
|
|
|
# Activate the conda env and install transformers + accelerate from source
|
|
# Also clone BNB and build it from source.
|
|
RUN source activate peft && \
|
|
python3 -m pip install -U --no-cache-dir \
|
|
librosa \
|
|
"soundfile>=0.12.1" \
|
|
scipy \
|
|
git+https://github.com/huggingface/transformers \
|
|
git+https://github.com/huggingface/accelerate \
|
|
peft[test]@git+https://github.com/huggingface/peft \
|
|
optimum \
|
|
auto-gptq && \
|
|
git clone https://github.com/bitsandbytes-foundation/bitsandbytes && cd bitsandbytes && \
|
|
cmake -B . -DCOMPUTE_BACKEND=cuda -S . && \
|
|
cmake --build . && \
|
|
pip install -e . && \
|
|
pip freeze | grep bitsandbytes
|
|
|
|
RUN echo "source activate peft" >> ~/.profile
|
|
|
|
# Activate the virtualenv
|
|
CMD ["/bin/bash"]
|