update
This commit is contained in:
70
finetune/transformer.Dockerfile
Normal file
70
finetune/transformer.Dockerfile
Normal file
@@ -0,0 +1,70 @@
|
||||
FROM nvidia/cuda:12.1.0-cudnn8-devel-ubuntu20.04
|
||||
LABEL maintainer="Hugging Face"
|
||||
|
||||
ARG DEBIAN_FRONTEND=noninteractive
|
||||
|
||||
# Use login shell to read variables from `~/.profile` (to pass dynamic created variables between RUN commands)
|
||||
SHELL ["sh", "-lc"]
|
||||
|
||||
# The following `ARG` are mainly used to specify the versions explicitly & directly in this docker file, and not meant
|
||||
# to be used as arguments for docker build (so far).
|
||||
|
||||
ARG PYTORCH='2.3.0'
|
||||
# (not always a valid torch version)
|
||||
ARG INTEL_TORCH_EXT='2.3.0'
|
||||
# Example: `cu102`, `cu113`, etc.
|
||||
ARG CUDA='cu121'
|
||||
|
||||
RUN apt update
|
||||
RUN apt install -y git libsndfile1-dev tesseract-ocr espeak-ng python3 python3-pip ffmpeg git-lfs
|
||||
RUN git lfs install
|
||||
RUN python3 -m pip install --no-cache-dir --upgrade pip
|
||||
|
||||
ARG REF=main
|
||||
RUN git clone https://github.com/huggingface/transformers && cd transformers && git checkout $REF
|
||||
|
||||
# 1. Put several commands in a single `RUN` to avoid image/layer exporting issue. Could be revised in the future.
|
||||
# 2. Regarding `torch` part, We might need to specify proper versions for `torchvision` and `torchaudio`.
|
||||
# Currently, let's not bother to specify their versions explicitly (so installed with their latest release versions).
|
||||
RUN python3 -m pip install --no-cache-dir -U tensorflow==2.13 protobuf==3.20.3 tensorflow_text tensorflow_probability && python3 -m pip install --no-cache-dir -e ./transformers[dev,onnxruntime] && [ ${#PYTORCH} -gt 0 -a "$PYTORCH" != "pre" ] && VERSION='torch=='$PYTORCH'.*' || VERSION='torch'; echo "export VERSION='$VERSION'" >> ~/.profile && echo torch=$VERSION && [ "$PYTORCH" != "pre" ] && python3 -m pip install --no-cache-dir -U $VERSION torchvision torchaudio --extra-index-url https://download.pytorch.org/whl/$CUDA || python3 -m pip install --no-cache-dir -U --pre torch torchvision torchaudio --extra-index-url https://download.pytorch.org/whl/nightly/$CUDA
|
||||
|
||||
RUN python3 -m pip uninstall -y flax jax
|
||||
|
||||
RUN python3 -m pip install --no-cache-dir intel_extension_for_pytorch==$INTEL_TORCH_EXT -f https://developer.intel.com/ipex-whl-stable-cpu
|
||||
|
||||
RUN python3 -m pip install --no-cache-dir git+https://github.com/facebookresearch/detectron2.git pytesseract
|
||||
RUN python3 -m pip install -U "itsdangerous<2.1.0"
|
||||
|
||||
RUN python3 -m pip install --no-cache-dir git+https://github.com/huggingface/accelerate@main#egg=accelerate
|
||||
|
||||
RUN python3 -m pip install --no-cache-dir git+https://github.com/huggingface/peft@main#egg=peft
|
||||
|
||||
# For bettertransformer
|
||||
RUN python3 -m pip install --no-cache-dir git+https://github.com/huggingface/optimum@main#egg=optimum
|
||||
|
||||
# For video model testing
|
||||
RUN python3 -m pip install --no-cache-dir decord av==9.2.0
|
||||
|
||||
# Some slow tests require bnb
|
||||
RUN python3 -m pip install --no-cache-dir bitsandbytes
|
||||
|
||||
# Some tests require quanto
|
||||
RUN python3 -m pip install --no-cache-dir quanto
|
||||
|
||||
# `quanto` will install `ninja` which leads to many `CUDA error: an illegal memory access ...` in some model tests
|
||||
# (`deformable_detr`, `rwkv`, `mra`)
|
||||
RUN python3 -m pip uninstall -y ninja
|
||||
|
||||
# For `dinat` model
|
||||
# The `XXX` part in `torchXXX` needs to match `PYTORCH` (to some extent)
|
||||
RUN python3 -m pip install --no-cache-dir natten==0.15.1+torch220$CUDA -f https://shi-labs.com/natten/wheels
|
||||
|
||||
# For `nougat` tokenizer
|
||||
RUN python3 -m pip install --no-cache-dir python-Levenshtein
|
||||
|
||||
# For `FastSpeech2ConformerTokenizer` tokenizer
|
||||
RUN python3 -m pip install --no-cache-dir g2p-en
|
||||
|
||||
# When installing in editable mode, `transformers` is not recognized as a package.
|
||||
# this line must be added in order for python to be aware of transformers.
|
||||
RUN cd transformers && python3 setup.py develop
|
||||
Reference in New Issue
Block a user