environments acft hf nlp gpu

acft-hf-nlp-gpu

Overview

Environment used by Hugging Face NLP Finetune components

Version: 79

Tags

Preview

View in Studio: https://ml.azure.com/registries/azureml/environments/acft-hf-nlp-gpu/version/79

Docker image: mcr.microsoft.com/azureml/curated/acft-hf-nlp-gpu:79

Docker build context

Dockerfile

#PTCA image
FROM mcr.microsoft.com/aifx/acpt/stable-ubuntu2204-cu118-py310-torch222:biweekly.202410.2

USER root

RUN apt-get update && apt-get -y upgrade
RUN pip install --upgrade pip

COPY requirements.txt .
# The below 2 files are required for baking the code into the environment
COPY data_import_run.py /azureml/data_import/run.py
COPY finetune_run.py /azureml/finetune/run.py

RUN pip install -r requirements.txt --no-cache-dir

# need to be removed when updating transformers>4.44.0
COPY deepspeed /opt/conda/envs/ptca/lib/python3.10/site-packages/transformers/integrations/deepspeed.py

RUN pip install mlflow==2.14.3
RUN python -m nltk.downloader punkt
RUN python -m nltk.downloader punkt_tab
RUN MAX_JOBS=4 pip install flash-attn==2.5.5 --no-build-isolation

# clean conda and pip caches
RUN rm -rf ~/.cache/pip

# dummy number to change when needing to force rebuild without changing the definition: 1