environments lightgbm 3.3

lightgbm-3.3

Overview

An environment for tasks such as regression, clustering, and classification with LightGBM. Contains the Azure ML SDK and additional python packages.

Version: 45

Tags

LightGBM : 3.3 OS : Ubuntu20.04 Training Preview OpenMpi : 4.1.0 Python : 3.8

View in Studio: https://ml.azure.com/registries/azureml/environments/lightgbm-3.3/version/45

Docker image: mcr.microsoft.com/azureml/curated/lightgbm-3.3:45

Docker build context

Dockerfile

FROM mcr.microsoft.com/azureml/openmpi4.1.0-ubuntu20.04:20240918.v1

WORKDIR /

ENV CONDA_PREFIX=/azureml-envs/lightgbm-3.3
ENV CONDA_DEFAULT_ENV=$CONDA_PREFIX
ENV PATH=$CONDA_PREFIX/bin:$PATH

# This is needed for mpi to locate libpython
ENV LD_LIBRARY_PATH=$CONDA_PREFIX/lib:$LD_LIBRARY_PATH

# Create conda environment
COPY conda_dependencies.yaml .
RUN conda env create -p $CONDA_PREFIX -f conda_dependencies.yaml -q && \
    rm conda_dependencies.yaml && \
    conda run -p $CONDA_PREFIX pip cache purge && \
    conda clean -a -y