Dockerfile.ci

# syntax=docker/dockerfile:1-labs

# Copyright (c) 2019, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

ARG BASE_IMAGE=nvcr.io/nvidia/pytorch:24.02-py3

FROM ${BASE_IMAGE}

ENV TRANSFORMERS_OFFLINE=0
ENV HYDRA_FULL_ERROR=1
ENV PYTHONUNBUFFERED=1

# APT packages
RUN <<"EOF" bash -ex
apt-get update
apt-get install -y bc libsox-fmt-all -y
apt-get clean
EOF

WORKDIR /workspace

RUN pip install hatchling   # needed to install nemo-run
ARG NEMU_RUN_TAG=34259bd3e752fef94045a9a019e4aaf62bd11ce2
RUN pip install nemo_run@git+https://github.com/NVIDIA/NeMo-Run.git@${NEMU_RUN_TAG}

# Install NeMo requirements
ARG TE_TAG=7d576ed25266a17a7b651f2c12e8498f67e0baea
ARG MODELOPT_VERSION=0.15.0
ARG MCORE_TAG=76f9f48939ba5ecff0fed7bfbd4204df05d3e4da

ARG APEX_TAG=810ffae374a2b9cb4b5c5e28eaeca7d7998fca0c
RUN \
--mount=type=bind,source=requirements,target=requirements \
--mount=type=bind,source=tools,target=tools \
--mount=type=bind,source=setup.py,target=setup.py \
--mount=type=bind,source=nemo/package_info.py,target=nemo/package_info.py \
--mount=type=bind,source=nemo/__init__.py,target=nemo/__init__.py <<"EOF" bash -ex
pip install --no-cache-dir --no-build-isolation --extra-index-url https://pypi.nvidia.com \
"transformer-engine @ git+https://github.com/NVIDIA/TransformerEngine.git@${TE_TAG}" \
"megatron_core @ git+https://github.com/NVIDIA/Megatron-LM.git@${MCORE_TAG}" \
"nvidia-modelopt[torch]~=${MODELOPT_VERSION}" \
"apex @ git+https://github.com/NVIDIA/apex.git@${APEX_TAG}" \
"unstructured==0.14.9" \
"llama-index==0.10.43" \
"onnxscript @ git+https://github.com/microsoft/onnxscript" \
-r tools/ctc_segmentation/requirements.txt \
".[all]"

# Megatron Core installation
git clone https://github.com/NVIDIA/Megatron-LM.git && \
pushd Megatron-LM && \
git checkout ${MCORE_TAG} && \
  pushd megatron/core/datasets && \
  make && \
  popd && \
popd
export PYTHONPATH="${PYTHONPATH}:/workspace/Megatron-LM"

# Mamba dependancy installation
git clone https://github.com/state-spaces/mamba.git && \
  cd mamba && \
  git checkout v2.0.3 && \
  python setup.py install && \
  cd .. && \
  rm -rf mamba

git clone https://github.com/Dao-AILab/causal-conv1d && \
  cd causal-conv1d && \
  git checkout v1.2.2.post1 && \
  python setup.py install && \
  cd .. && \
  rm -rf causal-conv1d

EOF

# Copy over NeMo code
COPY ./ ./
RUN <<"EOF" bash -ex
pip install --no-cache-dir --no-build-isolation ".[all]"

# set permission
chmod 777 -R /workspace
EOF

ENV PYTHONPATH="${PYTHONPATH}:/workspace/Megatron-LM"