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Dockerfile
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# Copyright (c) 2021, 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 FROM_IMAGE_NAME=nvcr.io/nvidia/tensorflow:21.02-tf2-py3
FROM ${FROM_IMAGE_NAME}
RUN apt-get update && apt-get install -y pbzip2 pv bzip2 libcurl4 curl
WORKDIR /workspace
ENV HOME /workspace
WORKDIR /workspace
RUN git clone https://github.com/openai/gradient-checkpointing.git
RUN git clone https://github.com/attardi/wikiextractor.git && cd wikiextractor && git checkout 6408a430fc504a38b04d37ce5e7fc740191dee16 && cd ..
RUN git clone https://github.com/soskek/bookcorpus.git
RUN git clone https://github.com/titipata/pubmed_parser
RUN pip3 install /workspace/pubmed_parser
# Environment
ENV LANG C.UTF-8
ENV LC_ALL C.UTF-8
# Install Python 3 packages
RUN pip3 install \
requests \
tqdm \
horovod \
sentencepiece \
tensorflow_hub \
pynvml \
wget \
progressbar \
git+https://github.com/NVIDIA/dllogger
WORKDIR /workspace/bert_tf2
# Copy model into image - This can be overridden by mounting a volume to the same location.
COPY . .
ENV PYTHONPATH="/workspace/wikiextractor:/workspace/bert_tf2:${PYTHONPATH}"
#disable lazy compilatoin
ENV TF_XLA_FLAGS="--tf_xla_enable_lazy_compilation=false"
ENV TF_DEVICE_MIN_SYS_MEMORY_IN_MB=2048