DeepLearningExamples/TensorFlow2/Recommendation/WideAndDeep/Dockerfile-preproc

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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/nvtabular:0.3
FROM ${FROM_IMAGE_NAME}
USER root
# Spark dependencies
ENV APACHE_SPARK_VERSION 2.3.1
ENV HADOOP_VERSION 2.7
RUN apt-get -y update && \
apt-get install --no-install-recommends -y openjdk-8-jre-headless ca-certificates-java time && \
apt-get clean && \
rm -rf /var/lib/apt/lists/*
RUN cd /tmp && \
wget -q http://archive.apache.org/dist/spark/spark-${APACHE_SPARK_VERSION}/spark-${APACHE_SPARK_VERSION}-bin-hadoop${HADOOP_VERSION}.tgz && \
echo "DC3A97F3D99791D363E4F70A622B84D6E313BD852F6FDBC777D31EAB44CBC112CEEAA20F7BF835492FB654F48AE57E9969F93D3B0E6EC92076D1C5E1B40B4696 *spark-${APACHE_SPARK_VERSION}-bin-hadoop${HADOOP_VERSION}.tgz" | sha512sum -c - && \
tar xzf spark-${APACHE_SPARK_VERSION}-bin-hadoop${HADOOP_VERSION}.tgz -C /usr/local --owner root --group root --no-same-owner && \
rm spark-${APACHE_SPARK_VERSION}-bin-hadoop${HADOOP_VERSION}.tgz
RUN cd /usr/local && ln -s spark-${APACHE_SPARK_VERSION}-bin-hadoop${HADOOP_VERSION} spark
# Spark config
ENV SPARK_HOME /usr/local/spark
ENV PYTHONPATH $SPARK_HOME/python:$SPARK_HOME/python/lib/py4j-0.10.7-src.zip:/wd
ENV SPARK_OPTS --driver-java-options=-Xms1024M --driver-java-options=-Xmx4096M --driver-java-options=-Dlog4j.logLevel=info
ENV PYSPARK_PYTHON /conda/envs/rapids/bin/python
ENV PYSPARK_DRIVER_PYTHON /conda/envs/rapids/bin/python
SHELL ["/bin/bash", "-c"]
RUN source activate rapids && \
pip install --upgrade pip && \
pip install --no-cache-dir pyspark==2.3.1 && \
pip install --no-cache-dir --no-deps tensorflow-transform==0.24.1 apache-beam==2.14 tensorflow-metadata==0.14.0 pydot dill \
pip install --no-cache-dir -e git+https://github.com/NVIDIA/dllogger#egg=dllogger
WORKDIR /wd
COPY . .