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Merge pull request #851 from FedML-AI/dev/v0.7.0
Sync the model inference.
2 parents 1b18774 + fb0d323 commit a2a7961

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‎devops/Jenkinsfile‎

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@@ -217,7 +217,7 @@ pipeline {
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sh 'cp -Rf ./aws/* ./devops/scripts/aws'
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sh 'cd ./devops/scripts/;unzip ./docker.zip;unzip ./kubectl.zip;tar -zxvf ./helm-v3.10.3-linux-amd64.tar.gz;mv linux-amd64/helm /usr/local/bin/helm;cd ../../'
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//sh './devops/scripts/build-fedml-docker.sh'
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sh './devops/scripts/build-fedml-docker.sh'
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sh 'docker build --network=host -f ./devops/dockerfile/device-image/Dockerfile-Base -t public.ecr.aws/x6k8q1x9/fedml-device-image:base .'
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container('base') {
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withCredentials([usernamePassword(passwordVariable : 'DOCKERHUB_PASSWORD' ,usernameVariable : 'DOCKERHUB_USERNAME' ,credentialsId : "$DOCKERHUB_CREDENTIAL_ID" ,)]) {
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sh 'docker login --username $DOCKERHUB_USERNAME --password $DOCKERHUB_PASSWORD'
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//sh './devops/scripts/push-fedml-docker.sh'
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sh './devops/scripts/push-fedml-docker.sh'
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}
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withCredentials([usernamePassword(passwordVariable : 'AWS_IAM_ACCESS_ID' ,usernameVariable : 'AWS_ECR_USERNAME' ,credentialsId : "$AWS_ECR_CREDENTIAL_ID_PRODUCTION" ,)]) {

‎devops/dockerfile/device-image/Dockerfile-Base‎

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ARG VERSION=base
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ARG IS_BUILDING_GPU_IMAGE=0
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#ARG BASE_IMAGE=continuumio/miniconda3:4.7.12
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ARG BASE_IMAGE=fedml/fedml:latest-torch1.12.1-cuda11.3-cudnn8-devel
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ARG BASE_IMAGE=fedml/fedml:latest-torch1.13.1-cuda11.6-cudnn8-devel
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FROM ${BASE_IMAGE}
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ADD ./devops/scripts/aws ./fedml/aws

‎devops/dockerfile/model-inference-ingress/Dockerfile‎

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ARG VERSION=dev
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ARG BASE_IMAGE=public.ecr.aws/x6k8q1x9/fedml-device-image:base
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ARG FEDML_PIP_HOME=/usr/local/lib/python3.7/dist-packages/fedml
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ARG FEDML_PIP_HOME=/usr/local/lib/python3.8/dist-packages/fedml
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FROM ${BASE_IMAGE}
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ADD ./devops/scripts/runner.sh ./fedml/runner.sh

‎devops/dockerfile/model-premise-master/Dockerfile‎

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ARG VERSION=dev
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ARG BASE_IMAGE=public.ecr.aws/x6k8q1x9/fedml-device-image:base
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ARG FEDML_PIP_HOME=/usr/local/lib/python3.7/dist-packages/fedml
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ARG FEDML_PIP_HOME=/usr/local/lib/python3.8/dist-packages/fedml
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FROM ${BASE_IMAGE}
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ADD ./devops/scripts/runner.sh ./fedml/runner.sh

‎devops/dockerfile/model-premise-slave/Dockerfile‎

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ARG VERSION=dev
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ARG IS_BUILDING_GPU_IMAGE=0
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ARG BASE_IMAGE=public.ecr.aws/x6k8q1x9/fedml-device-image:base
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ARG FEDML_PIP_HOME=/usr/local/lib/python3.7/dist-packages/fedml
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ARG FEDML_PIP_HOME=/usr/local/lib/python3.8/dist-packages/fedml
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FROM ${BASE_IMAGE}
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ADD ./devops/scripts/runner.sh ./fedml/runner.sh

‎devops/dockerfile/multi-stages-build/Dockerfile-Inference-Dev‎

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ARG VERSION=dev
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ARG BASE_IMAGE=public.ecr.aws/x6k8q1x9/fedml-device-image:base
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ARG FEDML_PIP_HOME=/usr/local/lib/python3.8/dist-packages/fedml
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FROM ${BASE_IMAGE} AS fedml-inference-env-base
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ADD ./devops/scripts/runner.sh ./fedml/runner.sh
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ADD ./devops/scripts/requirements.txt ./fedml/requirements.txt
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RUN chmod a+x ./fedml/runner.sh
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RUN echo "Updating..."
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RUN pip3 install -r ./fedml/requirements.txt
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COPY ./python ./fedml/fedml-pip
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COPY ./python/fedml ${FEDML_PIP_HOME}
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WORKDIR ./fedml/fedml-pip
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RUN pip3 install -e ./
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WORKDIR /fedml
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ARG FEDML_PIP_HOME=/usr/local/lib/python3.8/dist-packages/fedml
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FROM ${BASE_IMAGE} AS fedml-inference-master
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WORKDIR /fedml
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COPY --from=fedml-inference-env-base /fedml/fedml-pip /fedml/fedml-pip
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COPY --from=fedml-inference-env-base /fedml/fedml-pip/python/fedml ${FEDML_PIP_HOME}
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ENV ACCOUNT_ID=0 FEDML_VERSION=${VERSION} SERVER_DEVICE_ID=0 SERVER_OS_NAME=linux INFER_HOST="127.0.0.1" \
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FEDML_REDIS_ADDR="127.0.0.1" FEDML_REDIS_PORT=6379 FEDML_REDIS_PASSWORD="fedml_default"
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CMD fedml model device login ${ACCOUNT_ID} -v ${FEDML_VERSION} -p -m \
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-ih ${INFER_HOST} -id ${SERVER_DEVICE_ID} -os ${SERVER_OS_NAME} \
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-ra ${FEDML_REDIS_ADDR} -rp ${FEDML_REDIS_PORT} -rpw ${FEDML_REDIS_PASSWORD};./runner.sh
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FROM ${BASE_IMAGE} AS fedml-inference-slave
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WORKDIR /fedml
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COPY --from=fedml-inference-env-base /fedml/fedml-pip /fedml/fedml-pip
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COPY --from=fedml-inference-env-base /fedml/fedml-pip/python/fedml ${FEDML_PIP_HOME}
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ENV ACCOUNT_ID=0 FEDML_VERSION=${VERSION} CLIENT_DEVICE_ID=0 CLIENT_OS_NAME=linux INFER_HOST="127.0.0.1"
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CMD fedml model device login ${ACCOUNT_ID} -v ${FEDML_VERSION} -p \
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-id ${CLIENT_DEVICE_ID} -os ${CLIENT_OS_NAME} -ih ${INFER_HOST}; ./runner.sh
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FROM ${BASE_IMAGE} AS fedml-inference-ingress
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WORKDIR /fedml
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COPY --from=fedml-inference-env-base /fedml/fedml-pip /fedml/fedml-pip
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COPY --from=fedml-inference-env-base /fedml/fedml-pip/python/fedml ${FEDML_PIP_HOME}
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ENV FEDML_REDIS_ADDR="local" FEDML_REDIS_PORT=6379 FEDML_REDIS_PASSWORD="fedml_default" \
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FEDML_END_POINT_ID=0 FEDML_MODEL_ID=0 \
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FEDML_MODEL_NAME="model" FEDML_MODEL_VERSION="v1" \
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FEDML_INFER_URL="infer" FEDML_CONFIG_VERSION="release" \
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FEDML_INFER_PORT=5001
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CMD python3 ${FEDML_PIP_HOME}/cli/model_deployment/device_model_inference_entry.py \
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-rp ${FEDML_REDIS_ADDR} -ra ${FEDML_REDIS_PORT} -rpw ${FEDML_REDIS_PASSWORD} \
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-ep ${FEDML_END_POINT_ID} -mi ${FEDML_MODEL_ID} \
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-mn ${FEDML_MODEL_NAME} -mv ${FEDML_MODEL_VERSION} \
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-iu ${FEDML_INFER_URL} -cv ${FEDML_CONFIG_VERSION} \
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-ip ${FEDML_INFER_PORT};./runner.sh
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ARG INF_BACKEND_BASE_IMAGE=nvcr.io/nvidia/tritonserver:22.01-py3
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FROM ${INF_BACKEND_BASE_IMAGE} AS fedml-inference-backend
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ADD ./devops/scripts/runner.sh ./fedml/runner.sh
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ADD ./devops/scripts/requirements.txt ./fedml/requirements.txt
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RUN chmod a+x ./fedml/runner.sh
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ENV FEDML_MODEL_SERVING_REPO_SCAN_INTERVAL=3 \
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FEDML_MODEL_SERVING_REPO_PATH=/home/fedml/fedml-client/fedml/models_serving
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CMD mkdir -p ${FEDML_MODEL_SERVING_REPO_PATH};tritonserver --model-control-mode=poll \
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--strict-model-config=false \
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--backend-config=onnxruntime,default-max-batch-size=1 \
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--repository-poll-secs=${FEDML_MODEL_SERVING_REPO_SCAN_INTERVAL} \
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--model-repository=${FEDML_MODEL_SERVING_REPO_PATH}

‎devops/dockerfile/multi-stages-build/Dockerfile-Traing-Dev‎

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ARG VERSION=dev
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ARG IS_BUILDING_GPU_IMAGE=0
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#ARG BASE_IMAGE=continuumio/miniconda3:4.7.12
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ARG BASE_IMAGE=fedml/fedml:latest-torch1.13.1-cuda11.6-cudnn8-devel
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ARG FEDML_PIP_HOME=/usr/local/lib/python3.8/dist-packages/fedml
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FROM ${BASE_IMAGE} AS fedml-image-base
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ADD ./devops/scripts/aws ./fedml/aws
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ADD ./devops/scripts/setup-aws-cli.sh ./fedml/setup-aws-cli.sh
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ADD ./devops/scripts/set-aws-credentials.sh ./fedml/set-aws-credentials.sh
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ADD ./devops/scripts/docker /usr/bin/
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ADD ./devops/scripts/kubectl /usr/bin/
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ADD ./devops/scripts/requirements.txt ./fedml/requirements.txt
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ADD ./devops/scripts/setup-conda-env.sh ./fedml/setup-conda-env.sh
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RUN chmod a+x /usr/bin/docker
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RUN chmod a+x /usr/bin/kubectl
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RUN chmod a+x ./fedml/setup-aws-cli.sh
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RUN chmod a+x ./fedml/set-aws-credentials.sh
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RUN ./fedml/setup-aws-cli.sh
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RUN apt-get update
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#RUN apt-get -y install gettext-base
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#RUN apt-get -y install unar wget
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#RUN apt-get -y install libquadmath0
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RUN sudo DEBIAN_FRONTEND=noninteractive apt-get install -qq gettext-base < /dev/null > /dev/null
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RUN sudo DEBIAN_FRONTEND=noninteractive apt-get install -qq unar wget < /dev/null > /dev/null
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RUN sudo DEBIAN_FRONTEND=noninteractive apt-get install -qq libquadmath0 < /dev/null > /dev/null
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RUN chmod a+x ./fedml/setup-conda-env.sh
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RUN bash ./fedml/setup-conda-env.sh ${IS_BUILDING_GPU_IMAGE}
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#RUN pip install --upgrade pip
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#RUN pip3 uninstall fedml
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RUN pip3 install --upgrade fedml
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RUN pip3 install -r ./fedml/requirements.txt
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RUN pip3 install --upgrade gevent
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FROM ${BASE_IMAGE} AS fedml-training-env-base
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ADD ./devops/scripts/runner.sh ./fedml/runner.sh
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ADD ./devops/scripts/requirements.txt ./fedml/requirements.txt
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RUN chmod a+x ./fedml/runner.sh
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RUN echo "Updating..."
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RUN pip3 install -r ./fedml/requirements.txt
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COPY ./python ./fedml/fedml-pip
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COPY ./python/fedml ${FEDML_PIP_HOME}
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WORKDIR ./fedml/fedml-pip
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RUN pip3 install -e ./
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#RUN pip3 install -e '.[tensorflow]'
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#RUN pip3 install -e '.[jax]'
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#RUN pip3 install -e '.[mxnet]'
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WORKDIR /fedml
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FROM ${BASE_IMAGE} AS fedml-image-base-with-version
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RUN pip3 install MNN==1.1.6
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WORKDIR /fedml
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COPY --from=fedml-training-env-base /fedml/fedml-pip /fedml/fedml-pip
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COPY --from=fedml-training-env-base /fedml/fedml-pip/fedml ${FEDML_PIP_HOME}
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ENV MODE=normal FEDML_VERSION=${VERSION} ACCOUNT_ID=0 SERVER_DEVICE_ID=0 \
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FEDML_PACKAGE_NAME=package FEDML_PACKAGE_URL=s3_url \
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FEDML_RUNNER_CMD=3dsad
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CMD fedml login ${ACCOUNT_ID} -v ${FEDML_VERSION} -s -r cloud_server -rc ${FEDML_RUNNER_CMD} -id ${SERVER_DEVICE_ID}; ./runner.sh
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FROM ${BASE_IMAGE} AS fedml-client-agent
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WORKDIR /fedml
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COPY --from=fedml-training-env-base /fedml/fedml-pip /fedml/fedml-pip
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COPY --from=fedml-training-env-base /fedml/fedml-pip/fedml ${FEDML_PIP_HOME}
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ENV ACCOUNT_ID=0 FEDML_VERSION=${VERSION} CLIENT_DEVICE_ID=0 CLIENT_OS_NAME=linux
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CMD fedml login ${ACCOUNT_ID} -v ${FEDML_VERSION} -c -id ${CLIENT_DEVICE_ID} -os ${CLIENT_OS_NAME}; ./runner.sh
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FROM ${BASE_IMAGE} AS fedml-server-agent
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WORKDIR /fedml
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COPY --from=fedml-training-env-base /fedml/fedml-pip /fedml/fedml-pip
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COPY --from=fedml-image-base /fedml/fedml-pip/python/fedml ${FEDML_PIP_HOME}
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ENV MODE=normal FEDML_VERSION=${VERSION} ACCOUNT_ID=0 SERVER_AGENT_ID=0 \
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AWS_IAM_ACCESS_ID=0 \
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AWS_IAM_ACCESS_KEY=0 \
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AWS_REGION=0
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CMD ./set-aws-credentials.sh ${AWS_IAM_ACCESS_ID} ${AWS_IAM_ACCESS_KEY} ${AWS_REGION};fedml login ${ACCOUNT_ID} -v ${FEDML_VERSION} -s -r cloud_agent -id ${SERVER_AGENT_ID};./runner.sh
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FROM ${BASE_IMAGE} AS fedml-edge-server
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WORKDIR /fedml
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COPY --from=fedml-training-env-base /fedml/fedml-pip /fedml/fedml-pip
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COPY --from=fedml-image-base /fedml/fedml-pip/python/fedml ${FEDML_PIP_HOME}
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ENV ACCOUNT_ID=0 FEDML_VERSION=${VERSION} SERVER_DEVICE_ID=0 SERVER_OS_NAME=linux
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CMD fedml login ${ACCOUNT_ID} -v ${FEDML_VERSION} -s -id ${SERVER_DEVICE_ID} -os ${SERVER_OS_NAME};./runner.sh

‎devops/k8s/README_MODEL_SERVING.md‎

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After you have installed FedML model serving packages, you may run the helm upgrade commands to modify parameters.
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e.g.
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```helm upgrade --set "autoscaling.enabled=true" --set replicaCount=$InstanceNumber fedml-model-premise-master fedml-model-premise-master-0.7.397.tgz -n $YourNameSpace```
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```helm upgrade --set "autoscaling.enabled=true" --set replicaCount=$InstanceNumber fedml-model-premise-master fedml-model-premise-master-latest.tgz -n $YourNameSpace```
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### 6). Config your CNAME record in your DNS provider (Godaddy, wordpress, AWS Route 53...)
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#### (a). Find the Kubernetes nginx ingress named 'fedml-model-inference-gateway' in your Kubernetes cluster.
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1. Q: Supports automatically scale?
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A: Yes. Call CLI `helm upgrade`. For example, you can do upgrade by using the following CLI:
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```helm upgrade --set "autoscaling.enabled=true" --set replicaCount=$InstanceNumber fedml-model-premise-master fedml-model-premise-master-0.7.397.tgz -n $YourNameSpace```
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```helm upgrade --set "autoscaling.enabled=true" --set replicaCount=$InstanceNumber fedml-model-premise-master fedml-model-premise-master-latest.tgz -n $YourNameSpace```
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2. Q: Does the inference endpoint supports private IP? \

‎devops/k8s/fedml-model-premise-master-latest.tgz‎

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‎devops/k8s/fedml-model-premise-master/Chart.yaml‎

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# This is the chart version. This version number should be incremented each time you make changes
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# to the chart and its templates, including the app version.
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# Versions are expected to follow Semantic Versioning (https://semver.org/)
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version: 0.7.700
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version: 0.8.2
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# This is the version number of the application being deployed. This version number should be
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# incremented each time you make changes to the application. Versions are not expected to

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