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tensorflow 2.13, opencv 4.8.1 python binding along with object detection module research tree installation
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FROM tensorflow/tensorflow:2.13.0 | |
RUN mkdir -p /var/lib/apt/lists/partial && \ | |
apt-get update | |
RUN yes yes | apt-get install wget unzip git | |
RUN useradd -m -s /bin/bash -G sudo od | |
RUN usermod -aG sudo od | |
RUN chmod ug+rw /etc/ld.so.cache | |
RUN mkdir /tf-train | |
RUN chown od /tf-train | |
# Set the user as the default user for the container | |
USER od | |
WORKDIR /tf-train | |
# Lines below seem redundant for tf 2.14.0 | |
RUN wget https://github.com/protocolbuffers/protobuf/releases/download/v24.3/protoc-24.3-linux-x86_64.zip | |
RUN mkdir protoc && unzip protoc-24.3-linux-x86_64.zip -d ./protoc | |
ENV PATH="/tf-train/protoc/bin:/home/od/.local/bin:$PATH" | |
RUN rm *.zip | |
RUN python3 -m pip install --upgrade pip | |
RUN pip3 install opencv-python-headless==4.8.1.78 | |
RUN pip3 install pillow==10.0.0 | |
RUN pip install -U -q "tensorflow==2.13.0" "tf-models-official==2.13.0" | |
#RUN wget https://github.com/tensorflow/models/archive/refs/heads/r2.13.0.zip | |
#RUN unzip r2.13.0.zip && mv models-r2.13.0 models && rm *.zip | |
#added for more consistency going forward. Master changed constantly and research folder might vanish soon | |
RUN git clone https://github.com/ainosoft/models.git | |
WORKDIR /tf-train/models/research/ | |
#COPY protoc-gen.sh . | |
# This statement below doesn't run within docker due to weird constraints. So python proto files are built manually and committed. | |
ENV PATH_TO_TF_ROOT="/tf-train" | |
ENV PYTHONPATH="$PYTHONPATH:$PATH_TO_TF_ROOT/models:$PATH_TO_TF_ROOT/models/research" | |
RUN protoc object_detection/protos/*.proto --python_out=. | |
RUN cp object_detection/packages/tf2/setup.py . | |
RUN python -m pip install . | |
RUN python object_detection/builders/model_builder_tf2_test.py | |
WORKDIR /tf-train |
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