# Copyright 2019 The MediaPipe Authors. # # 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. FROM ubuntu:18.04 MAINTAINER WORKDIR /io WORKDIR /mediapipe ENV DEBIAN_FRONTEND=noninteractive RUN apt-get update && apt-get install -y --no-install-recommends \ build-essential \ ca-certificates \ curl \ ffmpeg \ git \ wget \ unzip \ python3-dev \ python3-pip \ python3-opencv \ libopencv-core-dev \ libopencv-highgui-dev \ libopencv-imgproc-dev \ libopencv-video-dev \ libopencv-calib3d-dev \ libopencv-features2d-dev \ software-properties-common && \ add-apt-repository -y ppa:openjdk-r/ppa && \ apt-get update && apt-get install -y openjdk-8-jdk && \ apt-get clean && \ rm -rf /var/lib/apt/lists/* RUN wget -O /mediapipe/BBB.mp4 https://download.blender.org/peach/bigbuckbunny_movies/BigBuckBunny_320x180.mp4 RUN pip3 install --upgrade setuptools RUN pip3 install future RUN pip3 install six==1.14.0 RUN pip3 install wheel RUN pip3 install tf_slim RUN pip3 install tensorflow==1.14.0 RUN ln -s /usr/bin/python3 /usr/bin/python # Install bazel ARG BAZEL_VERSION=2.0.0 RUN mkdir /bazel && \ wget --no-check-certificate -O /bazel/installer.sh "https://github.com/bazelbuild/bazel/releases/download/${BAZEL_VERSION}/bazel-${BAZEL_VERSION}-installer-linux-x86_64.sh" && \ wget --no-check-certificate -O /bazel/LICENSE.txt "https://raw.githubusercontent.com/bazelbuild/bazel/master/LICENSE" && \ chmod +x /bazel/installer.sh && \ /bazel/installer.sh && \ rm -f /bazel/installer.sh COPY . /mediapipe/ #### #### BUILD #### #object detection TF RUN bazel build -c opt \ --define MEDIAPIPE_DISABLE_GPU=1 \ --define no_aws_support=true \ --linkopt=-s \ mediapipe/examples/desktop/object_detection:object_detection_tensorflow #object detection TFLite RUN bazel build -c opt \ --define MEDIAPIPE_DISABLE_GPU=1 \ mediapipe/examples/desktop/object_detection:object_detection_tflite #media sequence RUN bazel build -c opt \ --define MEDIAPIPE_DISABLE_GPU=1 \ mediapipe/examples/desktop/media_sequence:media_sequence_demo #autoflip RUN bazel build -c opt \ --define MEDIAPIPE_DISABLE_GPU=1 \ mediapipe/examples/desktop/autoflip:run_autoflip #yt8m RUN mkdir -p /tmp/mediapipe WORKDIR /tmp/mediapipe RUN curl -O http://data.yt8m.org/pca_matrix_data/inception3_mean_matrix_data.pb RUN curl -O http://data.yt8m.org/pca_matrix_data/inception3_projection_matrix_data.pb RUN curl -O http://data.yt8m.org/pca_matrix_data/vggish_mean_matrix_data.pb RUN curl -O http://data.yt8m.org/pca_matrix_data/vggish_projection_matrix_data.pb RUN curl -O http://download.tensorflow.org/models/image/imagenet/inception-2015-12-05.tgz RUN tar -xzf inception-2015-12-05.tgz RUN curl -O http://data.yt8m.org/models/baseline/saved_model.tar.gz RUN tar -xf saved_model.tar.gz WORKDIR /mediapipe RUN bazel build -c opt \ --define MEDIAPIPE_DISABLE_GPU=1 \ --linkopt=-s \ --define no_aws_support=true \ mediapipe/examples/desktop/youtube8m:extract_yt8m_features RUN bazel build -c opt \ --define='MEDIAPIPE_DISABLE_GPU=1' \ --linkopt=-s \ mediapipe/examples/desktop/youtube8m:model_inference RUN bazel build -c opt \ --define='MEDIAPIPE_DISABLE_GPU=1' \ --linkopt=-s \ mediapipe/examples/desktop/youtube8m:model_inference #### #### RUN #### #object detection TF RUN GLOG_logtostderr=1 bazel-bin/mediapipe/examples/desktop/object_detection/object_detection_tensorflow \ --calculator_graph_config_file=mediapipe/graphs/object_detection/object_detection_desktop_tensorflow_graph.pbtxt \ --input_side_packets=input_video_path=mediapipe/examples/desktop/object_detection/test_video.mp4,output_video_path=/tmp/output-tensorflow.mp4 #object detection TFLite RUN GLOG_logtostderr=1 bazel-bin/mediapipe/examples/desktop/object_detection/object_detection_tflite \ --calculator_graph_config_file=mediapipe/graphs/object_detection/object_detection_desktop_tflite_graph.pbtxt \ --input_side_packets=input_video_path=mediapipe/examples/desktop/object_detection/test_video.mp4,output_video_path=/tmp/output-tflite.mp4 #media sequence #TODO add python RUN python -m mediapipe.examples.desktop.media_sequence.demo_dataset \ --path_to_demo_data=/tmp/demo_data/ \ --path_to_mediapipe_binary=bazel-bin/mediapipe/examples/desktop/media_sequence/media_sequence_demo \ --path_to_graph_directory=mediapipe/graphs/media_sequence/ RUN PYTHONPATH=$PYTHONPATH:/mediapipe python ./mediapipe/examples/desktop/media_sequence/read_demo_dataset.py #autoflip RUN GLOG_logtostderr=1 bazel-bin/mediapipe/examples/desktop/autoflip/run_autoflip \ --calculator_graph_config_file=mediapipe/examples/desktop/autoflip/autoflip_graph.pbtxt \ --input_side_packets=input_video_path=mediapipe/examples/desktop/object_detection/test_video.mp4,output_video_path=/tmp/output-autoflip.mp4,aspect_ratio=1:1 #yt8m RUN python3 -m mediapipe.examples.desktop.youtube8m.generate_vggish_frozen_graph RUN python3 -m mediapipe.examples.desktop.youtube8m.generate_input_sequence_example \ --path_to_input_video=/mediapipe/BBB.mp4 \ --clip_end_time_sec=120 RUN GLOG_logtostderr=1 bazel-bin/mediapipe/examples/desktop/youtube8m/extract_yt8m_features \ --calculator_graph_config_file=mediapipe/graphs/youtube8m/feature_extraction.pbtxt \ --input_side_packets=input_sequence_example=/tmp/mediapipe/metadata.pb \ --output_side_packets=output_sequence_example=/tmp/mediapipe/features.pb # If we want the docker image to contain the pre-built object_detection_offline_demo binary, do the following # RUN bazel build -c opt --define MEDIAPIPE_DISABLE_GPU=1 mediapipe/examples/desktop/demo:object_detection_tensorflow_demo