Team Red Build Build list: 32 gb (2 16 gb dimms) of 3000 MHz GSkill Trident Z Ryzen 7 1700 Vega 56 (ASRock blower) Wraith Spire B450 Aorus M 128gb ssd 2 tb hard drive 750 watt power supply Rosewill scm-01 case Tensorflow benchmarks: InceptionV3 67.08 Images per second for batch size of 64. Not enough ram at batch size of 80 VGG16 80.57 Images per second for batch size of 64 VGG16 (fp 16) 52.66 Images per second for batch size of 64 Resnet 50 125.27 Images per second for batch size of 64 116.76 Images per second for batch size of 80 OOM for batch size of 128 Resnet 50 (fp 16) 138.12 Images per second for batch size of 64 Resnet 50 (fp 16 export TF_ROCM_FUSION_ENABLE=1) 145.19 Images per second for batch size of 64 153.18 Images per second for batch size of 128 Stuff I tried out to get it running outside of docker sudo apt install rocm-libs miopen-hip cxlactivitylogger sudo apt update sudo apt install rocm-libs miopen-hip cxlactivitylogger sudo apt install rocm-dev wget -qO - http://repo.radeon.com/rocm/apt/debian/rocm.gpg.key | sudo apt-key add - echo 'deb [arch=amd64] http://repo.radeon.com/rocm/apt/debian/ xenial main' | sudo tee /etc/apt/sources.list.d/rocm.list sudo apt update sudo apt install rocm-dev echo 'SUBSYSTEM=="kfd", KERNEL=="kfd", TAG+="uaccess", GROUP="video"' | sudo tee /etc/udev/rules.d/70-kfd.rules groups sudo usermod -a -G wheel kenneth sudo usermod -a -G admin kenneth sudo apt install rocm-utils sudo apt install rocm-libs /opt/rocm/bin/rocminfo sudo /opt/rocm/bin/rocminfo sudo /opt/rocm/opencl/bin/x86_64/clinfo echo 'export PATH=$PATH:/opt/rocm/bin:/opt/rocm/profiler/bin:/opt/rocm/opencl/bin/x86_64' | sudo tee -a /etc/profile.d/rocm.sh export ROCM_PATH=/opt/rocm export DEBIAN_FRONTEND noninteractive sudo apt update && sudo apt install -y wget software-properties-common sudo apt-get update && sudo apt-get install -y python3-numpy python3-dev python3-wheel python3-mock python3-future python3-pip python3-yaml python3-setuptools && sudo apt-get clean && sudo rm -rf /var/lib/apt/lists/* pip install --user tensorflow-rocm --upgrade pip3 install --user tensorflow-rocm --upgrade Running vgg19 was not possible. Maybe due to tf 1.13.1