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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

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