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
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sudo apt install rocm-libs miopen-hip cxlactivitylogger2
sudo apt update3
sudo apt install rocm-libs miopen-hip cxlactivitylogger4
sudo apt install rocm-dev5
wget -qO - http://repo.radeon.com/rocm/apt/debian/rocm.gpg.key | sudo apt-key add -6
echo 'deb [arch=amd64] http://repo.radeon.com/rocm/apt/debian/ xenial main' | sudo tee /etc/apt/sources.list.d/rocm.list7
sudo apt update8
sudo apt install rocm-dev9
echo 'SUBSYSTEM=="kfd", KERNEL=="kfd", TAG+="uaccess", GROUP="video"' | sudo tee /etc/udev/rules.d/70-kfd.rules10
groups11
sudo usermod -a -G wheel kenneth12
sudo usermod -a -G admin kenneth13
sudo apt install rocm-utils14
sudo apt install rocm-libs15
/opt/rocm/bin/rocminfo16
sudo /opt/rocm/bin/rocminfo17
sudo /opt/rocm/opencl/bin/x86_64/clinfo18
echo 'export PATH=$PATH:/opt/rocm/bin:/opt/rocm/profiler/bin:/opt/rocm/opencl/bin/x86_64' | sudo tee -a /etc/profile.d/rocm.sh19
export ROCM_PATH=/opt/rocm20
export DEBIAN_FRONTEND noninteractive21
sudo apt update && sudo apt install -y wget software-properties-common22
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/*23
pip install --user tensorflow-rocm --upgrade24
pip3 install --user tensorflow-rocm --upgradeRunning vgg19 was not possible. Maybe due to tf 1.13.1
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