Rehber AMD için Windows ve Linux'a Stable Diffusion kurulumu ve performans karşılaştırması

cd C:\
git clone https://github.com/lshqqytiger/stable-diffusion-webui-directml && cd stable-diffusion-webui-directml && git submodule init && git submodule update

--opt-sub-quad-attention --medvram --disable-nan-check

sudo mkdir --parents --mode=0755 /etc/apt/keyrings
wget https://repo.radeon.com/rocm/rocm.gpg.key -O - | \
    gpg --dearmor | sudo tee /etc/apt/keyrings/rocm.gpg > /dev/null

# amdgpu repository for focal
echo 'deb [arch=amd64 signed-by=/etc/apt/keyrings/rocm.gpg] https://repo.radeon.com/amdgpu/5.4.1/ubuntu focal main' \
    | sudo tee /etc/apt/sources.list.d/amdgpu.list
sudo apt update

sudo apt install amdgpu-dkms
sudo reboot

# ROCm repositories for focal
for ver in 5.3.3 5.4.1; do
echo "deb [arch=amd64 signed-by=/etc/apt/keyrings/rocm.gpg] https://repo.radeon.com/rocm/apt/$ver focal main" \
    | sudo tee --append /etc/apt/sources.list.d/rocm.list
done
echo -e 'Package: *\nPin: release o=repo.radeon.com\nPin-Priority: 600' \
    | sudo tee /etc/apt/preferences.d/rocm-pin-600
sudo apt update

# amdgpu repository for jammy
echo 'deb [arch=amd64 signed-by=/etc/apt/keyrings/rocm.gpg] https://repo.radeon.com/amdgpu/5.4.1/ubuntu jammy main' \
    | sudo tee /etc/apt/sources.list.d/amdgpu.list
sudo apt update

sudo apt install amdgpu-dkms
sudo reboot

# ROCm repositories for jammy
for ver in 5.3.3 5.4.1; do
echo "deb [arch=amd64 signed-by=/etc/apt/keyrings/rocm.gpg] https://repo.radeon.com/rocm/apt/$ver jammy main" \
    | sudo tee --append /etc/apt/sources.list.d/rocm.list
done
echo -e 'Package: *\nPin: release o=repo.radeon.com\nPin-Priority: 600' \
    | sudo tee /etc/apt/preferences.d/rocm-pin-600
sudo apt update

sudo apt install rocm-hip-sdk

sudo tee --append /etc/ld.so.conf.d/rocm.conf <<EOF
/opt/rocm/lib
/opt/rocm/lib64
EOF
sudo ldconfig

export PATH=$PATH:/opt/rocm-5.4.1/bin:/opt/rocm-5.4.1/opencl/bin

/opt/rocm/bin/rocminfo

sudo apt-get update
sudo apt-get install ca-certificates curl gnupg

sudo install -m 0755 -d /etc/apt/keyrings
curl -fsSL https://download.docker.com/linux/ubuntu/gpg | sudo gpg --dearmor -o /etc/apt/keyrings/docker.gpg
sudo chmod a+r /etc/apt/keyrings/docker.gpg

echo \
  "deb [arch="$(dpkg --print-architecture)" signed-by=/etc/apt/keyrings/docker.gpg] https://download.docker.com/linux/ubuntu \
  "$(. /etc/os-release && echo "$VERSION_CODENAME")" stable" | \
  sudo tee /etc/apt/sources.list.d/docker.list > /dev/null

sudo apt-get update

sudo apt-get install docker-ce docker-ce-cli containerd.io docker-buildx-plugin docker-compose-plugin

sudo systemctl enable docker

sudo usermod -aG docker $USER

docker pull rocm/pytorch

docker run -it --network=host --device=/dev/kfd --device=/dev/dri --group-add=video --ipc=host --cap-add=SYS_PTRACE --security-opt seccomp=unconfined -v $HOME/dockerx:/dockerx rocm/pytorch

cd /dockerx

git clone https://github.com/AUTOMATIC1111/stable-diffusion-webui

cd stable-diffusion-webui

python -m pip install --upgrade pip wheel

python -m venv venv

source venv/bin/activate

TORCH_COMMAND="pip install torch torchvision --extra-index-url https://download.pytorch.org/whl/rocm5.4.2" REQS_FILE="requirements.txt" python launch.py

pip install pytorch-lightning==1.6.5

TORCH_COMMAND="pip install torch torchvision --extra-index-url https://download.pytorch.org/whl/rocm5.4.2" REQS_FILE="requirements.txt" python launch.py

HSA_OVERRIDE_GFX_VERSION=10.3.0 TORCH_COMMAND="pip install torch torchvision --extra-index-url https://download.pytorch.org/whl/rocm5.4.2" REQS_FILE="requirements.txt" python launch.py --opt-split-attention

HSA_OVERRIDE_GFX_VERSION=10.3.0 TORCH_COMMAND="pip install torch torchvision --extra-index-url https://download.pytorch.org/whl/rocm5.4.2" REQS_FILE="requirements.txt" python launch.py --opt-split-attention --medvram

docker container ls -a

sudo systemctl enable docker

sudo docker container restart "tırnak işareti olmadan sizdeki docker container ismi"

sudo docker exec -it "tırnak işareri olmadan sizdeki docker container ismi" bash -c

cd /dockerx/stable-diffusion-webui

source venv/bin/activate

HSA_OVERRIDE_GFX_VERSION=10.3.0 TORCH_COMMAND="pip install torch torchvision --extra-index-url https://download.pytorch.org/whl/rocm5.4.2" REQS_FILE="requirements.txt" python launch.py

sudo systemctl enable docker
sudo docker container restart "tırnak işareti olmadan sizdeki docker container ismi"
sudo docker exec -it "tırnak işareti olmadan sizdeki docker container ismi"  bash -c 'cd /dockerx/stable-diffusion-webui && source venv/bin/activate && HSA_OVERRIDE_GFX_VERSION=10.3.0 TORCH_COMMAND="pip install torch torchvision --extra-index-url https://download.pytorch.org/whl/rocm5.4.2" REQS_FILE="requirements.txt" python launch.py --opt-split-attention'