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| FROM pytorch/pytorch:2.0.0-cuda11.7-cudnn8-runtime | |
| ENV DEBIAN_FRONTEND=noninteractive | |
| # Set the MKL_THREADING_LAYER environment variable to GNU | |
| ENV MKL_THREADING_LAYER=GNU | |
| RUN apt-get update && apt-get install -y git libgl1-mesa-glx libglib2.0-0 build-essential cmake aria2 | |
| RUN useradd -m -u 1000 user | |
| USER user | |
| ENV HOME=/home/user \ | |
| PATH=/home/user/.local/bin:$PATH \ | |
| PYTHONPATH=$HOME/app \ | |
| PYTHONUNBUFFERED=1 \ | |
| GRADIO_ALLOW_FLAGGING=never \ | |
| GRADIO_NUM_PORTS=1 \ | |
| GRADIO_SERVER_NAME=0.0.0.0 \ | |
| GRADIO_THEME=huggingface \ | |
| GRADIO_SHARE=False \ | |
| SYSTEM=spaces | |
| # Set the working directory to the user's home directory | |
| WORKDIR $HOME/app | |
| RUN git clone -b dev https://github.com/camenduru/HandRefiner.git $HOME/app | |
| RUN git clone -b dev --recursive https://github.com/camenduru/MeshGraphormer $HOME/app/MeshGraphormer | |
| # Install dependencies | |
| RUN pip install -q pytorch-lightning omegaconf einops yacs trimesh mediapipe rtree boto3 | |
| RUN pip install -q git+https://gitlab.eecs.umich.edu/ngv-python-modules/opendr | |
| RUN pip install -q https://download.pytorch.org/whl/cu121/xformers-0.0.22.post7-cp310-cp310-manylinux2014_x86_64.whl | |
| RUN pip install --no-cache-dir gradio albumentations azureml chumpy einops matplotlib mediapipe numpy omegaconf opencv_contrib_python opencv_python opencv_python_headless Pillow pytorch_lightning pytorch_pretrained_bert safetensors scipy timm torchvision==0.15.1 tqdm transformers trimesh xformers yacs | |
| RUN aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/camenduru/HandRefiner/resolve/main/basicModel_neutral_lbs_10_207_0_v1.0.0.pkl -d $HOME/app/MeshGraphormer/src/modeling/data -o basicModel_neutral_lbs_10_207_0_v1.0.0.pkl | |
| RUN aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/camenduru/HandRefiner/resolve/main/MANO_RIGHT.pkl -d $HOME/app/MeshGraphormer/src/modeling/data -o MANO_RIGHT.pkl | |
| RUN aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/camenduru/HandRefiner/resolve/main/graphormer_release/graphormer_3dpw_state_dict.bin -d $HOME/app/MeshGraphormer/models/graphormer_release -o graphormer_3dpw_state_dict.bin | |
| RUN aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/camenduru/HandRefiner/resolve/main/graphormer_release/graphormer_h36m_state_dict.bin -d $HOME/app/MeshGraphormer/models/graphormer_release -o graphormer_h36m_state_dict.bin | |
| RUN aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/camenduru/HandRefiner/resolve/main/graphormer_release/graphormer_hand_state_dict.bin -d $HOME/app/MeshGraphormer/models/graphormer_release -o graphormer_hand_state_dict.bin | |
| RUN aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/camenduru/HandRefiner/raw/main/hrnet/cls_hrnet_w40_sgd_lr5e-2_wd1e-4_bs32_x100.yaml -d $HOME/app/MeshGraphormer/models/hrnet -o cls_hrnet_w40_sgd_lr5e-2_wd1e-4_bs32_x100.yaml | |
| RUN aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/camenduru/HandRefiner/raw/main/hrnet/cls_hrnet_w64_sgd_lr5e-2_wd1e-4_bs32_x100.yaml -d $HOME/app/MeshGraphormer/models/hrnet -o cls_hrnet_w64_sgd_lr5e-2_wd1e-4_bs32_x100.yaml | |
| RUN aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/camenduru/HandRefiner/resolve/main/hrnet/hrnetv2_w40_imagenet_pretrained.pth -d $HOME/app/MeshGraphormer/models/hrnet -o hrnetv2_w40_imagenet_pretrained.pth | |
| RUN aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/camenduru/HandRefiner/resolve/main/hrnet/hrnetv2_w64_imagenet_pretrained.pth -d $HOME/app/MeshGraphormer/models/hrnet -o hrnetv2_w64_imagenet_pretrained.pth | |
| WORKDIR $HOME/app/MeshGraphormer | |
| RUN pip install -e . | |
| RUN pip install -e ./manopth/. | |
| RUN aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/camenduru/HandRefiner/resolve/main/hand_landmarker.task -d $HOME/app/preprocessor -o hand_landmarker.task | |
| RUN aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/camenduru/HandRefiner/resolve/main/inpaint_depth_control.ckpt -d $HOME/app/models -o inpaint_depth_control.ckpt | |
| RUN aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/camenduru/HandRefiner/resolve/main/ckpt200-multisc-pred.zip -d $HOME/app/MeshGraphormer/predictions -o ckpt200-multisc-pred.zip | |
| WORKDIR $HOME/app | |
| RUN mkdir output | |
| RUN mkdir examples | |
| COPY examples examples | |
| COPY app.py . | |
| # Set the environment variable to specify the GPU device | |
| ENV CUDA_DEVICE_ORDER=PCI_BUS_ID | |
| ENV CUDA_VISIBLE_DEVICES=0 | |
| # Run your app.py script | |
| CMD ["python", "app.py"] |