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Browse files- Dockerfile +75 -0
- app.py +41 -0
- requirements.txt +0 -0
Dockerfile
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FROM nvidia/cuda:11.8.0-cudnn8-devel-ubuntu22.04
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ENV DEBIAN_FRONTEND=noninteractive \
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TZ=America/Los_Angeles
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ARG USE_PERSISTENT_DATA
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RUN apt-get update && apt-get install -y \
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git \
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make build-essential libssl-dev zlib1g-dev libc6 libc-bin \
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libbz2-dev libreadline-dev libsqlite3-dev wget curl llvm \
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libncursesw5-dev xz-utils tk-dev libxml2-dev libxmlsec1-dev libffi-dev liblzma-dev git-lfs \
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ffmpeg libsm6 libxext6 cmake libgl1-mesa-glx xvfb \
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&& rm -rf /var/lib/apt/lists/* \
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&& git lfs install
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WORKDIR /code
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COPY ./requirements.txt /code/requirements.txt
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# User
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RUN useradd -m -u 1000 user
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USER user
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ENV HOME=/home/user \
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PATH=/home/user/.local/bin:$PATH
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# Pyenv
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RUN curl https://pyenv.run | bash
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ENV PATH=$HOME/.pyenv/shims:$HOME/.pyenv/bin:$PATH
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ARG PYTHON_VERSION=3.10.13
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# Python
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RUN pyenv install $PYTHON_VERSION && \
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pyenv global $PYTHON_VERSION && \
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pyenv rehash && \
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pip install --no-cache-dir --upgrade pip setuptools wheel && \
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pip install --no-cache-dir \
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datasets \
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huggingface-hub "protobuf<4" "click<8.1"
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# pip install torch==1.12.1+cu116 torchvision==0.13.1+cu116 torchaudio==0.12.1 --extra-index-url https://download.pytorch.org/whl/cu116
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RUN pip install --no-cache-dir --upgrade -r /code/requirements.txt
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# Set the working directory to /data if USE_PERSISTENT_DATA is set, otherwise set to $HOME/app
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WORKDIR $HOME/app
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# Copy the current directory contents into the container at $HOME/app setting the owner to the user
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RUN git clone https://github.com/dreamgaussian/dreamgaussian . && \
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pip install -r requirements.txt && \
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pip install -q torch-ema einops tensorboardX plyfile dearpygui huggingface_hub diffusers accelerate transformers xatlas && \
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pip install -q trimesh PyMCubes pymeshlab rembg[gpu,cli] omegaconf ninja gradio && \
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pip install -q https://github.com/camenduru/diff-gaussian-rasterization/releases/download/v1.0/diff_gaussian_rasterization-0.0.0-cp310-cp310-linux_x86_64.1.whl && \
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pip install -q https://github.com/camenduru/diff-gaussian-rasterization/releases/download/v1.0/simple_knn-0.0.0-cp310-cp310-linux_x86_64.1.whl && \
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pip install -q https://github.com/camenduru/diff-gaussian-rasterization/releases/download/v1.0/nvdiffrast-0.3.1-py3-none-any.whl && \
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pip install -q https://github.com/camenduru/diff-gaussian-rasterization/releases/download/v1.0/kiui-0.1.8-py3-none-any.whl
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USER user
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# Set home to the user's home directory
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ENV HOME=/home/user \
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PATH=/home/user/.local/bin:$PATH \
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PYTHONPATH=$HOME/app \
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PYTHONUNBUFFERED=1 \
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GRADIO_ALLOW_FLAGGING=never \
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GRADIO_NUM_PORTS=1 \
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GRADIO_SERVER_NAME=0.0.0.0 \
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GRADIO_THEME=huggingface \
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SYSTEM=spaces
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# Copy the current directory contents into the container at $HOME/app setting the owner to the user
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COPY --chown=user . $HOME/app
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CMD ["python3", "app.py"]
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app.py
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import re
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import subprocess
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import gradio as gr
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import tempfile
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def create_from_text(prompt):
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temp_dir = tempfile.mkdtemp()
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sanitized_prompt = re.sub('[^0-9a-zA-Z]+', '_', prompt)
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cmd1 = ["python", "main.py", "--config", "configs/text.yaml", f"prompt={prompt}", f"save_path={temp_dir}"]
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cmd2 = ["python", "main2.py", "--config", "configs/text.yaml", f"prompt={prompt}", f"save_path={temp_dir}"]
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cmd3 = ["xvfb-run", "python", "-m", "kiui.render", f"{temp_dir}/{sanitized_prompt}.obj", "--save_video", f"{temp_dir}/{sanitized_prompt}.mp4"]
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subprocess.run(cmd1)
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subprocess.run(cmd2)
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subprocess.run(cmd3)
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return f"{temp_dir}/{sanitized_prompt}.mp4"
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def create_from_image(image):
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sanitized_prompt = 'image'
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image.save(f"{sanitized_prompt}.png")
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cmd1 = ["python", "process.py", f"{sanitized_prompt}.png", "--size", "512"] # <<< 256 may be a good default
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cmd2 = ["python", "main.py", "--config", "configs/image.yaml", f"input={sanitized_prompt}_rgba.png", f"save_path={sanitized_prompt}"]
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cmd3 = ["python", "main2.py", "--config", "configs/image.yaml", f"input={sanitized_prompt}_rgba.png", f"save_path={sanitized_prompt}"]
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cmd4 = ["xvfb-run", "python", "-m", "kiui.render", f"logs/{sanitized_prompt}.obj", "--save_video", f"{sanitized_prompt}.mp4"]
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subprocess.run(cmd1)
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subprocess.run(cmd2)
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subprocess.run(cmd3)
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subprocess.run(cmd4)
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return f"{sanitized_prompt}.mp4"
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with gr.Blocks() as demo:
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prompt = gr.Textbox(lines=2, placeholder="Enter Prompt...")
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image = gr.Image(type="pil", label="Image")
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btn = gr.Button("Generate from text")
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btn_2 = gr.Button("Generate from image")
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video = gr.Video(type="mp4")
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btn.click(create_from_text, inputs=prompt, outputs=video)
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btn_2.click(create_from_image, inputs=image, outputs=video)
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demo.queue(concurrency_count=1)
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demo.launch(debug=True)
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requirements.txt
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File without changes
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