| # Manual Installation |
|
|
| If some packages fail to install using the standard methods due to network issues or other reasons, this guide provides detailed instructions for manual installation. |
|
|
| ## Setting Up Conda Environment and CUDA 12.1 |
|
|
| ```bash |
| # Create a new conda environment |
| conda create -n fastsam3d python=3.11 |
| |
| # Activate the environment |
| conda activate fastsam3d |
| |
| # Install dependencies from YAML file |
| conda env update -f environments/default.yml |
| ``` |
|
|
| ```bash |
| # Configure PyPI indexes for NVIDIA and PyTorch CUDA packages |
| export PIP_EXTRA_INDEX_URL="https://pypi.ngc.nvidia.com https://download.pytorch.org/whl/cu121" |
| ``` |
|
|
| ## Installing requirements.txt and dev.txt |
|
|
| ```bash |
| # Install the package in development mode with dev dependencies |
| pip install -e '.[dev]' |
| ``` |
|
|
| ## Installing PyTorch for Python 3.11 and CUDA 12.1 |
|
|
| ```bash |
| # Install PyTorch with CUDA 12.1 support |
| pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu121 |
| ``` |
|
|
| ## Manually Installing utils3d |
|
|
| Download utils3d from GitHub to your local machine: |
|
|
| ```bash |
| # Clone the utils3d repository |
| git clone https://github.com/EasternJournalist/utils3d.git |
| |
| # Navigate to the repository |
| cd utils3d |
| |
| # Checkout the specific commit |
| git checkout 3913c65d81e05e47b9f367250cf8c0f7462a0900 |
| ``` |
|
|
| Transfer the utils3d directory to the server at `MoGe/utils3d` and install manually: |
|
|
| ```bash |
| # Navigate to utils3d directory |
| cd utils3d |
| |
| # Install the package (NOT in editable mode) |
| pip install . |
| ``` |
|
|
| > **Important**: Do NOT use `pip install . -e` (editable mode) |
|
|
| ## Manually Installing MoGe |
|
|
| MoGe depends on utils3d and is not available on PyPI, so it must be downloaded from Git. |
|
|
| ```bash |
| # 1. Comment out the utils3d Git dependency in MoGe/requirements.txt: |
| # Original line: git+https://github.com/EasternJournalist/utils3d.git@3913c65d81e05e47b9f367250cf8c0f7462a0900 |
| # Change to: # git+https://github.com/EasternJournalist/utils3d.git@3913c65d81e05e47b9f367250cf8c0f7462a0900 |
| ``` |
|
|
| ```bash |
| # 2. In pyproject.toml, change: |
| # "EasternJournalist/utils3d.git@3913c65d81e05e47b9f367250cf8c0f7462a0900" |
| # To: |
| # "utils3d" |
| # (since we've already installed utils3d) |
| ``` |
|
|
| ```bash |
| # Navigate to MoGe directory and install |
| cd MoGe |
| pip install . |
| ``` |
|
|
| ## Manually Installing gsplat |
|
|
| First, install the required build tools to avoid `no-build-isolation` errors: |
|
|
| ```bash |
| pip install hatchling hatch-requirements-txt |
| ``` |
|
|
| ```bash |
| # Navigate to gsplat directory and compile |
| cd gsplat |
| MAX_JOBS=4 pip install . --no-build-isolation -v |
| ``` |
|
|
| > **Successful compilation output**: |
| > Successfully installed gsplat-1.5.3 jaxtyping-0.3.3 wadler-lindig-0.1.7 |
|
|
| ## Manually Installing pytorch3d |
|
|
| First, check if these dependencies are already installed: |
|
|
| ```bash |
| pip show fvcore |
| pip show iopath |
| ``` |
|
|
| ```bash |
| # Navigate to pytorch3d directory and compile |
| cd pytorch3d |
| export FORCE_CUDA=1 |
| export TORCH_CUDA_ARCH_LIST="8.0" |
| MAX_JOBS=4 pip install . --no-build-isolation -v |
| ``` |
|
|
| > **Successfully installed**: pytorch3d-0.7.8 |
|
|
| ## Installing inference.txt Dependencies |
|
|
| Install these manually (avoid `pip install -e '.[inference]'` as it reinstalls requirements.txt): |
|
|
| ```bash |
| # Configure Kaolin download link |
| export PIP_FIND_LINKS="https://nvidia-kaolin.s3.us-east-2.amazonaws.com/torch-2.5.1_cu121.html" |
| ``` |
|
|
| ```bash |
| # Install inference dependencies |
| pip install kaolin==0.17.0 |
| conda install -c conda-forge "numpy>=2,<2.3.0" |
| pip install seaborn==0.13.2 |
| pip install gradio==5.49.0 |
| ``` |
|
|
| ## Compiling flash-attention |
|
|
| Installing `[p3d]` would reinstall requirements.txt, so we install flash-attention manually. |
|
|
| > **Note**: This compilation is time-consuming (approximately 1 hour). |
|
|
| Default installation method: |
| ```bash |
| pip install -e '.[p3d]' |
| ``` |
|
|
| Alternative (recommended): |
| ```bash |
| MAX_JOBS=4 pip install flash_attn==2.8.3 --no-build-isolation -i https://pypi.tuna.tsinghua.edu.cn/simple |
| ``` |
|
|
| ## Reinstalling requirement.txt (if some packages failed) |
|
|
| If some packages from requirements.txt were not installed successfully: |
|
|
| ```bash |
| pip install -r requirement.txt |
| ``` |
|
|
