# Project Structure ```text kimodo/ ├── kimodo/ # Main Python package │ ├── model/ # Model architecture and loading │ │ ├── kimodo_model.py # Kimodo diffusion model wrapper │ │ ├── twostage_denoiser.py # Two-stage denoising architecture │ │ ├── backbone.py # Transformer encoder backbone │ │ ├── diffusion.py # Diffusion process │ │ ├── cfg.py # Classifier-free guidance │ │ ├── common.py # Shared model utilities │ │ ├── load_model.py # Model loading and registry lookup │ │ ├── loading.py # Checkpoint loading utilities │ │ ├── registry.py # Model registry (skeleton, checkpoint URLs) │ │ ├── text_encoder_api.py # Text encoder API client │ │ ├── tmr.py # TMR compatibility │ │ └── llm2vec/ # LLM-based text encoder │ ├── motion_rep/ # Motion representation │ │ ├── reps/ # Skeleton-specific motion reps │ │ │ ├── base.py # Base motion rep types │ │ │ ├── kimodo_motionrep.py │ │ │ └── tmr_motionrep.py │ │ ├── conditioning.py # Conditioning (text, constraints) │ │ ├── feature_utils.py # Feature extraction │ │ ├── feet.py # Foot contact / smoothing │ │ ├── smooth_root.py # Smooth root representation │ │ └── stats.py # Normalization statistics │ ├── skeleton/ # Skeleton definitions and kinematics │ │ ├── definitions.py # Skeleton topology (joints, chains) │ │ ├── registry.py # Skeleton registry │ │ ├── base.py # Base skeleton types │ │ ├── kinematics.py # Forward kinematics │ │ ├── transforms.py # Rotation/transform utilities │ │ └── bvh.py # BVH I/O │ ├── viz/ # Visualization │ │ ├── scene.py # 3D scene setup │ │ ├── playback.py # Timeline / motion playback │ │ ├── viser_utils.py # Viser 3D helpers │ │ ├── gui.py # Demo GUI components │ │ ├── constraint_ui.py # Constraint editing UI │ │ ├── coords.py # Coordinate frames │ │ ├── soma_skin.py # SOMA character skinning │ │ ├── soma_layer_skin.py # SOMA layer-based skinning │ │ ├── smplx_skin.py # SMPL-X skinning │ │ └── g1_rig.py # G1 robot rig │ ├── demo/ # Interactive web demo │ │ ├── app.py # Demo entry (Gradio / Viser) │ │ ├── config.py # Demo configuration │ │ ├── state.py # Application state │ │ ├── ui.py # UI layout and callbacks │ │ ├── generation.py # Generation pipeline for demo │ │ ├── embedding_cache.py # Cached text embeddings │ │ ├── queue_manager.py # Request queue for demo │ │ └── __main__.py # Demo run as module │ ├── exports/ # Motion export formats │ │ ├── bvh.py # BVH export │ │ ├── mujoco.py # MuJoCo export │ │ └── smplx.py # SMPL-X export │ ├── metrics/ # Evaluation metrics │ │ ├── base.py # Metric base classes │ │ ├── foot_skate.py # Foot skate metric │ │ ├── constraints.py # Constraint satisfaction │ │ └── tmr.py # TMR-based metrics │ ├── scripts/ # CLI and helper scripts │ │ ├── generate.py # CLI for motion synthesis (kimodo_gen) │ │ ├── run_text_encoder_server.py # Text encoder server (kimodo_textencoder) │ │ ├── gradio_theme.py # Gradio theme for demo │ │ ├── docker-entrypoint.sh # Docker entrypoint for demo │ │ ├── lock_requirements.py # Dependency locking │ │ ├── mujoco_load.py # MuJoCo scene loading │ │ └── ... # Other helpers │ ├── assets/ # Package data (shipped with package) │ │ ├── demo/ # Demo examples and config │ │ └── skeletons/ # Skeleton assets │ ├── constraints.py # Constraint definitions and handling │ ├── geometry.py # Geometric utilities │ ├── postprocess.py # Post-processing (e.g. MotionCorrection) │ ├── meta.py # Motion metadata │ ├── sanitize.py # Input sanitization │ ├── assets.py # Asset path resolution │ └── tools.py # General utilities ├── MotionCorrection/ # Optional C++/Python post-processing │ ├── python/motion_correction/ # Python bindings │ └── src/cpp/ # C++ implementation ├── docs/ # Documentation (Sphinx) │ └── source/ # RST/MD sources ├── assets/ # Repo-level assets (banner, screenshots) ├── pyproject.toml # Package config and entry points ├── setup.py # Setuptools entry (if needed) ├── Dockerfile # Container image for demo ├── docker-compose.yaml # Docker Compose for demo + text encoder └── README.md ``` Entry points (from `pyproject.toml`): - **`kimodo_gen`** — command-line motion synthesis (`kimodo.scripts.generate:main`) - **`kimodo_demo`** — interactive web demo (`kimodo.demo:main`) - **`kimodo_textencoder`** — text encoder server (`kimodo.scripts.run_text_encoder_server:main`)