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  1. .dockerignore +8 -0
  2. .gitattributes +12 -0
  3. .gitignore +13 -0
  4. Dockerfile +40 -0
  5. LICENSE +187 -0
  6. NOTICE +31 -0
  7. README.md +76 -0
  8. app.py +502 -0
  9. config/animo_train.yml +94 -0
  10. config/human_train.yml +96 -0
  11. config/multi_dataset_train.yml +96 -0
  12. config/sample.yml +62 -0
  13. data/gradio_animo/bvh/arctic_wolf_female_fightflee.bvh +0 -0
  14. data/gradio_animo/bvh/arctic_wolf_female_fighttaunt.bvh +0 -0
  15. data/gradio_animo/bvh/dromedary_camel_male_runtostandturnl.bvh +295 -0
  16. data/gradio_animo/conversion_summary.json +28 -0
  17. data/gradio_animo/joint_text_features/arctic_wolf_female_fightflee.npz +3 -0
  18. data/gradio_animo/joint_text_features/arctic_wolf_female_fighttaunt.npz +3 -0
  19. data/gradio_animo/joint_text_features/dromedary_camel_male_runtostandturnl.npz +3 -0
  20. data/gradio_animo/processed/arctic_wolf_female_fightflee.npz +3 -0
  21. data/gradio_animo/processed/arctic_wolf_female_fighttaunt.npz +3 -0
  22. data/gradio_animo/processed/dromedary_camel_male_runtostandturnl.npz +3 -0
  23. data/gradio_human/bvh/000327.bvh +0 -0
  24. data/gradio_human/bvh/000419.bvh +0 -0
  25. data/gradio_human/bvh/000708.bvh +197 -0
  26. data/gradio_human/bvh/000926.bvh +0 -0
  27. data/gradio_human/conversion_summary.json +35 -0
  28. data/gradio_human/joint_text_features/000327.npz +3 -0
  29. data/gradio_human/joint_text_features/000419.npz +3 -0
  30. data/gradio_human/joint_text_features/000708.npz +3 -0
  31. data/gradio_human/joint_text_features/000926.npz +3 -0
  32. data/gradio_human/processed/000327.npz +3 -0
  33. data/gradio_human/processed/000419.npz +3 -0
  34. data/gradio_human/processed/000708.npz +3 -0
  35. data/gradio_human/processed/000926.npz +3 -0
  36. data/gradio_skel/animo/joint_text_features/dama_gazelle_male_runtostandturnl.npz +3 -0
  37. data/gradio_skel/animo/joint_text_features/malayan_tapir_male_standidle01.npz +3 -0
  38. data/gradio_skel/animo/joint_text_features/wisent_male_attackfence.npz +3 -0
  39. data/gradio_skel/animo/processed/dama_gazelle_male_runtostandturnl.npz +3 -0
  40. data/gradio_skel/animo/processed/malayan_tapir_male_standidle01.npz +3 -0
  41. data/gradio_skel/animo/processed/wisent_male_attackfence.npz +3 -0
  42. data/gradio_skel/human/joint_text_features/amy.npz +3 -0
  43. data/gradio_skel/human/joint_text_features/guard.npz +3 -0
  44. data/gradio_skel/human/joint_text_features/mousey.npz +3 -0
  45. data/gradio_skel/human/processed/amy.npz +3 -0
  46. data/gradio_skel/human/processed/guard.npz +3 -0
  47. data/gradio_skel/human/processed/mousey.npz +3 -0
  48. data/gradio_target_bvh/animo/dama_gazelle_male_runtostandturnl.bvh +329 -0
  49. data/gradio_target_bvh/animo/fennec_fox_male_drinktostand.bvh +308 -0
  50. data/gradio_target_bvh/animo/malayan_tapir_male_standidle01.bvh +0 -0
.dockerignore ADDED
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+ .git/
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+ __pycache__/
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+ *.py[cod]
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+ .ipynb_checkpoints/
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+ .gradio/
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+ .vscode/
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+ gradio/output/
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+ gradio/.gradio_tmp/
.gitattributes ADDED
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+ *.pt filter=lfs diff=lfs merge=lfs -text
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+ *.pth filter=lfs diff=lfs merge=lfs -text
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+ *.tar filter=lfs diff=lfs merge=lfs -text
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+ *.pkl filter=lfs diff=lfs merge=lfs -text
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+ *.npz filter=lfs diff=lfs merge=lfs -text
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+ *.npy filter=lfs diff=lfs merge=lfs -text
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+ *.gif filter=lfs diff=lfs merge=lfs -text
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+ *.png filter=lfs diff=lfs merge=lfs -text
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+ *.jpg filter=lfs diff=lfs merge=lfs -text
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+ *.jpeg filter=lfs diff=lfs merge=lfs -text
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+ *.mp4 filter=lfs diff=lfs merge=lfs -text
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+ *.h5 filter=lfs diff=lfs merge=lfs -text
.gitignore ADDED
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+ __pycache__/
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+ *.py[cod]
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+ *.so
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+ .ipynb_checkpoints/
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+
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+ .gradio/
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+ gradio/output/
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+ gradio/.gradio_tmp/
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+ .vscode/
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+ .DS_Store
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+ *.egg-info/
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+ .gradio_tmp/
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+ gradio/.gradio/
Dockerfile ADDED
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+ FROM python:3.11-slim
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+
3
+ ENV DEBIAN_FRONTEND=noninteractive \
4
+ PIP_NO_CACHE_DIR=1 \
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+ PYTHONUNBUFFERED=1 \
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+ PORT=7860 \
7
+ GRADIO_SERVER_NAME=0.0.0.0 \
8
+ SATA_DEVICE=cpu \
9
+ SATA_GEN_DEVICE=cpu
10
+
11
+ RUN apt-get update && apt-get install -y --no-install-recommends \
12
+ build-essential \
13
+ git \
14
+ curl \
15
+ ffmpeg \
16
+ libglib2.0-0 \
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+ libgl1 \
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+ libgomp1 \
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+ libsm6 \
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+ libx11-6 \
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+ libxext6 \
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+ libxrender1 \
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+ libegl1 \
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+ && rm -rf /var/lib/apt/lists/*
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+
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+ WORKDIR /app
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+ COPY . /app
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+
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+ RUN python -m pip install --upgrade pip setuptools wheel
30
+ RUN python -m pip install torch==2.5.1 torchvision==0.20.1 torchaudio==2.5.1 --index-url https://download.pytorch.org/whl/cu121
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+ RUN python -m pip install torch_scatter torch_sparse torch_cluster torch_spline_conv -f https://data.pyg.org/whl/torch-2.5.1+cu121.html
32
+ RUN python -m pip install torch_geometric==2.7.0
33
+ RUN python -m pip install -r requirements-hf.txt
34
+ RUN python -m pip install https://github.com/openai/CLIP/archive/refs/heads/main.zip
35
+ RUN python -m pip install --no-build-isolation chumpy==0.70 && python scripts/patch_chumpy.py
36
+ RUN python -m pip install -e .
37
+ RUN mkdir -p /app/gradio/output /app/gradio/.gradio_tmp
38
+
39
+ EXPOSE 7860
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+ CMD ["python", "app.py"]
LICENSE ADDED
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NOTICE ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ SATA: Semantic-Aware Motion Encoding for Topology-Agnostic Character Animation
2
+ Copyright 2026 Zongye Zhang and contributors
3
+
4
+ The original SATA code in this repository is licensed under the Apache License,
5
+ Version 2.0. See the LICENSE file for the full license text.
6
+
7
+ Third-party submodules
8
+ ----------------------
9
+
10
+ This repository references the following external projects as Git submodules.
11
+ They are not relicensed by the top-level Apache License. Their use,
12
+ redistribution, and citation requirements are governed by the licenses and
13
+ notices in the corresponding upstream repositories:
14
+
15
+ - src/fairmotion: https://github.com/zzysteve/fairmotion.git
16
+ - src/mdm: https://github.com/zzysteve/SATA-motion-diffusion-model.git
17
+ - src/momask-preenc: https://github.com/zzysteve/SATA-momask-codes.git
18
+
19
+ Please review the license files in each submodule or upstream repository before
20
+ using or redistributing those components.
21
+
22
+ Files or assets outside the submodules that carry their own copyright or
23
+ license notices remain governed by those notices and are not relicensed by this
24
+ file.
25
+
26
+ External artifacts
27
+ ------------------
28
+
29
+ Model checkpoints, datasets, demo assets, body models, and other downloaded
30
+ artifacts may have separate license terms. They are not covered by the top-level
31
+ Apache License unless explicitly stated by their respective providers.
README.md ADDED
@@ -0,0 +1,76 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ title: SATA Demo
3
+ sdk: docker
4
+ app_port: 7860
5
+ suggested_hardware: cpu-basic
6
+ pinned: false
7
+ license: apache-2.0
8
+ ---
9
+
10
+ # SATA: Semantic-Aware Motion Encoding for Topology-Agnostic Character Animation
11
+
12
+ [![Project Page](https://img.shields.io/badge/Project-Page-blue)](https://zzysteve.github.io/project_pages/sata.html)
13
+ [![arXiv](https://img.shields.io/badge/arXiv-b31b1b)](https://arxiv.org/abs/2605.27055)
14
+ [![Code](https://img.shields.io/badge/Code-GitHub-black)](https://github.com/zzysteve/SATA)
15
+
16
+ Official Hugging Face Space demo for **Semantic-Aware Motion Encoding for Topology-Agnostic Character Animation**.
17
+
18
+ SATA is a semantic-aware, topology-agnostic motion representation framework for heterogeneous character animation. It learns a unified latent motion manifold across diverse skeletal topologies and supports motion reconstruction, text-to-motion generation, and zero-shot cross-species retargeting.
19
+
20
+ ## Hugging Face Space
21
+
22
+ This repository packages the Gradio demo for Hugging Face Spaces using the Docker SDK. The hosted Space is configured to run on CPU by default.
23
+
24
+ This Space copy keeps deployment-specific runtime adjustments:
25
+
26
+ - the app listens on the Hugging Face `PORT` environment variable, defaulting to `7860`;
27
+ - CPU is used by default through `SATA_DEVICE=cpu` and `SATA_GEN_DEVICE=cpu`;
28
+ - demo assets and checkpoints are included in the Space repository so the container can start without a separate artifact download step;
29
+ - MDM text-to-latent generation avoids SMPL-backed xyz conversion because the demo only saves latent `z` outputs.
30
+
31
+ If the Space is moved to GPU hardware later, set `SATA_DEVICE=cuda:0` and `SATA_GEN_DEVICE=cuda:0` in the Space environment.
32
+
33
+ Run command inside the container:
34
+
35
+ ```shell
36
+ python app.py
37
+ ```
38
+
39
+ ## Main Repository
40
+
41
+ The source release is maintained at:
42
+
43
+ ```text
44
+ https://github.com/zzysteve/SATA
45
+ ```
46
+
47
+ ## Citation
48
+
49
+ ```bibtex
50
+ @inproceedings{zhang2026sata,
51
+ title = {Semantic-Aware Motion Encoding for Topology-Agnostic Character Animation},
52
+ author = {Zongye Zhang and Yuzhuo Cui and Qingjie Liu and Yunhong Wang},
53
+ booktitle = {Proceedings of the International Conference on Machine Learning},
54
+ year = {2026},
55
+ note = {To appear. arXiv:2605.27055},
56
+ url = {https://arxiv.org/abs/2605.27055},
57
+ }
58
+ ```
59
+
60
+ ## Contact
61
+
62
+ For questions about the project, please contact the authors or open an issue after the initial code release.
63
+
64
+ ## License
65
+
66
+ The original SATA code in this repository is released under the Apache License 2.0. See [LICENSE](LICENSE) and [NOTICE](NOTICE).
67
+
68
+ The following bundled external components remain governed by their respective upstream licenses:
69
+
70
+ ```text
71
+ src/fairmotion https://github.com/zzysteve/fairmotion.git
72
+ src/mdm https://github.com/zzysteve/SATA-motion-diffusion-model.git
73
+ src/momask-preenc https://github.com/zzysteve/SATA-momask-codes.git
74
+ ```
75
+
76
+ Please refer to the license files in each component or upstream repository before using or redistributing those components. Files or assets that carry their own copyright or license notices remain governed by those notices. Model checkpoints, datasets, demo assets, body models, and other downloaded artifacts may have separate terms and are not covered by the top-level Apache License unless explicitly stated by their providers.
app.py ADDED
@@ -0,0 +1,502 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """
2
+ SATA Demo
3
+
4
+ Retarget:
5
+ Task 1: Human -> Human
6
+ Task 2: Animo -> Animo
7
+ Task 3: Human -> Animo
8
+ Task 4: Animo -> Human
9
+
10
+ Generation:
11
+ Task 5: Text -> Motion
12
+ """
13
+ import os
14
+ import sys
15
+ import threading
16
+ import time
17
+ import uuid
18
+
19
+ # Path setup
20
+ RELEASE_DIR = os.path.dirname(os.path.abspath(__file__))
21
+ GRADIO_DIR = os.path.join(RELEASE_DIR, 'gradio')
22
+ sys.path.insert(0, GRADIO_DIR)
23
+ sys.path.insert(0, os.path.join(RELEASE_DIR, 'src'))
24
+ sys.path.insert(0, os.path.join(RELEASE_DIR, 'src', 'fairmotion'))
25
+ sys.path.insert(0, os.path.join(RELEASE_DIR, 'src', 'Visualization'))
26
+
27
+ # Gradio 6 reads DEFAULT_TEMP_DIR at import time, so set it first.
28
+ _gradio_tmp = os.path.join(GRADIO_DIR, ".gradio_tmp")
29
+ os.makedirs(_gradio_tmp, exist_ok=True)
30
+ os.environ["GRADIO_TEMP_DIR"] = _gradio_tmp
31
+
32
+ import gradio as gr
33
+
34
+ from config import (
35
+ OUTPUT_DIR, MODEL_TYPE, MODEL_EPOCH, DEVICE,
36
+ TASK1_Z_OPTIONS, TASK1_SKEL_OPTIONS,
37
+ TASK2_Z_OPTIONS, TASK2_SKEL_OPTIONS,
38
+ TASK3_PAIRS, TASK4_PAIRS,
39
+ GEN_DEVICE, GEN_DEFAULT_MOTION_FRAMES,
40
+ GEN_MIN_MOTION_FRAMES, GEN_MAX_MOTION_FRAMES,
41
+ GEN_MODEL_OPTIONS, HUMAN_GEN_SKEL_OPTIONS,
42
+ )
43
+ from bvh_stick_viewer import get_bvh_viewer_html, iframe_html_for_motion
44
+
45
+
46
+ # ════════════════════════════════════════════════════════════
47
+ # Model loading (lazy and thread-safe)
48
+ # ════════════════════════════════════════════════════════════
49
+ _model_state = None
50
+ _model_lock = threading.Lock()
51
+
52
+ def get_model_state():
53
+ global _model_state
54
+ if _model_state is None:
55
+ with _model_lock:
56
+ if _model_state is None:
57
+ print("[model] Loading model...")
58
+ from sata.utils.model_loading import load_model_by_type
59
+ model, cfg, ms_dict = load_model_by_type(MODEL_TYPE, MODEL_EPOCH, DEVICE)
60
+ model = model.to(DEVICE)
61
+ model.eval()
62
+ _model_state = (model, cfg, ms_dict)
63
+ print("[model] Model loaded.")
64
+ return _model_state
65
+
66
+
67
+ # ════════════════════════════════════════════════════════════
68
+ # Decode and render helpers
69
+ # ════════════════════════════════════════════════════════════
70
+ VIEWER_H = 360
71
+
72
+
73
+ def empty_viewer(title):
74
+ return iframe_html_for_motion(None, title=title, height=VIEWER_H)
75
+
76
+
77
+ def option_label(options, key):
78
+ return options[key].get('label', key)
79
+
80
+
81
+ def dropdown_choices(options):
82
+ return [option_label(options, key) for key in options.keys()]
83
+
84
+
85
+ def default_choice(options):
86
+ return option_label(options, list(options.keys())[0])
87
+
88
+
89
+ def unique_output_name(base_name):
90
+ stamp = time.strftime('%y%m%d%H%M%S')
91
+ suffix = uuid.uuid4().hex[:8]
92
+ return f"{base_name}__{stamp}_{suffix}"
93
+
94
+
95
+ def resolve_option_key(options, selected):
96
+ if selected in options:
97
+ return selected
98
+ for key in options.keys():
99
+ if option_label(options, key) == selected:
100
+ return key
101
+ raise KeyError(selected)
102
+
103
+
104
+ def run_retarget(z_path, skel_path, output_name, task_name):
105
+ """
106
+ Decode to BVH and return the Three.js stick viewer.
107
+ """
108
+ from decode_z_sliding import decode_z_skel_to_bvh
109
+
110
+ task_out_dir = os.path.join(OUTPUT_DIR, task_name)
111
+ os.makedirs(task_out_dir, exist_ok=True)
112
+
113
+ try:
114
+ bvh_path = decode_z_skel_to_bvh(
115
+ z_path=z_path,
116
+ skel_path=skel_path,
117
+ model_epoch=MODEL_EPOCH,
118
+ output_dir=task_out_dir,
119
+ output_name=output_name,
120
+ device=DEVICE,
121
+ model_type=MODEL_TYPE,
122
+ model_state=get_model_state(),
123
+ )
124
+ return get_bvh_viewer_html(
125
+ bvh_path, title=output_name, height=VIEWER_H
126
+ )
127
+ except Exception as e:
128
+ print(f"[error] retarget failed: {e}")
129
+ import traceback; traceback.print_exc()
130
+ return empty_viewer("Retarget failed")
131
+
132
+
133
+ # ════════════════════════════════════════════════════════════
134
+ # Tab callbacks
135
+ # ════════════════════════════════════════════════════════════
136
+
137
+ # ── Task 1 ──────────────────────────────────────────────────
138
+ def t1_src_change(z_key):
139
+ z_key = resolve_option_key(TASK1_Z_OPTIONS, z_key)
140
+ info = TASK1_Z_OPTIONS[z_key]
141
+ return get_bvh_viewer_html(
142
+ info['src_bvh'], title=f"Source: {option_label(TASK1_Z_OPTIONS, z_key)}", height=VIEWER_H,
143
+ )
144
+
145
+ def t1_tgt_change(skel_key):
146
+ skel_key = resolve_option_key(TASK1_SKEL_OPTIONS, skel_key)
147
+ info = TASK1_SKEL_OPTIONS[skel_key]
148
+ return get_bvh_viewer_html(
149
+ info['tgt_bvh'], title=f"Target skeleton: {option_label(TASK1_SKEL_OPTIONS, skel_key)}",
150
+ height=VIEWER_H, max_frames=1,
151
+ )
152
+
153
+ def t1_run(z_key, skel_key):
154
+ z_key = resolve_option_key(TASK1_Z_OPTIONS, z_key)
155
+ skel_key = resolve_option_key(TASK1_SKEL_OPTIONS, skel_key)
156
+ z = TASK1_Z_OPTIONS[z_key]
157
+ skel = TASK1_SKEL_OPTIONS[skel_key]
158
+ name = unique_output_name(f"{z['name']}__{skel['name']}")
159
+ return run_retarget(z['z_path'], skel['skel_path'], name, 'task1')
160
+
161
+ # ── Task 2 ──────────────────────────────────────────────────
162
+ def t2_src_change(z_key):
163
+ z_key = resolve_option_key(TASK2_Z_OPTIONS, z_key)
164
+ info = TASK2_Z_OPTIONS[z_key]
165
+ return get_bvh_viewer_html(
166
+ info['src_bvh'], title=f"Source: {option_label(TASK2_Z_OPTIONS, z_key)}", height=VIEWER_H,
167
+ )
168
+
169
+ def t2_tgt_change(skel_key):
170
+ skel_key = resolve_option_key(TASK2_SKEL_OPTIONS, skel_key)
171
+ info = TASK2_SKEL_OPTIONS[skel_key]
172
+ return get_bvh_viewer_html(
173
+ info['tgt_bvh'], title=f"Target skeleton: {option_label(TASK2_SKEL_OPTIONS, skel_key)}",
174
+ height=VIEWER_H, max_frames=1,
175
+ )
176
+
177
+ def t2_run(z_key, skel_key):
178
+ z_key = resolve_option_key(TASK2_Z_OPTIONS, z_key)
179
+ skel_key = resolve_option_key(TASK2_SKEL_OPTIONS, skel_key)
180
+ z = TASK2_Z_OPTIONS[z_key]
181
+ skel = TASK2_SKEL_OPTIONS[skel_key]
182
+ name = unique_output_name(f"{z['name']}__{skel['name']}")
183
+ return run_retarget(z['z_path'], skel['skel_path'], name, 'task2')
184
+
185
+ # ── Task 3 ──────────────────────────────────────────────────
186
+ def t3_pair_change(pair_key):
187
+ pair_key = resolve_option_key(TASK3_PAIRS, pair_key)
188
+ pair = TASK3_PAIRS[pair_key]
189
+ label = option_label(TASK3_PAIRS, pair_key)
190
+ src = get_bvh_viewer_html(
191
+ pair['src_bvh'], title=f"Source: {label}", height=VIEWER_H,
192
+ )
193
+ tgt = get_bvh_viewer_html(
194
+ pair['tgt_bvh'], title=f"Target skeleton: {label}",
195
+ height=VIEWER_H, max_frames=1,
196
+ )
197
+ return src, tgt
198
+
199
+ def t3_run(pair_key):
200
+ pair_key = resolve_option_key(TASK3_PAIRS, pair_key)
201
+ pair = TASK3_PAIRS[pair_key]
202
+ name = unique_output_name(pair['output_name'])
203
+ return run_retarget(pair['z_path'], pair['skel_path'], name, 'task3')
204
+
205
+ # ── Task 4 ──────────────────────────────────────────────────
206
+ def t4_pair_change(pair_key):
207
+ pair_key = resolve_option_key(TASK4_PAIRS, pair_key)
208
+ pair = TASK4_PAIRS[pair_key]
209
+ label = option_label(TASK4_PAIRS, pair_key)
210
+ src = get_bvh_viewer_html(
211
+ pair['src_bvh'], title=f"Source: {label}", height=VIEWER_H,
212
+ )
213
+ tgt = get_bvh_viewer_html(
214
+ pair['tgt_bvh'], title=f"Target skeleton: {label}",
215
+ height=VIEWER_H, max_frames=1,
216
+ )
217
+ return src, tgt
218
+
219
+ def t4_run(pair_key):
220
+ pair_key = resolve_option_key(TASK4_PAIRS, pair_key)
221
+ pair = TASK4_PAIRS[pair_key]
222
+ name = unique_output_name(pair['output_name'])
223
+ return run_retarget(pair['z_path'], pair['skel_path'], name, 'task4')
224
+
225
+
226
+ # ════════════════════════════════════════════════════════════
227
+ # Task 5: generation callbacks
228
+ # ════════════════════════════════════════════════════════════
229
+ def run_generation(text: str, skel_key: str, generation_label: str,
230
+ motion_frames: int, skel_options: dict) -> str:
231
+ """
232
+ Generation pipeline: text -> latent/code -> BVH -> viewer.
233
+ """
234
+ from gen_runner import generate_motion_from_text
235
+
236
+ text = text.strip()
237
+ if not text:
238
+ return empty_viewer("Enter a text prompt")
239
+
240
+ motion_frames = int(round(float(motion_frames)))
241
+ motion_frames = min(max(motion_frames, GEN_MIN_MOTION_FRAMES), GEN_MAX_MOTION_FRAMES)
242
+
243
+ if not skel_key:
244
+ skel_key = list(skel_options.keys())[0]
245
+ else:
246
+ skel_key = resolve_option_key(skel_options, skel_key)
247
+
248
+ skel_info = skel_options[skel_key]
249
+ skel_path = skel_info['skel_path']
250
+ display_name = unique_output_name(skel_info['name'])
251
+ generation_type = GEN_MODEL_OPTIONS[generation_label]
252
+ gen_out_dir = os.path.join(OUTPUT_DIR, 'generation', generation_type)
253
+ os.makedirs(gen_out_dir, exist_ok=True)
254
+
255
+ try:
256
+ bvh_path = generate_motion_from_text(
257
+ text=text,
258
+ skel_npz_path=skel_path,
259
+ generation_type=generation_type,
260
+ output_dir=gen_out_dir,
261
+ device_str=GEN_DEVICE,
262
+ skel_name=skel_info['name'],
263
+ motion_frames=motion_frames,
264
+ )
265
+ if not bvh_path:
266
+ return empty_viewer("Generation failed")
267
+ return get_bvh_viewer_html(
268
+ bvh_path,
269
+ title=f"{display_name} - {generation_label} - {motion_frames} frames - {text}",
270
+ height=VIEWER_H,
271
+ )
272
+ except Exception as e:
273
+ print(f"[error] generation failed: {e}")
274
+ import traceback; traceback.print_exc()
275
+ return empty_viewer("Generation failed")
276
+
277
+
278
+ def t5_run(text, skel_key, generation_label, motion_frames):
279
+ return run_generation(text, skel_key, generation_label, motion_frames, HUMAN_GEN_SKEL_OPTIONS)
280
+
281
+
282
+ def t5_tgt_change(skel_key):
283
+ info = HUMAN_GEN_SKEL_OPTIONS[skel_key]
284
+ return get_bvh_viewer_html(
285
+ info['tgt_bvh'], title=f"Target skeleton: {skel_key}",
286
+ height=VIEWER_H, max_frames=1,
287
+ )
288
+
289
+
290
+ # ════════════════════════════════════════════════════════════
291
+ # Page-load previews
292
+ # ════════════════════════════════════════════════════════════
293
+ def on_load():
294
+ try:
295
+ return (
296
+ t1_src_change(list(TASK1_Z_OPTIONS.keys())[0]),
297
+ t1_tgt_change(list(TASK1_SKEL_OPTIONS.keys())[0]),
298
+ empty_viewer("Source motion"),
299
+ empty_viewer("Target skeleton"),
300
+ empty_viewer("Source human motion"),
301
+ empty_viewer("Target animal skeleton"),
302
+ empty_viewer("Source animal motion"),
303
+ empty_viewer("Target human skeleton"),
304
+ t5_tgt_change('mousey'),
305
+ )
306
+ except Exception as e:
307
+ print(f"[on_load] Preview preload failed, possibly because a BVH file is missing: {e}")
308
+ return (None,) * 9
309
+
310
+
311
+ # ════════════════════════════════════════════════════════════
312
+ # Gradio UI
313
+ # ════════════════════════════════════════════════════════════
314
+ DEFAULT_TEXT_PROMPT = "A person walks forward, bends down to pick something up off the ground."
315
+
316
+
317
+ with gr.Blocks(title="SATA Demo") as app:
318
+
319
+ gr.Markdown(
320
+ """
321
+ # SATA: Semantic-Aware Motion Encoding for Topology-Agnostic Character Animation
322
+ Interactive visualization for motion retargeting and text-to-motion generation.
323
+ """
324
+ )
325
+
326
+ gr.Markdown("## Motion Retargeting")
327
+
328
+ with gr.Tabs() as retarget_tabs:
329
+
330
+ # ╔══════════════════════════════════════════════════╗
331
+ # ║ Task 1: Human -> Human ║
332
+ # ╚══════════════════════════════════════════════════╝
333
+ with gr.TabItem("Task 1 - Human -> Human") as t1_tab:
334
+ gr.Markdown("**Free selection**: choose any source motion and target skeleton.")
335
+ with gr.Row():
336
+ t1_z_dd = gr.Dropdown(dropdown_choices(TASK1_Z_OPTIONS),
337
+ value=default_choice(TASK1_Z_OPTIONS),
338
+ label="Source motion", scale=2)
339
+ t1_sk_dd = gr.Dropdown(dropdown_choices(TASK1_SKEL_OPTIONS),
340
+ value=default_choice(TASK1_SKEL_OPTIONS),
341
+ label="Target skeleton", scale=2)
342
+ t1_btn = gr.Button("Run Model", variant="primary", scale=1)
343
+ with gr.Row():
344
+ t1_v_src = gr.HTML(value=empty_viewer("Source motion"))
345
+ t1_v_tgt = gr.HTML(value=empty_viewer("Target skeleton"))
346
+ t1_v_out = gr.HTML(value=empty_viewer("Retarget result"))
347
+
348
+ t1_z_dd.change(t1_src_change, t1_z_dd, t1_v_src)
349
+ t1_sk_dd.change(t1_tgt_change, t1_sk_dd, t1_v_tgt)
350
+ t1_btn.click(t1_run, [t1_z_dd, t1_sk_dd], t1_v_out)
351
+
352
+ # ╔══════════════════════════════════════════════════╗
353
+ # ║ Task 2: Animo -> Animo ║
354
+ # ╚══════════════════════════════════════════════════╝
355
+ with gr.TabItem("Task 2 - Animo -> Animo") as t2_tab:
356
+ gr.Markdown("**Zero-shot retargeting**: choose any animal source motion and target skeleton.")
357
+ with gr.Row():
358
+ t2_z_dd = gr.Dropdown(dropdown_choices(TASK2_Z_OPTIONS),
359
+ value=default_choice(TASK2_Z_OPTIONS),
360
+ label="Source motion", scale=2)
361
+ t2_sk_dd = gr.Dropdown(dropdown_choices(TASK2_SKEL_OPTIONS),
362
+ value=default_choice(TASK2_SKEL_OPTIONS),
363
+ label="Target skeleton", scale=2)
364
+ t2_btn = gr.Button("Run Model", variant="primary", scale=1)
365
+ with gr.Row():
366
+ t2_v_src = gr.HTML(value=empty_viewer("Source motion"))
367
+ t2_v_tgt = gr.HTML(value=empty_viewer("Target skeleton"))
368
+ t2_v_out = gr.HTML(value=empty_viewer("Retarget result"))
369
+
370
+ t2_z_dd.change(t2_src_change, t2_z_dd, t2_v_src)
371
+ t2_sk_dd.change(t2_tgt_change, t2_sk_dd, t2_v_tgt)
372
+ t2_btn.click(t2_run, [t2_z_dd, t2_sk_dd], t2_v_out)
373
+
374
+ # ╔══════════════════════════════════════════════════╗
375
+ # ║ Task 3: Human -> Animo ║
376
+ # ╚══════════════════════════════════════════════════╝
377
+ with gr.TabItem("Task 3 - Human -> Animo") as t3_tab:
378
+ gr.Markdown("**Zero-shot retargeting**: selected human-to-animal samples.")
379
+ with gr.Row():
380
+ t3_dd = gr.Dropdown(dropdown_choices(TASK3_PAIRS),
381
+ value=default_choice(TASK3_PAIRS),
382
+ label="Sample pair", scale=3)
383
+ t3_btn = gr.Button("Run Model", variant="primary", scale=1)
384
+ with gr.Row():
385
+ t3_v_src = gr.HTML(value=empty_viewer("Source human motion"))
386
+ t3_v_tgt = gr.HTML(value=empty_viewer("Target animal skeleton"))
387
+ t3_v_out = gr.HTML(value=empty_viewer("Retarget result"))
388
+
389
+ t3_dd.change(t3_pair_change, t3_dd, [t3_v_src, t3_v_tgt])
390
+ t3_btn.click(t3_run, t3_dd, t3_v_out)
391
+
392
+ # ╔══════════════════════════════════════════════════╗
393
+ # ║ Task 4: Animo -> Human ║
394
+ # ╚══════════════════════════════════════════════════╝
395
+ with gr.TabItem("Task 4 - Animo -> Human") as t4_tab:
396
+ gr.Markdown("**Zero-shot retargeting**: selected animal-to-human samples.")
397
+ with gr.Row():
398
+ t4_dd = gr.Dropdown(dropdown_choices(TASK4_PAIRS),
399
+ value=default_choice(TASK4_PAIRS),
400
+ label="Sample pair", scale=3)
401
+ t4_btn = gr.Button("Run Model", variant="primary", scale=1)
402
+ with gr.Row():
403
+ t4_v_src = gr.HTML(value=empty_viewer("Source animal motion"))
404
+ t4_v_tgt = gr.HTML(value=empty_viewer("Target human skeleton"))
405
+ t4_v_out = gr.HTML(value=empty_viewer("Retarget result"))
406
+
407
+ t4_dd.change(t4_pair_change, t4_dd, [t4_v_src, t4_v_tgt])
408
+ t4_btn.click(t4_run, t4_dd, t4_v_out)
409
+
410
+ # Refresh source/target previews whenever a tab is selected.
411
+ t1_tab.select(
412
+ lambda z_key, skel_key: (t1_src_change(z_key), t1_tgt_change(skel_key)),
413
+ [t1_z_dd, t1_sk_dd],
414
+ [t1_v_src, t1_v_tgt],
415
+ )
416
+ t2_tab.select(
417
+ lambda z_key, skel_key: (t2_src_change(z_key), t2_tgt_change(skel_key)),
418
+ [t2_z_dd, t2_sk_dd],
419
+ [t2_v_src, t2_v_tgt],
420
+ )
421
+ t3_tab.select(t3_pair_change, t3_dd, [t3_v_src, t3_v_tgt])
422
+ t4_tab.select(t4_pair_change, t4_dd, [t4_v_src, t4_v_tgt])
423
+
424
+ # ════════════════════════════════════════════════════════
425
+ # Generation
426
+ # ════════════════════════════════════════════════════════
427
+ gr.Markdown("---")
428
+ gr.Markdown("## Text-to-motion Generation")
429
+ gr.Markdown(
430
+ "Enter a text prompt, choose a target skeleton and generation method, then click **Generate**."
431
+ )
432
+
433
+ with gr.Tabs():
434
+
435
+ # ╔══════════════════════════════════════════════════╗
436
+ # ║ Task 5: Text-to-motion generation ║
437
+ # ╚══════════════════════════════════════════════════╝
438
+ with gr.TabItem("Task 5 - Text-to-motion Generation"):
439
+ gr.Markdown("Generate a motion from text and decode it onto the selected character skeleton.")
440
+ gr.Markdown("Generation models MDM and MoMask are large; each run can take about 2 minutes.")
441
+ with gr.Row():
442
+ t5_text = gr.Textbox(
443
+ label="Text prompt (English)",
444
+ value=DEFAULT_TEXT_PROMPT,
445
+ lines=2,
446
+ )
447
+ with gr.Row():
448
+ t5_sk_dd = gr.Dropdown(
449
+ dropdown_choices(HUMAN_GEN_SKEL_OPTIONS),
450
+ value="mousey",
451
+ label="Target skeleton",
452
+ scale=2,
453
+ )
454
+ t5_model_dd = gr.Dropdown(
455
+ list(GEN_MODEL_OPTIONS.keys()),
456
+ value="RVQ",
457
+ label="Method",
458
+ scale=1,
459
+ )
460
+ t5_motion_frames = gr.Slider(
461
+ minimum=GEN_MIN_MOTION_FRAMES,
462
+ maximum=GEN_MAX_MOTION_FRAMES,
463
+ value=GEN_DEFAULT_MOTION_FRAMES,
464
+ step=1,
465
+ label="Motion length",
466
+ scale=2,
467
+ )
468
+ t5_btn = gr.Button("Generate", variant="primary", scale=1)
469
+ with gr.Row():
470
+ t5_v_tgt = gr.HTML(value=empty_viewer("Selected target skeleton"))
471
+ t5_v_out = gr.HTML(value=empty_viewer("Generation result"))
472
+
473
+ t5_sk_dd.change(t5_tgt_change, t5_sk_dd, t5_v_tgt)
474
+ t5_btn.click(t5_run, [t5_text, t5_sk_dd, t5_model_dd, t5_motion_frames], t5_v_out)
475
+
476
+ # Preload default interactive previews.
477
+ app.load(
478
+ fn=on_load,
479
+ outputs=[t1_v_src, t1_v_tgt,
480
+ t2_v_src, t2_v_tgt,
481
+ t3_v_src, t3_v_tgt,
482
+ t4_v_src, t4_v_tgt,
483
+ t5_v_tgt],
484
+ )
485
+
486
+
487
+ def _env_flag(name: str, default: bool = False) -> bool:
488
+ value = os.environ.get(name)
489
+ if value is None:
490
+ return default
491
+ return value.strip().lower() in {"1", "true", "yes", "on"}
492
+
493
+
494
+ if __name__ == "__main__":
495
+ app.launch(
496
+ server_name=os.environ.get("GRADIO_SERVER_NAME", "0.0.0.0"),
497
+ server_port=int(os.environ.get("PORT", "7860")),
498
+ share=_env_flag("GRADIO_SHARE", False),
499
+ debug=_env_flag("GRADIO_DEBUG", False),
500
+ show_error=True,
501
+ theme=gr.themes.Soft(primary_hue="blue"),
502
+ )
config/animo_train.yml ADDED
@@ -0,0 +1,94 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ train_data:
2
+ dir: zooV2_train_wtextV2/motion/processed
3
+ mask: []
4
+
5
+ test_data:
6
+ dir: zooV2_test_wtextV2/motion/processed
7
+ sample_num: 50 # Use only the first 50 samples for quick tests
8
+
9
+ representation:
10
+ skel: [lo, go, tf] # S
11
+ pose: [q, p, r, pv, qv, c] # D_t
12
+ out: [r, q, c] # \hat{D_t}
13
+
14
+ model:
15
+ z_dim: 128
16
+ Encoder:
17
+ type: GPSEncTemporal
18
+ hidden_dim: 256 # Fixed hidden dimension for all GPS layers
19
+ num_layers: 3 # Number of GPS layers
20
+ heads: 4 # Number of attention heads (for spatial GPS)
21
+ attn_type: multihead
22
+ attn_kwargs:
23
+ dropout: 0.1
24
+ # Temporal Transformer parameters (NEW!)
25
+ temporal_type: transformer # 'conv' or 'transformer'
26
+ temporal_num_heads: 4 # Number of attention heads for temporal
27
+ temporal_dropout: 0.1
28
+ temporal_ff_dim_multiplier: 2 # FFN hidden layer multiplier
29
+ use_temporal_pos_encoding: True # Use positional encoding
30
+ pos_encoding_type: sinusoidal # 'sinusoidal' (extrapolates) or 'learnable' (fixed length)
31
+ max_seq_len: 512 # Only needed for learnable encoding
32
+ sample_posterior: True
33
+ Decoder:
34
+ type: GPSDecTemporal
35
+ hidden_dim: 256 # Fixed hidden dimension for all GPS layers
36
+ num_layers: 3 # Number of GPS layers
37
+ heads: 4 # Number of attention heads (for spatial GPS)
38
+ attn_type: multihead
39
+ attn_kwargs:
40
+ dropout: 0.1
41
+ # Temporal Transformer parameters (NEW!)
42
+ temporal_type: transformer # 'conv' or 'transformer'
43
+ temporal_num_heads: 4 # Number of attention heads for temporal
44
+ temporal_dropout: 0.1
45
+ temporal_ff_dim_multiplier: 2 # FFN hidden layer multiplier
46
+ use_temporal_pos_encoding: True # Use positional encoding
47
+ pos_encoding_type: sinusoidal # 'sinusoidal' (extrapolates) or 'learnable' (fixed length)
48
+ max_seq_len: 512 # Only needed for learnable encoding
49
+ # load:
50
+ # - dir: blahblah
51
+ # epoch:
52
+ # prefix: encoder
53
+ # freeze: True
54
+
55
+ train:
56
+ consq_n: 64
57
+ min_motion_lens: 20
58
+ batch_size: 12 # 16 if GPU memory allows
59
+ grad_max_norm: 0.5
60
+ learning_rate: 0.0003
61
+
62
+ lr_schedule:
63
+ type: exponential
64
+ gamma: 0.99
65
+ min: 0.01
66
+
67
+ epoch_num: 400
68
+ save_per: 5
69
+
70
+ # load trainer to continue training
71
+ # load:
72
+ # dir: prev_trainer
73
+ # epoch: None
74
+
75
+ # misc
76
+ copy_orig_contact: False
77
+
78
+ loss:
79
+ q: 5
80
+ p: 0.01
81
+ r: 10
82
+ pv: 1
83
+ c: 1
84
+ cv: 6
85
+ pen: 0.1
86
+ slide: 6
87
+ jerk: 0.2
88
+
89
+ metric: [qR, ra_xz, pa, slide, jerk, pen]
90
+
91
+ vae_kl:
92
+ kl_weight: 0.000001
93
+ nll_loss_type: None
94
+
config/human_train.yml ADDED
@@ -0,0 +1,96 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ train_data:
2
+ dir: train_faceZ_mirror_wtextV3/motion/processed
3
+ mask: []
4
+
5
+ test_data:
6
+ dir: test_recon_faceZ_mirror_wtextV3/motion/processed
7
+ sample_num: 50 # Use only the first 50 samples for quick tests
8
+
9
+ representation:
10
+ skel: [lo, go, tf] # S
11
+ pose: [q, p, r, pv, qv, c] # D_t
12
+ out: [r, q, c] # \hat{D_t}
13
+
14
+ model:
15
+ z_dim: 128
16
+ Encoder:
17
+ type: GPSEncTemporal
18
+ hidden_dim: 256 # Fixed hidden dimension for all GPS layers
19
+ num_layers: 3 # Number of GPS layers
20
+ heads: 4 # Number of attention heads (for spatial GPS)
21
+ attn_type: multihead
22
+ attn_kwargs:
23
+ dropout: 0.1
24
+ # Temporal Transformer parameters (NEW!)
25
+ temporal_type: transformer # 'conv' or 'transformer'
26
+ temporal_num_heads: 4 # Number of attention heads for temporal
27
+ temporal_dropout: 0.1
28
+ temporal_ff_dim_multiplier: 2 # FFN hidden layer multiplier
29
+ use_temporal_pos_encoding: True # Use positional encoding
30
+ pos_encoding_type: sinusoidal # 'sinusoidal' (extrapolates) or 'learnable' (fixed length)
31
+ max_seq_len: 512 # Only needed for learnable encoding
32
+ consq_n: 64 # Number of consecutive frames (must match train.consq_n)
33
+ sample_posterior: True
34
+ Decoder:
35
+ type: GPSDecTemporal
36
+ hidden_dim: 256 # Fixed hidden dimension for all GPS layers
37
+ num_layers: 3 # Number of GPS layers
38
+ heads: 4 # Number of attention heads (for spatial GPS)
39
+ attn_type: multihead
40
+ attn_kwargs:
41
+ dropout: 0.1
42
+ # Temporal Transformer parameters (NEW!)
43
+ temporal_type: transformer # 'conv' or 'transformer'
44
+ temporal_num_heads: 4 # Number of attention heads for temporal
45
+ temporal_dropout: 0.1
46
+ temporal_ff_dim_multiplier: 2 # FFN hidden layer multiplier
47
+ use_temporal_pos_encoding: True # Use positional encoding
48
+ pos_encoding_type: sinusoidal # 'sinusoidal' (extrapolates) or 'learnable' (fixed length)
49
+ max_seq_len: 512 # Only needed for learnable encoding
50
+ consq_n: 64 # Number of consecutive frames (must match train.consq_n)
51
+ # load:
52
+ # - dir: blahblah
53
+ # epoch:
54
+ # prefix: encoder
55
+ # freeze: True
56
+
57
+ train:
58
+ consq_n: 64
59
+ min_motion_lens: 20
60
+ batch_size: 16 # 16 if GPU memory allows
61
+ grad_max_norm: 0.5
62
+ learning_rate: 0.0003
63
+
64
+ lr_schedule:
65
+ type: exponential
66
+ gamma: 0.99
67
+ min: 0.01
68
+
69
+ epoch_num: 400
70
+ save_per: 5
71
+
72
+ # load trainer to continue training
73
+ # load:
74
+ # dir: prev_trainer
75
+ # epoch: None
76
+
77
+ # misc
78
+ copy_orig_contact: False
79
+
80
+ loss:
81
+ q: 5
82
+ p: 0.01
83
+ r: 10
84
+ pv: 1
85
+ c: 1
86
+ cv: 6
87
+ pen: 0.1
88
+ slide: 6
89
+ jerk: 0.2
90
+
91
+ metric: [qR, ra_xz, pa, slide, jerk, pen]
92
+
93
+ vae_kl:
94
+ kl_weight: 0.000001
95
+ nll_loss_type: None
96
+
config/multi_dataset_train.yml ADDED
@@ -0,0 +1,96 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ train_data:
2
+ dir: merge_train_faceZ_mirror_wtextV3_zooV2_train_wtextV2/motion/processed
3
+ mask: []
4
+
5
+ test_data:
6
+ dir: test_recon_faceZ_mirror_wtextV3/motion/processed
7
+ sample_num: 50 # Use only the first 50 samples for quick tests
8
+
9
+ representation:
10
+ skel: [lo, go, tf] # S
11
+ pose: [q, p, r, pv, qv, c] # D_t
12
+ out: [r, q, c] # \hat{D_t}
13
+
14
+ model:
15
+ z_dim: 128
16
+ Encoder:
17
+ type: GPSEncTemporal
18
+ hidden_dim: 256 # Fixed hidden dimension for all GPS layers
19
+ num_layers: 3 # Number of GPS layers
20
+ heads: 4 # Number of attention heads (for spatial GPS)
21
+ attn_type: multihead
22
+ attn_kwargs:
23
+ dropout: 0.1
24
+ # Temporal Transformer parameters (NEW!)
25
+ temporal_type: transformer # 'conv' or 'transformer'
26
+ temporal_num_heads: 4 # Number of attention heads for temporal
27
+ temporal_dropout: 0.1
28
+ temporal_ff_dim_multiplier: 2 # FFN hidden layer multiplier
29
+ use_temporal_pos_encoding: True # Use positional encoding
30
+ pos_encoding_type: sinusoidal # 'sinusoidal' (extrapolates) or 'learnable' (fixed length)
31
+ max_seq_len: 512 # Only needed for learnable encoding
32
+ consq_n: 64 # Number of consecutive frames (must match train.consq_n)
33
+ sample_posterior: True
34
+ Decoder:
35
+ type: GPSDecTemporal
36
+ hidden_dim: 256 # Fixed hidden dimension for all GPS layers
37
+ num_layers: 3 # Number of GPS layers
38
+ heads: 4 # Number of attention heads (for spatial GPS)
39
+ attn_type: multihead
40
+ attn_kwargs:
41
+ dropout: 0.1
42
+ # Temporal Transformer parameters (NEW!)
43
+ temporal_type: transformer # 'conv' or 'transformer'
44
+ temporal_num_heads: 4 # Number of attention heads for temporal
45
+ temporal_dropout: 0.1
46
+ temporal_ff_dim_multiplier: 2 # FFN hidden layer multiplier
47
+ use_temporal_pos_encoding: True # Use positional encoding
48
+ pos_encoding_type: sinusoidal # 'sinusoidal' (extrapolates) or 'learnable' (fixed length)
49
+ max_seq_len: 512 # Only needed for learnable encoding
50
+ consq_n: 64 # Number of consecutive frames (must match train.consq_n)
51
+ # load:
52
+ # - dir: blahblah
53
+ # epoch:
54
+ # prefix: encoder
55
+ # freeze: True
56
+
57
+ train:
58
+ consq_n: 64
59
+ min_motion_lens: 20
60
+ batch_size: 12 # 16 if GPU memory allows
61
+ grad_max_norm: 0.5
62
+ learning_rate: 0.0003
63
+
64
+ lr_schedule:
65
+ type: exponential
66
+ gamma: 0.99
67
+ min: 0.01
68
+
69
+ epoch_num: 400
70
+ save_per: 5
71
+
72
+ # load trainer to continue training
73
+ # load:
74
+ # dir: prev_trainer
75
+ # epoch: None
76
+
77
+ # misc
78
+ copy_orig_contact: False
79
+
80
+ loss:
81
+ q: 5
82
+ p: 0.01
83
+ r: 10
84
+ pv: 1
85
+ c: 1
86
+ cv: 6
87
+ pen: 0.1
88
+ slide: 6
89
+ jerk: 0.2
90
+
91
+ metric: [qR, ra_xz, pa, slide, jerk, pen]
92
+
93
+ vae_kl:
94
+ kl_weight: 0.000001
95
+ nll_loss_type: None
96
+
config/sample.yml ADDED
@@ -0,0 +1,62 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ train_data:
2
+ dir: sample/motion/processed
3
+ mask: [src, tgt]
4
+
5
+ representation:
6
+ skel: [lo, go] # S
7
+ pose: [q, p, r, pv, qv, pprev, c] # D_t
8
+ out: [r, q, c] # \hat{D_t}
9
+
10
+ model:
11
+ z_dim: 32
12
+ Encoder:
13
+ type: GATEnc
14
+ hid_lyrs: [16, 16, 16]
15
+ heads_num: 16
16
+ Decoder:
17
+ type: GATDec
18
+ hid_lyrs: [16, 16, 16]
19
+ heads_num: 16
20
+ tgt_all_lyr: True
21
+ # load:
22
+ # - dir: blahblah
23
+ # epoch:
24
+ # prefix: encoder
25
+ # freeze: True
26
+
27
+ train:
28
+ consq_n: 8
29
+ batch_size: 256 # 512 if GPU memory allows
30
+ grad_max_norm: 0.5
31
+ learning_rate: 0.01
32
+
33
+ lr_schedule:
34
+ type: exponential
35
+ gamma: 0.99
36
+ min: 0.01
37
+
38
+ epoch_num: 300
39
+ save_per: 30
40
+
41
+ # load trainer to continue training
42
+ # load:
43
+ # dir: prev_trainer
44
+ # epoch: None
45
+
46
+ # misc
47
+ copy_orig_contact: False
48
+
49
+ loss:
50
+ q: 5
51
+ p: 0.01
52
+ r: 10
53
+ pv: 1
54
+ c: 1
55
+ cv: 6
56
+ z: 1
57
+ pen: 0.1
58
+ slide: 6
59
+ jerk: 0.2
60
+
61
+ metric: [qR, ra_xz, pa, slide, jerk, pen]
62
+
data/gradio_animo/bvh/arctic_wolf_female_fightflee.bvh ADDED
The diff for this file is too large to render. See raw diff
 
data/gradio_animo/bvh/arctic_wolf_female_fighttaunt.bvh ADDED
The diff for this file is too large to render. See raw diff
 
data/gradio_animo/bvh/dromedary_camel_male_runtostandturnl.bvh ADDED
@@ -0,0 +1,295 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ HIERARCHY
2
+ ROOT joint_3652173982
3
+ {
4
+ OFFSET 0.000000 0.000000 0.000000
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+ CHANNELS 6 Xposition Yposition Zposition Xrotation Yrotation Zrotation
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+ JOINT joint_1065643261
7
+ {
8
+ OFFSET 0.000000 0.251600 -0.000000
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+ CHANNELS 3 Xrotation Yrotation Zrotation
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+ JOINT joint_3369486670
11
+ {
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+ OFFSET 0.000000 -5.031500 0.000000
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+ CHANNELS 3 Xrotation Yrotation Zrotation
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+ JOINT joint_602128083
15
+ {
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+ OFFSET 0.000000 -24.972099 -1.180000
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+ CHANNELS 3 Xrotation Yrotation Zrotation
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+ JOINT joint_1164186991
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+ {
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+ OFFSET 0.000000 -24.868000 -2.565500
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+ CHANNELS 3 Xrotation Yrotation Zrotation
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+ JOINT joint_1661228954
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+ {
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+ OFFSET 0.000000 -27.949499 -2.633300
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+ CHANNELS 3 Xrotation Yrotation Zrotation
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+ JOINT joint_1393197377
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+ {
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+ OFFSET 0.000000 -31.537001 -8.536100
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+ CHANNELS 3 Xrotation Yrotation Zrotation
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+ JOINT joint_283295117
31
+ {
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+ OFFSET 0.000000 -24.062300 -4.144600
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+ CHANNELS 3 Xrotation Yrotation Zrotation
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+ JOINT joint_172969524
35
+ {
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+ OFFSET 0.000000 -24.337700 1.956700
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+ CHANNELS 3 Xrotation Yrotation Zrotation
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+ JOINT joint_722122187
39
+ {
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+ OFFSET 0.000000 -16.444000 18.478701
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+ CHANNELS 3 Xrotation Yrotation Zrotation
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+ JOINT joint_482564213
43
+ {
44
+ OFFSET 0.000000 -8.510100 27.868700
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+ CHANNELS 3 Xrotation Yrotation Zrotation
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+ JOINT joint_2290643481
47
+ {
48
+ OFFSET 0.000000 -2.095100 -3.463800
49
+ CHANNELS 3 Xrotation Yrotation Zrotation
50
+ End Site
51
+ {
52
+ OFFSET 0.000000 -35.555618 -5.086917
53
+ }
54
+ }
55
+ JOINT joint_1816776104
56
+ {
57
+ OFFSET 9.829900 -16.800600 4.601600
58
+ CHANNELS 3 Xrotation Yrotation Zrotation
59
+ End Site
60
+ {
61
+ OFFSET 1.083200 -0.549100 0.000000
62
+ }
63
+ }
64
+ JOINT joint_1637253561
65
+ {
66
+ OFFSET -9.829900 -16.800200 4.601700
67
+ CHANNELS 3 Xrotation Yrotation Zrotation
68
+ End Site
69
+ {
70
+ OFFSET -1.083200 -0.549100 0.000000
71
+ }
72
+ }
73
+ }
74
+ }
75
+ }
76
+ }
77
+ }
78
+ JOINT joint_3717329289
79
+ {
80
+ OFFSET 12.345500 -19.388300 14.345600
81
+ CHANNELS 3 Xrotation Yrotation Zrotation
82
+ JOINT joint_2924335438
83
+ {
84
+ OFFSET 3.528800 -10.724200 -30.398500
85
+ CHANNELS 3 Xrotation Yrotation Zrotation
86
+ JOINT joint_1256690376
87
+ {
88
+ OFFSET -1.609000 22.300100 -28.436800
89
+ CHANNELS 3 Xrotation Yrotation Zrotation
90
+ JOINT joint_452321840
91
+ {
92
+ OFFSET -0.340000 -4.427100 -50.441299
93
+ CHANNELS 3 Xrotation Yrotation Zrotation
94
+ JOINT joint_3029316820
95
+ {
96
+ OFFSET 0.395800 2.286300 -45.104900
97
+ CHANNELS 3 Xrotation Yrotation Zrotation
98
+ End Site
99
+ {
100
+ OFFSET 2.136950 -7.658850 -9.307650
101
+ }
102
+ }
103
+ }
104
+ JOINT joint_1830591162
105
+ {
106
+ OFFSET -0.170000 -2.213500 -25.220600
107
+ CHANNELS 3 Xrotation Yrotation Zrotation
108
+ End Site
109
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data/gradio_target_bvh/animo/fennec_fox_male_drinktostand.bvh ADDED
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1
+ HIERARCHY
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+ ROOT def_c_root_joint
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+ {
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+ CHANNELS 6 Xposition Yposition Zposition Xrotation Yrotation Zrotation
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+ CHANNELS 3 Xrotation Yrotation Zrotation
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+ CHANNELS 3 Xrotation Yrotation Zrotation
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+ CHANNELS 3 Xrotation Yrotation Zrotation
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+ CHANNELS 3 Xrotation Yrotation Zrotation
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+ JOINT def_c_neck1_joint
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+ {
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+ CHANNELS 3 Xrotation Yrotation Zrotation
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+ JOINT def_c_neck2_joint
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+ OFFSET 0.000000 -3.335800 1.261100
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+ CHANNELS 3 Xrotation Yrotation Zrotation
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+ {
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+ OFFSET 0.000000 -3.075700 1.840500
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+ CHANNELS 3 Xrotation Yrotation Zrotation
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+ CHANNELS 3 Xrotation Yrotation Zrotation
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+ End Site
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+ JOINT def_frontLegUpr_joint.R
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+ {
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+ JOINT def_frontLegLwr_joint.R
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+ {
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+ {
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+ {
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+ End Site
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+ End Site
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+ End Site
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+ {
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+ CHANNELS 3 Xrotation Yrotation Zrotation
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+ JOINT def_rearLegLwr_joint.R
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+ {
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data/gradio_target_bvh/animo/malayan_tapir_male_standidle01.bvh ADDED
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