tencent/hunyuan3d-2 🔢🖼️❓✓ → ❓
Performance
27.7sTypical run time
~170sCold start (first call)
9.2KTotal runs
About
Scaling Diffusion Models for High Resolution Textured 3D Assets Generation
Example Output
Output
Performance Metrics
27.69s
Prediction Time
169.80s
Total Time
All Input Parameters
{
"seed": 1234,
"image": "https://replicate.delivery/pbxt/MTXzbLBT7u5K94G3SnW61H37xL4zVyC4PZuwZAki3pxlgvK5/419.png",
"steps": 50,
"guidance_scale": 5.5,
"octree_resolution": 256,
"remove_background": true
}
Input Parameters
- seed
- Random seed for generation
- image
- Input image for generating 3D shape
- steps
- Number of inference steps
- guidance_scale
- Guidance scale for generation
- octree_resolution
- Octree resolution for mesh generation
- remove_background
- Whether to remove background from input image
Output Schema
- mesh
- Mesh
Example Execution Logs
/root/.pyenv/versions/3.10.16/lib/python3.10/site-packages/PIL/Image.py:970: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images warnings.warn( Using border_ratio from init: 0.15 Diffusion Sampling:: 0%| | 0/50 [00:00<?, ?it/s] Diffusion Sampling:: 2%|▏ | 1/50 [00:00<00:09, 4.95it/s] Diffusion Sampling:: 6%|▌ | 3/50 [00:00<00:06, 6.89it/s] Diffusion Sampling:: 8%|▊ | 4/50 [00:00<00:07, 6.26it/s] Diffusion Sampling:: 10%|█ | 5/50 [00:00<00:07, 5.91it/s] Diffusion Sampling:: 12%|█▏ | 6/50 [00:01<00:07, 5.72it/s] Diffusion Sampling:: 14%|█▍ | 7/50 [00:01<00:07, 5.59it/s] Diffusion Sampling:: 16%|█▌ | 8/50 [00:01<00:07, 5.50it/s] Diffusion Sampling:: 18%|█▊ | 9/50 [00:01<00:07, 5.44it/s] Diffusion Sampling:: 20%|██ | 10/50 [00:01<00:07, 5.40it/s] Diffusion Sampling:: 22%|██▏ | 11/50 [00:01<00:07, 5.37it/s] Diffusion Sampling:: 24%|██▍ | 12/50 [00:02<00:07, 5.35it/s] Diffusion Sampling:: 26%|██▌ | 13/50 [00:02<00:06, 5.33it/s] Diffusion Sampling:: 28%|██▊ | 14/50 [00:02<00:06, 5.32it/s] Diffusion Sampling:: 30%|███ | 15/50 [00:02<00:06, 5.32it/s] Diffusion Sampling:: 32%|███▏ | 16/50 [00:02<00:06, 5.31it/s] Diffusion Sampling:: 34%|███▍ | 17/50 [00:03<00:06, 5.31it/s] Diffusion Sampling:: 36%|███▌ | 18/50 [00:03<00:06, 5.30it/s] Diffusion Sampling:: 38%|███▊ | 19/50 [00:03<00:05, 5.29it/s] Diffusion Sampling:: 40%|████ | 20/50 [00:03<00:05, 5.28it/s] Diffusion Sampling:: 42%|████▏ | 21/50 [00:03<00:05, 5.28it/s] Diffusion Sampling:: 44%|████▍ | 22/50 [00:04<00:05, 5.29it/s] Diffusion Sampling:: 46%|████▌ | 23/50 [00:04<00:05, 5.28it/s] Diffusion Sampling:: 48%|████▊ | 24/50 [00:04<00:04, 5.28it/s] Diffusion Sampling:: 50%|█████ | 25/50 [00:04<00:04, 5.27it/s] Diffusion Sampling:: 52%|█████▏ | 26/50 [00:04<00:04, 5.27it/s] Diffusion Sampling:: 54%|█████▍ | 27/50 [00:04<00:04, 5.26it/s] Diffusion Sampling:: 56%|█████▌ | 28/50 [00:05<00:04, 5.26it/s] Diffusion Sampling:: 58%|█████▊ | 29/50 [00:05<00:03, 5.26it/s] Diffusion Sampling:: 60%|██████ | 30/50 [00:05<00:03, 5.25it/s] Diffusion Sampling:: 62%|██████▏ | 31/50 [00:05<00:03, 5.25it/s] Diffusion Sampling:: 64%|██████▍ | 32/50 [00:05<00:03, 5.26it/s] Diffusion Sampling:: 66%|██████▌ | 33/50 [00:06<00:03, 5.26it/s] Diffusion Sampling:: 68%|██████▊ | 34/50 [00:06<00:03, 5.25it/s] Diffusion Sampling:: 70%|███████ | 35/50 [00:06<00:02, 5.24it/s] Diffusion Sampling:: 72%|███████▏ | 36/50 [00:06<00:02, 5.24it/s] Diffusion Sampling:: 74%|███████▍ | 37/50 [00:06<00:02, 5.24it/s] Diffusion Sampling:: 76%|███████▌ | 38/50 [00:07<00:02, 5.25it/s] Diffusion Sampling:: 78%|███████▊ | 39/50 [00:07<00:02, 5.24it/s] Diffusion Sampling:: 80%|████████ | 40/50 [00:07<00:01, 5.24it/s] Diffusion Sampling:: 82%|████████▏ | 41/50 [00:07<00:01, 5.25it/s] Diffusion Sampling:: 84%|████████▍ | 42/50 [00:07<00:01, 5.26it/s] Diffusion Sampling:: 86%|████████▌ | 43/50 [00:08<00:01, 5.25it/s] Diffusion Sampling:: 88%|████████▊ | 44/50 [00:08<00:01, 5.24it/s] Diffusion Sampling:: 90%|█████████ | 45/50 [00:08<00:00, 5.24it/s] Diffusion Sampling:: 92%|█████████▏| 46/50 [00:08<00:00, 5.24it/s] Diffusion Sampling:: 94%|█████████▍| 47/50 [00:08<00:00, 5.25it/s] Diffusion Sampling:: 96%|█████████▌| 48/50 [00:08<00:00, 5.24it/s] Diffusion Sampling:: 98%|█████████▊| 49/50 [00:09<00:00, 5.24it/s] Diffusion Sampling:: 100%|██████████| 50/50 [00:09<00:00, 5.24it/s] Diffusion Sampling:: 100%|██████████| 50/50 [00:09<00:00, 5.34it/s] MC Level 0.0 Implicit Function:: 0%| | 0/2122 [00:00<?, ?it/s] MC Level 0.0 Implicit Function:: 2%|▏ | 40/2122 [00:00<00:05, 390.96it/s] MC Level 0.0 Implicit Function:: 4%|▍ | 80/2122 [00:00<00:05, 382.69it/s] MC Level 0.0 Implicit Function:: 6%|▌ | 119/2122 [00:00<00:05, 380.79it/s] MC Level 0.0 Implicit Function:: 7%|▋ | 158/2122 [00:00<00:05, 379.99it/s] MC Level 0.0 Implicit Function:: 9%|▉ | 197/2122 [00:00<00:05, 378.90it/s] MC Level 0.0 Implicit Function:: 11%|█ | 235/2122 [00:00<00:04, 378.80it/s] MC Level 0.0 Implicit Function:: 13%|█▎ | 273/2122 [00:00<00:04, 378.51it/s] MC Level 0.0 Implicit Function:: 15%|█▍ | 311/2122 [00:00<00:04, 378.22it/s] MC Level 0.0 Implicit Function:: 16%|█▋ | 349/2122 [00:00<00:04, 378.24it/s] MC Level 0.0 Implicit Function:: 18%|█▊ | 387/2122 [00:01<00:04, 377.64it/s] MC Level 0.0 Implicit Function:: 20%|██ | 425/2122 [00:01<00:04, 377.86it/s] MC Level 0.0 Implicit Function:: 22%|██▏ | 463/2122 [00:01<00:04, 377.63it/s] MC Level 0.0 Implicit Function:: 24%|██▎ | 501/2122 [00:01<00:04, 376.72it/s] MC Level 0.0 Implicit Function:: 25%|██▌ | 539/2122 [00:01<00:04, 377.24it/s] MC Level 0.0 Implicit Function:: 27%|██▋ | 577/2122 [00:01<00:04, 377.01it/s] MC Level 0.0 Implicit Function:: 29%|██▉ | 615/2122 [00:01<00:03, 377.55it/s] MC Level 0.0 Implicit Function:: 31%|███ | 653/2122 [00:01<00:03, 377.34it/s] MC Level 0.0 Implicit Function:: 33%|███▎ | 691/2122 [00:01<00:03, 377.35it/s] MC Level 0.0 Implicit Function:: 34%|███▍ | 729/2122 [00:01<00:03, 377.69it/s] MC Level 0.0 Implicit Function:: 36%|███▌ | 767/2122 [00:02<00:03, 377.59it/s] MC Level 0.0 Implicit Function:: 38%|███▊ | 805/2122 [00:02<00:03, 377.39it/s] MC Level 0.0 Implicit Function:: 40%|███▉ | 843/2122 [00:02<00:03, 377.24it/s] MC Level 0.0 Implicit Function:: 42%|████▏ | 881/2122 [00:02<00:03, 377.27it/s] MC Level 0.0 Implicit Function:: 43%|████▎ | 919/2122 [00:02<00:03, 376.85it/s] MC Level 0.0 Implicit Function:: 45%|████▌ | 957/2122 [00:02<00:03, 376.74it/s] MC Level 0.0 Implicit Function:: 47%|████▋ | 995/2122 [00:02<00:02, 377.02it/s] MC Level 0.0 Implicit Function:: 49%|████▊ | 1033/2122 [00:02<00:02, 377.35it/s] MC Level 0.0 Implicit Function:: 50%|█████ | 1071/2122 [00:02<00:02, 377.42it/s] MC Level 0.0 Implicit Function:: 52%|█████▏ | 1109/2122 [00:02<00:02, 377.47it/s] MC Level 0.0 Implicit Function:: 54%|█████▍ | 1147/2122 [00:03<00:02, 377.85it/s] MC Level 0.0 Implicit Function:: 56%|█████▌ | 1185/2122 [00:03<00:02, 377.31it/s] MC Level 0.0 Implicit Function:: 58%|█████▊ | 1223/2122 [00:03<00:02, 377.36it/s] MC Level 0.0 Implicit Function:: 59%|█████▉ | 1261/2122 [00:03<00:02, 377.46it/s] MC Level 0.0 Implicit Function:: 61%|██████ | 1299/2122 [00:03<00:02, 377.53it/s] MC Level 0.0 Implicit Function:: 63%|██████▎ | 1337/2122 [00:03<00:02, 377.13it/s] MC Level 0.0 Implicit Function:: 65%|██████▍ | 1375/2122 [00:03<00:01, 377.08it/s] MC Level 0.0 Implicit Function:: 67%|██████▋ | 1413/2122 [00:03<00:01, 376.89it/s] MC Level 0.0 Implicit Function:: 68%|██████▊ | 1451/2122 [00:03<00:01, 376.93it/s] MC Level 0.0 Implicit Function:: 70%|███████ | 1489/2122 [00:03<00:01, 376.59it/s] MC Level 0.0 Implicit Function:: 72%|███████▏ | 1527/2122 [00:04<00:01, 375.88it/s] MC Level 0.0 Implicit Function:: 74%|███████▍ | 1565/2122 [00:04<00:01, 375.79it/s] MC Level 0.0 Implicit Function:: 76%|███████▌ | 1603/2122 [00:04<00:01, 376.28it/s] MC Level 0.0 Implicit Function:: 77%|███████▋ | 1641/2122 [00:04<00:01, 376.26it/s] MC Level 0.0 Implicit Function:: 79%|███████▉ | 1679/2122 [00:04<00:01, 376.38it/s] MC Level 0.0 Implicit Function:: 81%|████████ | 1717/2122 [00:04<00:01, 375.52it/s] MC Level 0.0 Implicit Function:: 83%|████████▎ | 1755/2122 [00:04<00:00, 375.43it/s] MC Level 0.0 Implicit Function:: 84%|████████▍ | 1793/2122 [00:04<00:00, 375.61it/s] MC Level 0.0 Implicit Function:: 86%|████████▋ | 1831/2122 [00:04<00:00, 375.57it/s] MC Level 0.0 Implicit Function:: 88%|████████▊ | 1869/2122 [00:04<00:00, 376.07it/s] MC Level 0.0 Implicit Function:: 90%|████████▉ | 1907/2122 [00:05<00:00, 375.96it/s] MC Level 0.0 Implicit Function:: 92%|█████████▏| 1945/2122 [00:05<00:00, 375.63it/s] MC Level 0.0 Implicit Function:: 93%|█████████▎| 1983/2122 [00:05<00:00, 375.91it/s] MC Level 0.0 Implicit Function:: 95%|█████████▌| 2021/2122 [00:05<00:00, 375.91it/s] MC Level 0.0 Implicit Function:: 97%|█████████▋| 2059/2122 [00:05<00:00, 375.68it/s] MC Level 0.0 Implicit Function:: 99%|█████████▉| 2097/2122 [00:05<00:00, 375.81it/s] MC Level 0.0 Implicit Function:: 100%|██████████| 2122/2122 [00:05<00:00, 376.66it/s]
Version Details
- Version ID
b1b9449a1277e10402781c5d41eb30c0a0683504fb23fab591ca9dfc2aabe1cb- Version Created
- February 10, 2025