mareksagan/dreamgaussian 📝🖼️🔢 → 🖼️
About
DreamGaussian: Generative Gaussian Splatting for Efficient 3D Content Creation. Hologram optimized
Example Output
Output
Performance Metrics
139.65s
Prediction Time
392.40s
Total Time
All Input Parameters
{
"image": "https://replicate.delivery/pbxt/KJ8DW4s2VG9W9dN2MgG16HtbOxccxqdYDtN478M6IuCwYtBO/doraemon-mascot.webp",
"elevation": 0,
"num_steps": 500,
"image_size": 256,
"num_point_samples": 1000,
"num_refinement_steps": 50
}
Input Parameters
- text
- Text prompt to generate 3D object from
- image
- Input image to convert to 3D
- elevation
- Input image elevation
- num_steps
- Number of iterations
- image_size
- Target preprocessed input image size
- num_point_samples
- Number of sampled points for Gaussian Splatting
- num_refinement_steps
- Number of refinement iterations
Output Schema
Output
Example Execution Logs
Performing image-to-3D
Downloading data from 'https://github.com/danielgatis/rembg/releases/download/v0.0.0/u2net.onnx' to file '/root/.u2net/u2net.onnx'.
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2024-01-28 23:53:21.212449782 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 920, index: 0, mask: {1, 65, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.212461747 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 921, index: 1, mask: {2, 66, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.212482949 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 922, index: 2, mask: {3, 67, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.212522056 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 923, index: 3, mask: {4, 68, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.212556005 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 924, index: 4, mask: {5, 69, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.212576306 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 925, index: 5, mask: {6, 70, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.212605938 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 926, index: 6, mask: {7, 71, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.212639594 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 927, index: 7, mask: {8, 72, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.212655298 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 928, index: 8, mask: {9, 73, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.212683036 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 929, index: 9, mask: {10, 74, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.212701751 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 930, index: 10, mask: {11, 75, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.212724424 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 931, index: 11, mask: {12, 76, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.212754831 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 932, index: 12, mask: {13, 77, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.212802450 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 933, index: 13, mask: {14, 78, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.217556797 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 975, index: 55, mask: {56, 120, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.221736580 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 980, index: 60, mask: {61, 125, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.221726941 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 982, index: 62, mask: {63, 127, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.217770138 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 962, index: 42, mask: {43, 107, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.217771245 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 961, index: 41, mask: {42, 106, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.217771797 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 963, index: 43, mask: {44, 108, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.242053074 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 958, index: 38, mask: {39, 103, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.245739921 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 953, index: 33, mask: {34, 98, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.249760641 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 959, index: 39, mask: {40, 104, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.257739813 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 938, index: 18, mask: {19, 83, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.261831644 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 954, index: 34, mask: {35, 99, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.269759130 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 949, index: 29, mask: {30, 94, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.281776305 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 943, index: 23, mask: {24, 88, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.281837822 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 951, index: 31, mask: {32, 96, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.297750499 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 934, index: 14, mask: {15, 79, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.297768618 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 936, index: 16, mask: {17, 81, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.297786603 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 937, index: 17, mask: {18, 82, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.297823090 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 976, index: 56, mask: {57, 121, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.297837692 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 977, index: 57, mask: {58, 122, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.297854965 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 950, index: 30, mask: {31, 95, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.261762626 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 960, index: 40, mask: {41, 105, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.261732857 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 974, index: 54, mask: {55, 119, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.261768741 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 972, index: 52, mask: {53, 117, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.261801307 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 955, index: 35, mask: {36, 100, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.297808255 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 940, index: 20, mask: {21, 85, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.321776050 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 971, index: 51, mask: {52, 116, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.330952680 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 979, index: 59, mask: {60, 124, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.345769974 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 973, index: 53, mask: {54, 118, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.345791035 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 944, index: 24, mask: {25, 89, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.303714192 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 941, index: 21, mask: {22, 86, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.313724731 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 948, index: 28, mask: {29, 93, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.321748531 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 981, index: 61, mask: {62, 126, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.330938660 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 956, index: 36, mask: {37, 101, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.345738631 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 964, index: 44, mask: {45, 109, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.303694136 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 946, index: 26, mask: {27, 91, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.303725072 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 952, index: 32, mask: {33, 97, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.313733667 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 939, index: 19, mask: {20, 84, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.309724833 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 965, index: 45, mask: {46, 110, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.317722299 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 947, index: 27, mask: {28, 92, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.321723026 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 978, index: 58, mask: {59, 123, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.321732858 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 935, index: 15, mask: {16, 80, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.350857420 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 957, index: 37, mask: {38, 102, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.377741899 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 945, index: 25, mask: {26, 90, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-28 23:53:21.377747268 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 942, index: 22, mask: {23, 87, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
[INFO] loading image image.png...
[INFO] background removal...
[INFO] recenter...
{'input': '/src/image_rgba.png', 'prompt': None, 'mesh': None, 'elevation': 0, 'ref_size': 256, 'density_thresh': 1, 'outdir': 'logs', 'save_path': 'image', 'lambda_sd': 0, 'lambda_zero123': 1, 'batch_size': 1, 'iters': 500, 'iters_refine': 50, 'radius': 2, 'fovy': 49.1, 'load': None, 'train_geo': False, 'invert_bg_prob': 0.5, 'gui': False, 'force_cuda_rast': True, 'H': 800, 'W': 800, 'num_pts': 1000, 'sh_degree': 0, 'position_lr_init': 0.001, 'position_lr_final': 2e-05, 'position_lr_delay_mult': 0.02, 'position_lr_max_steps': 500, 'feature_lr': 0.01, 'opacity_lr': 0.05, 'scaling_lr': 0.005, 'rotation_lr': 0.005, 'percent_dense': 0.1, 'density_start_iter': 100, 'density_end_iter': 3000, 'densification_interval': 100, 'opacity_reset_interval': 700, 'densify_grad_threshold': 0.5, 'geom_lr': 0.0001, 'texture_lr': 0.2}
[INFO] load image from /src/image_rgba.png...
Number of points at initialisation : 1000
[INFO] loading zero123...
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[INFO] loaded zero123!
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[INFO] save model to logs/image_raw.ply.
/root/.pyenv/versions/3.10.13/lib/python3.10/site-packages/torch/functional.py:504: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3483.)
return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined]
Tensor occ torch.Size([128, 128, 128]) torch.float32 cuda:0 ∈ [0.0,
42.78401565551758] μ = 0.4769812822341919 σ = 1.7373642921447754
[INFO] mesh cleaning: (54958, 3) --> (25216, 3), (109936, 3) --> (50452, 3)
[INFO] marching cubes result: torch.Size([25216, 3]) (-0.6863464713096619-0.6637288331985474), torch.Size([50452, 3])
[INFO] unwrap uv...
[INFO] save model to logs/image_raw.obj.
[load_obj] use texture from: logs/image_raw_albedo.png
[load_obj] load texture: (1024, 1024, 3)
[Mesh loading] v: torch.Size([25216, 3]), f: torch.Size([50452, 3])
[Mesh loading] vn: torch.Size([25216, 3]), fn: torch.Size([50452, 3])
[Mesh loading] vt: torch.Size([29586, 2]), ft: torch.Size([50452, 3])
[INFO] load image from image_rgba.png...
[INFO] loading zero123...
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[INFO] loaded zero123!
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[INFO] save model to logs/image.obj.
[load_obj] use texture from: logs/image_albedo.png
[load_obj] load texture: (1024, 1024, 3)
[Mesh loading] v: torch.Size([25216, 3]), f: torch.Size([50452, 3])
[Mesh loading] vn: torch.Size([25216, 3]), fn: torch.Size([50452, 3])
0%| | 0/1 [00:00<?, ?it/s]
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1%| | 1/120 [00:00<00:14, 8.50it/s][A
8%|▊ | 9/120 [00:00<00:02, 45.93it/s][A
14%|█▍ | 17/120 [00:00<00:01, 60.58it/s][A
22%|██▏ | 26/120 [00:00<00:01, 70.06it/s][A
30%|███ | 36/120 [00:00<00:01, 79.44it/s][A
38%|███▊ | 45/120 [00:00<00:00, 81.64it/s][A
45%|████▌ | 54/120 [00:00<00:00, 82.69it/s][A
53%|█████▎ | 64/120 [00:00<00:00, 86.06it/s][A
61%|██████ | 73/120 [00:00<00:00, 85.86it/s][A
68%|██████▊ | 82/120 [00:01<00:00, 83.71it/s][A
76%|███████▌ | 91/120 [00:01<00:00, 79.98it/s][A
83%|████████▎ | 100/120 [00:01<00:00, 77.43it/s][A
90%|█████████ | 108/120 [00:01<00:00, 75.79it/s][A
97%|█████████▋| 116/120 [00:01<00:00, 74.46it/s][A
100%|██████████| 120/120 [00:01<00:00, 74.83it/s]
100%|██████████| 1/1 [00:01<00:00, 1.60s/it]
100%|██████████| 1/1 [00:01<00:00, 1.60s/it]
adding: logs/ (stored 0%)
adding: logs/image_raw.ply(deflated 22%)
adding: logs/image_raw.obj(deflated 74%)
adding: logs/image_raw.mtl (deflated 20%)
adding: logs/image_raw_albedo.png(deflated 4%)
adding: logs/image.obj(deflated 74%)
adding: logs/image.mtl (deflated 21%)
adding: logs/image_albedo.png(deflated 2%)
Version Details
- Version ID
d16b4890fd9d1996aa7e018c261237e3c4157d20489773f3022ef10de6c06909- Version Created
- June 13, 2024