Instructions to use DhruvDecoder/model_3d_diffuser with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use DhruvDecoder/model_3d_diffuser with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("DhruvDecoder/model_3d_diffuser", dtype=torch.bfloat16, device_map="cuda") prompt = "Astronaut in a jungle, cold color palette, muted colors, detailed, 8k" image = pipe(prompt).images[0] - Notebooks
- Google Colab
- Kaggle
| # MVDream-hf | |
| modified from https://github.com/KokeCacao/mvdream-hf. | |
| ### convert weights | |
| MVDream: | |
| ```bash | |
| # dependency | |
| pip install -U omegaconf diffusers safetensors huggingface_hub transformers accelerate | |
| # download original ckpt | |
| cd models | |
| wget https://huggingface.co/MVDream/MVDream/resolve/main/sd-v2.1-base-4view.pt | |
| wget https://raw.githubusercontent.com/bytedance/MVDream/main/mvdream/configs/sd-v2-base.yaml | |
| cd .. | |
| # convert | |
| python convert_mvdream_to_diffusers.py --checkpoint_path models/sd-v2.1-base-4view.pt --dump_path ./weights_mvdream --original_config_file models/sd-v2-base.yaml --half --to_safetensors --test | |
| ``` | |
| ImageDream: | |
| ```bash | |
| # download original ckpt | |
| wget https://huggingface.co/Peng-Wang/ImageDream/resolve/main/sd-v2.1-base-4view-ipmv-local.pt | |
| wget https://raw.githubusercontent.com/bytedance/ImageDream/main/extern/ImageDream/imagedream/configs/sd_v2_base_ipmv_local.yaml | |
| # convert | |
| python convert_mvdream_to_diffusers.py --checkpoint_path models/sd-v2.1-base-4view-ipmv-local.pt --dump_path ./weights_imagedream --original_config_file models/sd_v2_base_ipmv_local.yaml --half --to_safetensors --test | |
| ``` | |
| ### usage | |
| example: | |
| ```bash | |
| python run_mvdream.py "a cute owl" | |
| python run_imagedream.py data/anya_rgba.png | |
| ``` |