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| Graph Diffusion Transformer for Multi-Conditional Molecular Generation | Graph Diffusion Transformer for Multi-Conditional Molecular Generation | ||||||
| ================================================================ | ================================================================ | ||||||
|  |  | ||||||
|  | ## Initial Setup | ||||||
|  |  | ||||||
|  | Please download NASBench201 dataset(NAS-Bench-201-v1_1-096897.pth) from | ||||||
|  | https://drive.google.com/file/d/16Y0UwGisiouVRxW-W5hEtbxmcHw_0hF_/view | ||||||
|  |  | ||||||
|  | and put it in the `/path/to/repo/graph_dit` folder. | ||||||
|  |  | ||||||
|  | ## Running the code | ||||||
|  |  | ||||||
|  | start command: | ||||||
|  | ``` bash | ||||||
|  | python main.py --config-name=config.yaml \ | ||||||
|  | model.ensure_connected=True \ | ||||||
|  | dataset.task_name='nasbench201' \ | ||||||
|  | dataset.guidance_target='regression' | ||||||
|  | ``` | ||||||
|  |  | ||||||
|  | This repository contains the code for the paper "Inverse Molecular Design with Multi-Conditional Diffusion Guidance" by Gang Liu, Jiaxin Xu, Tengfei Luo, and Meng Jiang. | ||||||
|  |  | ||||||
|  |  | ||||||
| Paper: https://arxiv.org/abs/2401.13858 | Paper: https://arxiv.org/abs/2401.13858 | ||||||
|  |  | ||||||
| This is the code for Graph DiT. The denoising model architecture in `graph_dit/models` looks like: | <!-- This is the code for Graph DiT. The denoising model architecture in `graph_dit/models` looks like: | ||||||
|  |  | ||||||
| <div style="display: flex;" markdown="1"> | <div style="display: flex;" markdown="1"> | ||||||
|       <img src="asset/reverse.png" style="width: 45%;" alt="Description of the first image"> |       <img src="asset/reverse.png" style="width: 45%;" alt="Description of the first image"> | ||||||
|       <img src="asset/arch.png" style="width: 45%;" alt="Description of the second image"> |       <img src="asset/arch.png" style="width: 45%;" alt="Description of the second image"> | ||||||
| </div> | </div> --> | ||||||
|  |  | ||||||
|  |  | ||||||
| ## Requirements | ## Requirements | ||||||
|   | |||||||
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