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README.md
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---
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license: mit
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---
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---
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license: mit
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---
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## LoRA Training Config
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An example (fetal abdomen) of LoRA training configuration.
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```
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{
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"pretrained_model_name_or_path": "/root/autodl-tmp/sd_ckpt/v1-5-pruned.safetensors",
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"v2": false,
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"v_parameterization": false,
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"logging_dir": "/root/autodl-tmp/fetal_us/datasets/log",
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"train_data_dir": "/root/autodl-tmp/fetal_us/datasets/img",
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"reg_data_dir": "",
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"output_dir": "/root/autodl-tmp/fetal_us/datasets/output",
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"max_resolution": "512,512",
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"learning_rate": "0.0001",
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"lr_scheduler": "constant",
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"lr_warmup": "0",
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"train_batch_size": 1,
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"epoch": "1",
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"save_every_n_epochs": "1",
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"mixed_precision": "fp16",
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"save_precision": "fp16",
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"seed": "1234",
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"num_cpu_threads_per_process": 2,
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"cache_latents": true,
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"caption_extension": ".txt",
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"enable_bucket": true,
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"gradient_checkpointing": false,
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"full_fp16": false,
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"no_token_padding": false,
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"stop_text_encoder_training": 0,
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"xformers": false,
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"save_model_as": "safetensors",
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"shuffle_caption": false,
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"save_state": true,
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"resume": "",
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"prior_loss_weight": 1.0,
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"text_encoder_lr": "5e-5",
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"unet_lr": "0.0001",
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"network_dim": 128,
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"lora_network_weights": "",
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"color_aug": false,
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"flip_aug": false,
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"clip_skip": 2,
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"gradient_accumulation_steps": 1.0,
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"mem_eff_attn": false,
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"output_name": "fetal_ultrasound_v1.0",
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"model_list": "custom",
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"max_token_length": "75",
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"max_train_epochs": "1",
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"max_data_loader_n_workers": "1",
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"network_alpha": 128,
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"training_comment": "",
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"keep_tokens": "0",
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"lr_scheduler_num_cycles": "",
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"lr_scheduler_power": "",
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"persistent_data_loader_workers": false,
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"bucket_no_upscale": true,
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"random_crop": false,
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"bucket_reso_steps": 64.0,
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"caption_dropout_every_n_epochs": 0.0,
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"caption_dropout_rate": 0,
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"optimizer": "AdamW8bit",
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"optimizer_args": "",
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"noise_offset": "",
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"LoRA_type": "Standard",
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"conv_dim": 1,
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"conv_alpha": 1
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}
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```
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## FU-LoRA: LoRA Models
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All LoRA models are available on [HaggingFace](https://huggingface.co/fangyijie/fu-lora)
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| LoRA Model | Rank |
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| - | - |
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| fetal_ultrasound_v1.0.safetensors | 128 |
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| fetal_ultrasound_v2.0.safetensors | 32 |
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| fetal_ultrasound_v3.0.safetensors | 8 |
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## Paper
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URL: https://arxiv.org/abs/2407.20072
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## Citation
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```
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@misc{wang2024generative,
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title={Generative Diffusion Model Bootstraps Zero-shot Classification of Fetal Ultrasound Images In Underrepresented African Populations},
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author={Fangyijie Wang and Kevin Whelan and Guénolé Silvestre and Kathleen M. Curran},
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year={2024},
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eprint={2407.20072},
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archivePrefix={arXiv},
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primaryClass={eess.IV},
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url={https://arxiv.org/abs/2407.20072},
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}
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```
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