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vessel-bezier-retinal-weights

Diffusers
TensorBoard
controlnet
stable-diffusion
medical-imaging
retinal-imaging
diabetic-retinopathy
counterfactual
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  1. README.md +96 -0
  2. experiment_E/hints/15621_left-600/arc_drop_20.png +0 -0
  3. experiment_E/hints/15621_left-600/arc_drop_30.png +0 -0
  4. experiment_E/hints/15621_left-600/pixdrop_20.png +0 -0
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  6. experiment_E/hints/15901_left-600/arc_drop_10.png +0 -0
  7. experiment_E/hints/15901_left-600/arc_drop_20.png +0 -0
  8. experiment_E/hints/15901_left-600/arc_drop_30.png +0 -0
  9. experiment_E/hints/15901_left-600/baseline.png +0 -0
  10. experiment_E/hints/15901_left-600/pixdrop_10.png +0 -0
  11. experiment_E/hints/15901_left-600/pixdrop_20.png +0 -0
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  16. experiment_E/hints/15901_left-600/tortuosity_1x.png +0 -0
  17. experiment_E/hints/15901_left-600/tortuosity_2x.png +0 -0
  18. experiment_E/hints/15901_left-600/tortuosity_4x.png +0 -0
  19. experiment_E/hints/17723_left-600/arc_drop_10.png +0 -0
  20. experiment_E/hints/17723_left-600/arc_drop_20.png +0 -0
  21. experiment_E/hints/17723_left-600/arc_drop_30.png +0 -0
  22. experiment_E/hints/17723_left-600/pixdrop_10.png +0 -0
  23. experiment_E/hints/17723_left-600/pixdrop_20.png +0 -0
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  29. experiment_E/hints/42001_right-600/pixdrop_20.png +0 -0
  30. experiment_E/hints/42001_right-600/pixdrop_30.png +0 -0
  31. experiment_E/run_n50.log +248 -0
  32. experiment_E/stage1_index.csv +651 -0
  33. experiment_E/stage2_index.csv +651 -0
  34. experiment_E/stage3_scores.csv +222 -0
  35. experiment_E/stage3_scores_all.csv +651 -0
  36. experiment_E/stage3_summary.csv +14 -0
  37. experiment_E/stage3_summary_strict.csv +14 -0
  38. experiment_E/stems.json +52 -0
  39. experiment_E_uncond/all_scores.csv +0 -0
  40. experiment_E_uncond/sensitivity_uncond.csv +3 -0
  41. experiment_E_uncond/stage2_index.csv +651 -0
  42. experiment_E_uncond/stage2_index_shard_0.csv +222 -0
  43. experiment_E_uncond/stage2_index_shard_1.csv +222 -0
  44. experiment_E_uncond/stage2_index_shard_2.csv +209 -0
  45. experiment_E_uncond/stems.json +52 -0
  46. experiment_E_uncond/summary_uncond.csv +14 -0
  47. experiment_E_uncond/visual_quality_ranking.csv +21 -0
  48. weights/controlnet_g3_bezier_v1_legacy/train.log +41 -0
  49. weights/controlnet_g3_bezier_v2_legacy/train.log +49 -0
  50. weights/controlnet_g3_bezier_v3/train.log +49 -0
README.md ADDED
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+ ---
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+ license: other
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+ tags:
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+ - diffusers
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+ - controlnet
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+ - stable-diffusion
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+ - medical-imaging
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+ - retinal-imaging
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+ - diabetic-retinopathy
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+ - counterfactual
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+ ---
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+
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+ # ST — Weights & Training Logs
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+
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+ Companion HuggingFace repo for the private GitHub source repo
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+ [`KylianSu/vessel-bezier-retinal`](https://github.com/KylianSu/vessel-bezier-retinal).
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+
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+ This repo holds all weights, training logs, and reviewer-facing artifacts for
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+ the NeurIPS 2026 submission on Bezier-conditioned ControlNet + parameter-level
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+ counterfactual verification of vessel geometry → diabetic retinopathy (DR).
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+
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+ ## Layout
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+
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+ ```
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+ weights/
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+ sd21_lora_fundus_v2/ <- Paper-final LoRA (noise_offset=0.1, rank=64)
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+ pytorch_lora_weights.safetensors 51 MB
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+ sd21_lora_fundus_v1/ <- Earlier LoRA, kept for comparison
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+ pytorch_lora_weights.safetensors 51 MB
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+
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+ controlnet_g3_bezier_v3/ <- Paper-final G3 (Bezier-hint) ControlNet
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+ best_controlnet.pth 78 MB
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+ train.log + hint_preview_epoch*.png
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+ controlnet_g2_encoder_v2/ <- Paper-final G2 (z_spatial-hint) ControlNet
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+ best_controlnet.pth 78 MB
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+ train.log
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+ controlnet_g3_bezier_v1_legacy/ <- Earlier G3 versions (logs + previews only;
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+ controlnet_g3_bezier_v2_legacy/ weights already pruned during 2026-04-23 cleanup)
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+
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+ clip_finetune/ <- BiomedCLIP two-stage finetune (Stage 2 final)
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+ 20260326_041223/best_model.pth 748 MB
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+ train.log + history.json + config.json
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+ vessel_encoder_v2/ <- VesselEncoderV2 (z_tok / z_spatial producer)
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+ 20260407_201552/best_encoder_v2.pth 382 MB
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+ train.log + history.json + config.json
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+
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+ cls_binary_leakfree/ <- Downstream DR classifiers (leak-free baselines)
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+ baseline/best_model.pth 30 MB (EfficientNet-B2 @ 384)
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+ baseline_resnet50/best_model.pth 90 MB (ResNet-50 @ 384)
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+ baseline_vitb16/best_model.pth 329 MB (ViT-B/16 @ 384, low DR sensitivity)
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+ augmented_g{2,3}_{400,4k}[_10pct]/ Prompt-bug-era synth augmentation (retained for comparison)
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+ cls_binary_leakfree_pfix/ <- Prompt-fixed augmentation (paper §5.3 main table)
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+ aug_g{2,3}_{400,4k}[_10pct]_pfix/ 8 variants, 30 MB each
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+
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+ experiment_E/ <- Track 4 DR-prompt main experiment
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+ hints/ + gen/ hints + generated images for every start x config
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+ stage{1,2,3}*.csv + stems.json + causal_curves*.png
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+ experiment_E_uncond/ <- Track 4 Uncond (paper's strongest Delta = +0.781 cohort)
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+ hints/ + gen/ + CSV + top-5 champion visualization
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+ ```
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+
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+ ## How to download
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+
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+ ```bash
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+ # Whole repo (~2.8 GB)
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+ hf download KylianSu/vessel-bezier-retinal-weights --repo-type model --local-dir ./hf_weights
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+
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+ # Or a single subtree
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+ hf download KylianSu/vessel-bezier-retinal-weights --include "weights/sd21_lora_fundus_v2/*" --local-dir ./hf_weights
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+ ```
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+
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+ ## How the code expects the files
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+
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+ After download, copy (or symlink) the relevant folders back under the code
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+ repo's `train_logs/`, `cls_binary_leakfree/`, `cls_binary_leakfree_pfix/`,
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+ `experiment_E/`, `experiment_E_uncond/`:
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+
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+ ```bash
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+ rsync -a hf_weights/weights/sd21_lora_fundus_v2/ $ST_BASE/train_logs/sd21_lora_fundus_v2/
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+ rsync -a hf_weights/weights/controlnet_g3_bezier_v3/ $ST_BASE/train_logs/diffusion_sd21/20260415_140655_group3_bezier_v3/
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+ # ... etc, matching paths referenced in scripts/*.sh
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+ ```
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+
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+ See the source repo's `HANDOFF_MANIFEST.md` §3 for the full reproducibility
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+ recipe.
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+
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+ ## Other artifacts you still need (not in this repo)
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+
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+ - **Stable Diffusion 2.1 base** (24 GB): https://huggingface.co/stabilityai/stable-diffusion-2-1-base
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+ - **BiomedCLIP pretrained** (753 MB): https://huggingface.co/microsoft/BiomedCLIP-PubMedBERT_256-vit_base_patch16_224
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+ - **EyePACS + APTOS + Messidor dataset** (38 GB): Kaggle — see HANDOFF §2 for the bundle the authors used.
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+
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+ ## License
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+
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+ TBD — please contact the project owner (see GitHub repo) before any external
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+ redistribution.
experiment_E/hints/15621_left-600/arc_drop_20.png ADDED
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experiment_E/run_n50.log ADDED
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+ 起点候选: 6896 张 test/0 原始图，抽取 50 张
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+ [perturb 1/50] 20511_left-600
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+
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+ 阶段 1 完成：650 个 hint → /root/autodl-tmp/ST/experiment_E/hints
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+
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+ -- 每配置平均干预强度（hint 白色像素占比 / 相对 baseline 损失）--
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+ hint_white_ratio white_loss_ratio
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+ config
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+ arc_drop_10 0.0925 0.0833
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+ arc_drop_20 0.0836 0.1708
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+ arc_drop_30 0.0747 0.2610
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+ baseline 0.1009 0.0000
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+ pixdrop_10 0.0656 0.3442
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+ pixdrop_20 0.0515 0.4834
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+ pixdrop_30 0.0480 0.5203
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+ radius_x0.55 0.0715 0.2856
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+ radius_x0.70 0.0763 0.2404
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+ radius_x0.85 0.0808 0.1976
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+ tortuosity_1x 0.0949 0.0592
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+ tortuosity_2x 0.0940 0.0655
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+ tortuosity_4x 0.1052 -0.0483
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+ 加载 VAE / Text / UNet+LoRA / ControlNet ...
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+
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+ CLIPTextModel LOAD REPORT from: /root/autodl-tmp/ST/ckpts/sd2-1-base/text_encoder
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+ Key | Status | |
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+ -----------------------------------+------------+--+-
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+ text_model.embeddings.position_ids | UNEXPECTED | |
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+
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+ Notes:
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+ - UNEXPECTED :can be ignored when loading from different task/architecture; not ok if you expect identical arch.
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+
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+
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+ CLIPTextModel LOAD REPORT from: /root/autodl-tmp/ST/ckpts/sd2-1-base/text_encoder
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+ Key | Status | |
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+ -----------------------------------+------------+--+-
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+ text_model.embeddings.position_ids | UNEXPECTED | |
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+
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+ Notes:
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+ - UNEXPECTED :can be ignored when loading from different task/architecture; not ok if you expect identical arch.
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+
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+ No LoRA keys associated to CLIPTextModel found with the prefix='text_encoder'. This is safe to ignore if LoRA state dict didn't originally have any CLIPTextModel related params. You can also try specifying `prefix=None` to resolve the warning. Otherwise, open an issue if you think it's unexpected: https://github.com/huggingface/diffusers/issues/new
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+ [590/650] 774s elapsed, ~79s left
200
+ [600/650] 788s elapsed, ~66s left
201
+ [610/650] 801s elapsed, ~53s left
202
+ [620/650] 814s elapsed, ~39s left
203
+ [630/650] 827s elapsed, ~26s left
204
+ [640/650] 840s elapsed, ~13s left
205
+ [650/650] 853s elapsed, ~0s left
206
+
207
+ 阶段 2 完成：650 张生成图 → /root/autodl-tmp/ST/experiment_E/gen（耗时 853s）
208
+ 加载 baseline 分类器：/root/autodl-tmp/ST/cls_binary/baseline/best_model.pth
209
+
210
+ 一级过滤（眼底质量）：32/50 起点通过
211
+ 二级过滤（baseline DR<0.5，主表）：16/32 起点
212
+ 二级过滤（baseline DR<0.3，严格子集）：14/32 起点
213
+
214
+ -- 严格子集（baseline DR<0.3，n=14）--
215
+ mean std count sem
216
+ config
217
+ radius_x0.70 0.0085 0.0141 14 0.0038
218
+ radius_x0.55 0.0090 0.0198 14 0.0053
219
+ pixdrop_30 0.0096 0.0269 14 0.0072
220
+ radius_x0.85 0.0138 0.0240 14 0.0064
221
+ tortuosity_1x 0.0477 0.0513 14 0.0137
222
+ arc_drop_30 0.0534 0.0774 14 0.0207
223
+ baseline 0.0629 0.0704 14 0.0188
224
+ arc_drop_10 0.0745 0.1276 14 0.0341
225
+ pixdrop_10 0.0815 0.2642 14 0.0706
226
+ pixdrop_20 0.0847 0.2483 14 0.0664
227
+ arc_drop_20 0.0923 0.1507 14 0.0403
228
+ tortuosity_2x 0.2644 0.3369 14 0.0900
229
+ tortuosity_4x 0.6986 0.3254 14 0.0870
230
+ mean std n q25 q75 sem ci95_lo ci95_hi
231
+ config
232
+ radius_x0.70 0.0080 0.0133 16 0.0018 0.0076 0.0033 0.0015 0.0145
233
+ radius_x0.55 0.0081 0.0186 16 0.0012 0.0049 0.0046 -0.0010 0.0172
234
+ pixdrop_30 0.0089 0.0251 16 0.0003 0.0062 0.0063 -0.0034 0.0212
235
+ radius_x0.85 0.0143 0.0224 16 0.0051 0.0136 0.0056 0.0033 0.0253
236
+ tortuosity_1x 0.0621 0.0698 16 0.0182 0.0718 0.0175 0.0279 0.0963
237
+ pixdrop_20 0.0757 0.2325 16 0.0023 0.0173 0.0581 -0.0382 0.1896
238
+ arc_drop_10 0.0781 0.1211 16 0.0069 0.0933 0.0303 0.0187 0.1374
239
+ baseline 0.1062 0.1367 16 0.0119 0.1295 0.0342 0.0392 0.1731
240
+ pixdrop_10 0.1379 0.3331 16 0.0022 0.0421 0.0833 -0.0253 0.3012
241
+ arc_drop_30 0.1481 0.2773 16 0.0018 0.0974 0.0693 0.0123 0.2840
242
+ arc_drop_20 0.1570 0.2295 16 0.0093 0.2395 0.0574 0.0445 0.2694
243
+ tortuosity_2x 0.2371 0.3224 16 0.0224 0.3949 0.0806 0.0791 0.3951
244
+ tortuosity_4x 0.6906 0.3135 16 0.4845 0.9810 0.0784 0.5369 0.8442
245
+ 因果曲线（按档位）：/root/autodl-tmp/ST/experiment_E/causal_curves.png
246
+ 因果曲线（归一化）：/root/autodl-tmp/ST/experiment_E/causal_curves_normalized.png
247
+
248
+ 阶段 3 完成 → /root/autodl-tmp/ST/experiment_E
experiment_E/stage1_index.csv ADDED
@@ -0,0 +1,651 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ stem,config,type,hint_path,hint_white_ratio,white_ratio_baseline,white_loss_ratio,n_bezier_segs,mask_area
2
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3
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4
+ 20511_left-600,arc_drop_20,arc,/root/autodl-tmp/ST/experiment_E/hints/20511_left-600/arc_drop_20.png,0.07615,0.09221,0.1742,262,17269
5
+ 20511_left-600,arc_drop_30,arc,/root/autodl-tmp/ST/experiment_E/hints/20511_left-600/arc_drop_30.png,0.06727,0.09221,0.2705,230,17269
6
+ 20511_left-600,radius_x0.85,radius,/root/autodl-tmp/ST/experiment_E/hints/20511_left-600/radius_x0.85.png,0.075,0.09221,0.1867,328,17269
7
+ 20511_left-600,radius_x0.70,radius,/root/autodl-tmp/ST/experiment_E/hints/20511_left-600/radius_x0.70.png,0.0728,0.09221,0.2105,328,17269
8
+ 20511_left-600,radius_x0.55,radius,/root/autodl-tmp/ST/experiment_E/hints/20511_left-600/radius_x0.55.png,0.0694,0.09221,0.2474,328,17269
9
+ 20511_left-600,tortuosity_1x,tortuosity,/root/autodl-tmp/ST/experiment_E/hints/20511_left-600/tortuosity_1x.png,0.08768,0.09221,0.0491,328,17269
10
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11
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12
+ 20511_left-600,pixdrop_10,pixel_drop,/root/autodl-tmp/ST/experiment_E/hints/20511_left-600/pixdrop_10.png,0.06354,0.09221,0.3109,418,15542
13
+ 20511_left-600,pixdrop_20,pixel_drop,/root/autodl-tmp/ST/experiment_E/hints/20511_left-600/pixdrop_20.png,0.05073,0.09221,0.4498,445,13815
14
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15
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17
+ 38596_right-600,arc_drop_20,arc,/root/autodl-tmp/ST/experiment_E/hints/38596_right-600/arc_drop_20.png,0.08024,0.09722,0.1746,252,18779
18
+ 38596_right-600,arc_drop_30,arc,/root/autodl-tmp/ST/experiment_E/hints/38596_right-600/arc_drop_30.png,0.07179,0.09722,0.2616,220,18779
19
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20
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22
+ 38596_right-600,tortuosity_1x,tortuosity,/root/autodl-tmp/ST/experiment_E/hints/38596_right-600/tortuosity_1x.png,0.09244,0.09722,0.0492,315,18779
23
+ 38596_right-600,tortuosity_2x,tortuosity,/root/autodl-tmp/ST/experiment_E/hints/38596_right-600/tortuosity_2x.png,0.09251,0.09722,0.0484,315,18779
24
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25
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26
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27
+ 38596_right-600,pixdrop_30,pixel_drop,/root/autodl-tmp/ST/experiment_E/hints/38596_right-600/pixdrop_30.png,0.04891,0.09722,0.4969,529,13145
28
+ 33717_right-600,baseline,baseline,/root/autodl-tmp/ST/experiment_E/hints/33717_right-600/baseline.png,0.11448,0.11448,0.0,354,21728
29
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30
+ 33717_right-600,arc_drop_20,arc,/root/autodl-tmp/ST/experiment_E/hints/33717_right-600/arc_drop_20.png,0.09613,0.11448,0.1603,283,21728
31
+ 33717_right-600,arc_drop_30,arc,/root/autodl-tmp/ST/experiment_E/hints/33717_right-600/arc_drop_30.png,0.08773,0.11448,0.2337,248,21728
32
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33
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34
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35
+ 33717_right-600,tortuosity_1x,tortuosity,/root/autodl-tmp/ST/experiment_E/hints/33717_right-600/tortuosity_1x.png,0.1061,0.11448,0.0731,354,21728
36
+ 33717_right-600,tortuosity_2x,tortuosity,/root/autodl-tmp/ST/experiment_E/hints/33717_right-600/tortuosity_2x.png,0.10673,0.11448,0.0676,354,21728
37
+ 33717_right-600,tortuosity_4x,tortuosity,/root/autodl-tmp/ST/experiment_E/hints/33717_right-600/tortuosity_4x.png,0.12185,0.11448,-0.0644,354,21728
38
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39
+ 33717_right-600,pixdrop_20,pixel_drop,/root/autodl-tmp/ST/experiment_E/hints/33717_right-600/pixdrop_20.png,0.06303,0.11448,0.4494,558,17382
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52
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experiment_E/stage3_scores.csv ADDED
@@ -0,0 +1,222 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
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54
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+ 18806_right-600,pixdrop_30,0.010029105469584465,77.15,50.18,1.176,0.05809,0.518
experiment_E/stage3_scores_all.csv ADDED
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1
+ stem,config,dr_prob,img_mean,img_std,rg_ratio,hint_white_ratio,white_loss_ratio,pass_qa,pass_cf05,pass_cf03
2
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experiment_E/stage3_summary.csv ADDED
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1
+ config,mean,std,n,q25,q75,sem,ci95_lo,ci95_hi
2
+ radius_x0.55,0.0014635593933074714,0.0028608083015178843,17,5.6023814977379516e-05,0.0010496774921193719,0.0006938479295177702,0.00010361745145264184,0.0028235013351623007
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experiment_E/stage3_summary_strict.csv ADDED
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1
+ config,mean,std,count,sem
2
+ radius_x0.55,0.001765497393340151,0.0030847804799612757,14,0.0008244422621016551
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experiment_E/stems.json ADDED
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1
+ [
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experiment_E_uncond/sensitivity_uncond.csv ADDED
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experiment_E_uncond/stage2_index.csv ADDED
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experiment_E_uncond/stems.json ADDED
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experiment_E_uncond/summary_uncond.csv ADDED
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experiment_E_uncond/visual_quality_ranking.csv ADDED
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weights/controlnet_g3_bezier_v1_legacy/train.log ADDED
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1
+ 2026-04-14 17:25:20,862 [INFO] 运行目录: /root/autodl-tmp/ST/train_logs/diffusion_sd21/20260414_172520_group3_bezier
2
+ 2026-04-14 17:25:20,862 [INFO] world_size=4，每卡 batch=16
3
+ 2026-04-14 17:25:20,862 [INFO] 扫描数据集...
4
+ 2026-04-14 17:25:24,911 [INFO] 总记录数: 143669
5
+ 2026-04-14 17:25:24,959 [INFO] 加载 VAE ...
6
+ 2026-04-14 17:25:25,110 [INFO] 加载 CLIP 文本编码器 ...
7
+ 2026-04-14 17:25:25,580 [INFO] 加载 SD 2.1 UNet + LoRA 权重 ...
8
+ 2026-04-14 17:25:41,335 [INFO] UNet 参数: 879.2M（冻结，含 LoRA 眼底域微调）
9
+ 2026-04-14 17:25:41,337 [INFO] bezier 模式：跳过 VesselEncoderV2，直接读 hint 图
10
+ 2026-04-14 17:25:41,338 [INFO] 初始化 VesselControlNet ...
11
+ 2026-04-14 17:25:41,549 [INFO] VesselControlNet 参数: 40.5M（可训练）
12
+ 2026-04-14 17:25:41,550 [INFO] torch.compile VesselControlNet (mode=reduce-overhead) ...
13
+ 2026-04-14 17:41:21,509 [INFO] Epoch 1/30 | train=0.1016 | val=0.1000 | lr=9.98e-05
14
+ 2026-04-14 17:41:21,623 [INFO] ★ 最优 val_loss=0.1000，已保存
15
+ 2026-04-14 17:55:55,776 [INFO] Epoch 2/30 | train=0.0993 | val=0.0973 | lr=9.90e-05
16
+ 2026-04-14 17:55:56,041 [INFO] ★ 最优 val_loss=0.0973，已保存
17
+ 2026-04-14 18:10:27,001 [INFO] Epoch 3/30 | train=0.0998 | val=0.1006 | lr=9.78e-05
18
+ 2026-04-14 18:24:56,301 [INFO] Epoch 4/30 | train=0.0991 | val=0.1013 | lr=9.61e-05
19
+ 2026-04-14 18:39:25,926 [INFO] Epoch 5/30 | train=0.0990 | val=0.0980 | lr=9.40e-05
20
+ 2026-04-14 18:53:59,934 [INFO] Epoch 6/30 | train=0.0990 | val=0.1026 | lr=9.14e-05
21
+ 2026-04-14 19:08:28,810 [INFO] Epoch 7/30 | train=0.0990 | val=0.1006 | lr=8.84e-05
22
+ 2026-04-14 19:22:57,801 [INFO] Epoch 8/30 | train=0.0994 | val=0.1006 | lr=8.51e-05
23
+ 2026-04-14 19:37:26,490 [INFO] Epoch 9/30 | train=0.0994 | val=0.1015 | lr=8.15e-05
24
+ 2026-04-14 19:51:54,810 [INFO] Epoch 10/30 | train=0.0993 | val=0.1010 | lr=7.75e-05
25
+ 2026-04-14 20:06:23,018 [INFO] Epoch 11/30 | train=0.0986 | val=0.0991 | lr=7.33e-05
26
+ 2026-04-14 20:20:51,358 [INFO] Epoch 12/30 | train=0.0992 | val=0.1008 | lr=6.89e-05
27
+ 2026-04-14 20:35:19,376 [INFO] Epoch 13/30 | train=0.0993 | val=0.0987 | lr=6.44e-05
28
+ 2026-04-14 20:49:47,517 [INFO] Epoch 14/30 | train=0.0985 | val=0.0988 | lr=5.97e-05
29
+ 2026-04-14 21:04:15,517 [INFO] Epoch 15/30 | train=0.0992 | val=0.1014 | lr=5.50e-05
30
+ 2026-04-14 21:18:43,882 [INFO] Epoch 16/30 | train=0.0988 | val=0.1004 | lr=5.03e-05
31
+ 2026-04-14 21:33:11,826 [INFO] Epoch 17/30 | train=0.0994 | val=0.1012 | lr=4.56e-05
32
+ 2026-04-14 21:47:39,475 [INFO] Epoch 18/30 | train=0.0989 | val=0.0994 | lr=4.11e-05
33
+ 2026-04-14 22:02:07,265 [INFO] Epoch 19/30 | train=0.0988 | val=0.1017 | lr=3.67e-05
34
+ 2026-04-14 22:16:35,252 [INFO] Epoch 20/30 | train=0.0988 | val=0.1023 | lr=3.25e-05
35
+ 2026-04-14 22:31:07,958 [INFO] Epoch 21/30 | train=0.0991 | val=0.1002 | lr=2.85e-05
36
+ 2026-04-14 22:45:36,098 [INFO] Epoch 22/30 | train=0.0989 | val=0.0997 | lr=2.49e-05
37
+ 2026-04-14 23:00:15,681 [INFO] Epoch 23/30 | train=0.0989 | val=0.0982 | lr=2.16e-05
38
+ 2026-04-14 23:14:58,304 [INFO] Epoch 24/30 | train=0.0988 | val=0.0984 | lr=1.86e-05
39
+ 2026-04-14 23:29:43,786 [INFO] Epoch 25/30 | train=0.0993 | val=0.1010 | lr=1.60e-05
40
+ 2026-04-14 23:44:16,842 [INFO] Epoch 26/30 | train=0.0986 | val=0.0990 | lr=1.39e-05
41
+ 2026-04-14 23:58:49,866 [INFO] Epoch 27/30 | train=0.0986 | val=0.0990 | lr=1.22e-05
weights/controlnet_g3_bezier_v2_legacy/train.log ADDED
@@ -0,0 +1,49 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2026-04-15 05:27:11,480 [INFO] 运行目录: /root/autodl-tmp/ST/train_logs/diffusion_sd21/20260415_052711_group3_bezier_v2
2
+ 2026-04-15 05:27:11,481 [INFO] world_size=4，每卡 batch=16
3
+ 2026-04-15 05:27:11,481 [INFO] 扫描数据集...
4
+ 2026-04-15 05:27:15,510 [INFO] 总记录数: 143669
5
+ 2026-04-15 05:27:15,555 [INFO] 加载 VAE ...
6
+ 2026-04-15 05:27:15,700 [INFO] 加载 CLIP 文本编码器 ...
7
+ 2026-04-15 05:27:16,180 [INFO] 加载 SD 2.1 UNet + LoRA 权重 ...
8
+ 2026-04-15 05:27:17,147 [INFO] 使用 LoRA 权重: train_logs/sd21_lora_fundus_v2/pytorch_lora_weights.safetensors
9
+ 2026-04-15 05:27:30,713 [INFO] UNet 参数: 879.2M（冻结，含 LoRA 眼底域微调）
10
+ 2026-04-15 05:27:30,715 [INFO] bezier 模式：跳过 VesselEncoderV2，直接读 hint 图
11
+ 2026-04-15 05:27:30,715 [INFO] 初始化 VesselControlNet ...
12
+ 2026-04-15 05:27:31,244 [INFO] VesselControlNet 参数: 40.5M（可训练）
13
+ 2026-04-15 05:27:31,244 [INFO] torch.compile VesselControlNet (mode=reduce-overhead) ...
14
+ 2026-04-15 05:42:29,717 [INFO] Epoch 1/30 | train=0.1015 | val=0.1003 | lr=9.98e-05
15
+ 2026-04-15 05:42:29,814 [INFO] ★ 最优 val_loss=0.1003，已保存
16
+ 2026-04-15 05:57:05,347 [INFO] Epoch 2/30 | train=0.1000 | val=0.0991 | lr=9.90e-05
17
+ 2026-04-15 05:57:05,630 [INFO] ★ 最优 val_loss=0.0991，已保存
18
+ 2026-04-15 06:11:35,800 [INFO] Epoch 3/30 | train=0.1003 | val=0.1016 | lr=9.78e-05
19
+ 2026-04-15 06:26:06,359 [INFO] Epoch 4/30 | train=0.0997 | val=0.1001 | lr=9.61e-05
20
+ 2026-04-15 06:40:36,910 [INFO] Epoch 5/30 | train=0.0999 | val=0.1007 | lr=9.40e-05
21
+ 2026-04-15 06:55:07,423 [INFO] Epoch 6/30 | train=0.1002 | val=0.0986 | lr=9.14e-05
22
+ 2026-04-15 06:55:07,645 [INFO] ★ 最优 val_loss=0.0986，已保存
23
+ 2026-04-15 07:09:38,258 [INFO] Epoch 7/30 | train=0.0999 | val=0.1011 | lr=8.84e-05
24
+ 2026-04-15 07:24:09,773 [INFO] Epoch 8/30 | train=0.1004 | val=0.1013 | lr=8.51e-05
25
+ 2026-04-15 07:38:41,784 [INFO] Epoch 9/30 | train=0.1004 | val=0.0997 | lr=8.15e-05
26
+ 2026-04-15 07:53:13,596 [INFO] Epoch 10/30 | train=0.0998 | val=0.1011 | lr=7.75e-05
27
+ 2026-04-15 08:07:45,508 [INFO] Epoch 11/30 | train=0.1000 | val=0.0992 | lr=7.33e-05
28
+ 2026-04-15 08:22:17,533 [INFO] Epoch 12/30 | train=0.0996 | val=0.1014 | lr=6.89e-05
29
+ 2026-04-15 08:36:44,915 [INFO] Epoch 13/30 | train=0.0995 | val=0.0994 | lr=6.44e-05
30
+ 2026-04-15 08:51:10,726 [INFO] Epoch 14/30 | train=0.1001 | val=0.1027 | lr=5.97e-05
31
+ 2026-04-15 09:05:35,790 [INFO] Epoch 15/30 | train=0.0993 | val=0.1035 | lr=5.50e-05
32
+ 2026-04-15 09:20:00,932 [INFO] Epoch 16/30 | train=0.1000 | val=0.1013 | lr=5.03e-05
33
+ 2026-04-15 09:34:26,034 [INFO] Epoch 17/30 | train=0.0997 | val=0.0980 | lr=4.56e-05
34
+ 2026-04-15 09:34:26,240 [INFO] ★ 最优 val_loss=0.0980，已保存
35
+ 2026-04-15 09:48:51,052 [INFO] Epoch 18/30 | train=0.1004 | val=0.0945 | lr=4.11e-05
36
+ 2026-04-15 09:48:51,270 [INFO] ★ 最优 val_loss=0.0945，已保存
37
+ 2026-04-15 10:03:16,628 [INFO] Epoch 19/30 | train=0.0997 | val=0.1012 | lr=3.67e-05
38
+ 2026-04-15 10:17:42,325 [INFO] Epoch 20/30 | train=0.0996 | val=0.0984 | lr=3.25e-05
39
+ 2026-04-15 10:32:08,080 [INFO] Epoch 21/30 | train=0.0999 | val=0.1006 | lr=2.85e-05
40
+ 2026-04-15 10:46:34,088 [INFO] Epoch 22/30 | train=0.0992 | val=0.0971 | lr=2.49e-05
41
+ 2026-04-15 11:01:00,330 [INFO] Epoch 23/30 | train=0.0997 | val=0.0998 | lr=2.16e-05
42
+ 2026-04-15 11:15:26,139 [INFO] Epoch 24/30 | train=0.0988 | val=0.1034 | lr=1.86e-05
43
+ 2026-04-15 11:29:51,866 [INFO] Epoch 25/30 | train=0.1002 | val=0.1006 | lr=1.60e-05
44
+ 2026-04-15 11:44:18,165 [INFO] Epoch 26/30 | train=0.0999 | val=0.1010 | lr=1.39e-05
45
+ 2026-04-15 11:58:44,718 [INFO] Epoch 27/30 | train=0.0995 | val=0.1006 | lr=1.22e-05
46
+ 2026-04-15 12:13:11,654 [INFO] Epoch 28/30 | train=0.0997 | val=0.0973 | lr=1.10e-05
47
+ 2026-04-15 12:27:38,293 [INFO] Epoch 29/30 | train=0.0995 | val=0.0989 | lr=1.02e-05
48
+ 2026-04-15 12:42:04,734 [INFO] Epoch 30/30 | train=0.0997 | val=0.0989 | lr=1.00e-05
49
+ 2026-04-15 12:42:04,810 [INFO] 训练完成。最优 val_loss=0.0945
weights/controlnet_g3_bezier_v3/train.log ADDED
@@ -0,0 +1,49 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2026-04-15 14:06:55,385 [INFO] 运行目录: /root/autodl-tmp/ST/train_logs/diffusion_sd21/20260415_140655_group3_bezier_v3
2
+ 2026-04-15 14:06:55,385 [INFO] world_size=4，每卡 batch=16
3
+ 2026-04-15 14:06:55,385 [INFO] 扫描数据集...
4
+ 2026-04-15 14:06:59,349 [INFO] 总记录数: 143669
5
+ 2026-04-15 14:06:59,395 [INFO] 加载 VAE ...
6
+ 2026-04-15 14:06:59,520 [INFO] 加载 CLIP 文本编码器 ...
7
+ 2026-04-15 14:06:59,961 [INFO] 加载 SD 2.1 UNet + LoRA 权重 ...
8
+ 2026-04-15 14:07:00,757 [INFO] 使用 LoRA 权重: train_logs/sd21_lora_fundus_v2/pytorch_lora_weights.safetensors
9
+ 2026-04-15 14:07:08,348 [INFO] UNet 参数: 879.2M（冻结，含 LoRA 眼底域微调）
10
+ 2026-04-15 14:07:08,350 [INFO] bezier 模式：跳过 VesselEncoderV2，直接读 hint 图
11
+ 2026-04-15 14:07:08,350 [INFO] 初始化 VesselControlNet ...
12
+ 2026-04-15 14:07:08,601 [INFO] VesselControlNet 参数: 40.5M（可训练）
13
+ 2026-04-15 14:07:08,601 [INFO] torch.compile VesselControlNet (mode=reduce-overhead) ...
14
+ 2026-04-15 14:22:04,980 [INFO] Epoch 1/30 | train=0.1038 | val=0.1045 | lr=9.98e-05
15
+ 2026-04-15 14:22:05,070 [INFO] ★ 最优 val_loss=0.1045，已保存
16
+ 2026-04-15 14:36:37,040 [INFO] Epoch 2/30 | train=0.1024 | val=0.1030 | lr=9.90e-05
17
+ 2026-04-15 14:36:37,263 [INFO] ★ 最优 val_loss=0.1030，已保存
18
+ 2026-04-15 14:51:03,748 [INFO] Epoch 3/30 | train=0.1017 | val=0.1025 | lr=9.78e-05
19
+ 2026-04-15 14:51:03,966 [INFO] ★ 最优 val_loss=0.1025，已保存
20
+ 2026-04-15 15:05:30,823 [INFO] Epoch 4/30 | train=0.1019 | val=0.0994 | lr=9.61e-05
21
+ 2026-04-15 15:05:31,035 [INFO] ★ 最优 val_loss=0.0994，已保存
22
+ 2026-04-15 15:19:58,257 [INFO] Epoch 5/30 | train=0.1020 | val=0.1017 | lr=9.40e-05
23
+ 2026-04-15 15:34:25,544 [INFO] Epoch 6/30 | train=0.1018 | val=0.1022 | lr=9.14e-05
24
+ 2026-04-15 15:48:52,858 [INFO] Epoch 7/30 | train=0.1016 | val=0.1007 | lr=8.84e-05
25
+ 2026-04-15 16:03:19,637 [INFO] Epoch 8/30 | train=0.1016 | val=0.1025 | lr=8.51e-05
26
+ 2026-04-15 16:17:46,455 [INFO] Epoch 9/30 | train=0.1018 | val=0.1021 | lr=8.15e-05
27
+ 2026-04-15 16:32:14,092 [INFO] Epoch 10/30 | train=0.1015 | val=0.1064 | lr=7.75e-05
28
+ 2026-04-15 16:46:41,745 [INFO] Epoch 11/30 | train=0.1005 | val=0.1026 | lr=7.33e-05
29
+ 2026-04-15 17:01:09,217 [INFO] Epoch 12/30 | train=0.1012 | val=0.0999 | lr=6.89e-05
30
+ 2026-04-15 17:15:36,052 [INFO] Epoch 13/30 | train=0.1018 | val=0.1007 | lr=6.44e-05
31
+ 2026-04-15 17:30:02,508 [INFO] Epoch 14/30 | train=0.1009 | val=0.1056 | lr=5.97e-05
32
+ 2026-04-15 17:44:30,282 [INFO] Epoch 15/30 | train=0.1005 | val=0.1037 | lr=5.50e-05
33
+ 2026-04-15 17:58:56,577 [INFO] Epoch 16/30 | train=0.1012 | val=0.1012 | lr=5.03e-05
34
+ 2026-04-15 18:13:23,856 [INFO] Epoch 17/30 | train=0.1009 | val=0.1019 | lr=4.56e-05
35
+ 2026-04-15 18:27:50,279 [INFO] Epoch 18/30 | train=0.1015 | val=0.1019 | lr=4.11e-05
36
+ 2026-04-15 18:42:17,197 [INFO] Epoch 19/30 | train=0.1018 | val=0.1015 | lr=3.67e-05
37
+ 2026-04-15 18:56:43,855 [INFO] Epoch 20/30 | train=0.1005 | val=0.1028 | lr=3.25e-05
38
+ 2026-04-15 19:11:10,416 [INFO] Epoch 21/30 | train=0.1013 | val=0.1036 | lr=2.85e-05
39
+ 2026-04-15 19:25:37,015 [INFO] Epoch 22/30 | train=0.1012 | val=0.1025 | lr=2.49e-05
40
+ 2026-04-15 19:40:03,704 [INFO] Epoch 23/30 | train=0.1016 | val=0.1013 | lr=2.16e-05
41
+ 2026-04-15 19:54:30,722 [INFO] Epoch 24/30 | train=0.1019 | val=0.1026 | lr=1.86e-05
42
+ 2026-04-15 20:08:53,400 [INFO] Epoch 25/30 | train=0.1008 | val=0.1042 | lr=1.60e-05
43
+ 2026-04-15 20:23:17,780 [INFO] Epoch 26/30 | train=0.1008 | val=0.1012 | lr=1.39e-05
44
+ 2026-04-15 20:37:41,395 [INFO] Epoch 27/30 | train=0.1014 | val=0.0960 | lr=1.22e-05
45
+ 2026-04-15 20:37:41,610 [INFO] ★ 最优 val_loss=0.0960，已保存
46
+ 2026-04-15 20:52:05,074 [INFO] Epoch 28/30 | train=0.1011 | val=0.0994 | lr=1.10e-05
47
+ 2026-04-15 21:06:29,788 [INFO] Epoch 29/30 | train=0.1011 | val=0.1004 | lr=1.02e-05
48
+ 2026-04-15 21:20:52,794 [INFO] Epoch 30/30 | train=0.1011 | val=0.1011 | lr=1.00e-05
49
+ 2026-04-15 21:20:52,868 [INFO] 训练完成。最优 val_loss=0.0960