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Update README.md

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@@ -3,8 +3,15 @@ license: mit
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  base_model:
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  - facebook/dinov2-small
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  tags:
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- - VAE,
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  - SD
 
 
 
 
 
 
 
 
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  ---
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  # SD/E2E-SD VAE to DINOv2 Bridge
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  GET Dino v2 features from SD VAE latents
@@ -157,7 +164,7 @@ pred_norm = F.normalize(pred_dino_features[0].float(), dim=-1)
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  target_norm = F.normalize(sample_target.to(device).float(), dim=-1)
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  sim = F.cosine_similarity(pred_norm, target_norm, dim=-1).mean().item()
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  print(f"Average Cosine Similarity for this sample: {sim:.4f}")
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- ``
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@@ -179,4 +186,4 @@ print(f"Average Cosine Similarity for this sample: {sim:.4f}")
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  | Best logged Retrieval@5 | `0.996364` |
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  | Best logged Retrieval@10 | `0.998636` |
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- The training log shows validation improving consistently from epoch 1 to epoch 6: cosine rose from `0.624136` to `0.759174`, NMSE fell from `0.610722` to `0.420825`, and Retrieval@1 rose from `0.751818` to `0.988182`. The run was interrupted during the final `latest.pt` save after `epoch_006.pt` had already been saved, so `best.pt` / `epoch_006.pt` are the safer checkpoints. :contentReference[oaicite:0]{index=0}
 
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  base_model:
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  - facebook/dinov2-small
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  tags:
 
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  - SD
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+ - representation-learning,
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+ - repa
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+ - dinov2
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+ - VAE
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+ - stable-diffusion
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+ - pytroch
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+ datasets:
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+ - kingsidharth/zangei-dit-stage-1-250k
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  ---
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  # SD/E2E-SD VAE to DINOv2 Bridge
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  GET Dino v2 features from SD VAE latents
 
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  target_norm = F.normalize(sample_target.to(device).float(), dim=-1)
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  sim = F.cosine_similarity(pred_norm, target_norm, dim=-1).mean().item()
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  print(f"Average Cosine Similarity for this sample: {sim:.4f}")
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+ ```
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  | Best logged Retrieval@5 | `0.996364` |
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  | Best logged Retrieval@10 | `0.998636` |
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+ The training log shows validation improving consistently from epoch 1 to epoch 6: cosine rose from `0.624136` to `0.759174`, NMSE fell from `0.610722` to `0.420825`, and Retrieval@1 rose from `0.751818` to `0.988182`. The run was interrupted during the final `latest.pt` save after `epoch_006.pt` had already been saved, so `best.pt` / `epoch_006.pt` are the safer checkpoints. :contentReference[oaicite:0]{index=0}