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  1. geneval_reverse_kl_6p0/config.yaml +95 -0
  2. geneval_sd3_dreamsim_log/config.yaml +55 -0
  3. geneval_sd3_dreamsim_log_seed2/step_30/random_states_1.pkl +3 -0
  4. geneval_sd3_dreamsim_log_seed2/step_30/random_states_3.pkl +3 -0
  5. geneval_sd3_dreamsim_log_seed2/step_40/custom_checkpoint_0.pkl +3 -0
  6. geneval_sd3_dreamsim_log_seed2/step_40/custom_checkpoint_1.pkl +3 -0
  7. geneval_sd3_dreamsim_log_seed2/step_40/optimizer.bin +3 -0
  8. geneval_sd3_dreamsim_log_seed2/step_40/random_states_0.pkl +3 -0
  9. geneval_sd3_dreamsim_log_seed2/step_40/random_states_1.pkl +3 -0
  10. geneval_sd3_dreamsim_log_seed2/step_40/random_states_2.pkl +3 -0
  11. geneval_sd3_dreamsim_log_seed2/step_40/random_states_3.pkl +3 -0
  12. geneval_sd3_dreamsim_log_seed2/step_40/scaler.pt +3 -0
  13. geneval_sd3_dreamsim_log_seed2/step_50/custom_checkpoint_0.pkl +3 -0
  14. geneval_sd3_dreamsim_log_seed2/step_50/custom_checkpoint_1.pkl +3 -0
  15. geneval_sd3_dreamsim_log_seed2/step_50/optimizer.bin +3 -0
  16. geneval_sd3_dreamsim_log_seed2/step_50/random_states_0.pkl +3 -0
  17. geneval_sd3_dreamsim_log_seed2/step_50/random_states_1.pkl +3 -0
  18. geneval_sd3_dreamsim_log_seed2/step_50/random_states_2.pkl +3 -0
  19. geneval_sd3_dreamsim_log_seed2/step_50/random_states_3.pkl +3 -0
  20. geneval_sd3_dreamsim_log_seed2/step_50/scaler.pt +3 -0
  21. geneval_sd3_dreamsim_log_seed2/step_60/custom_checkpoint_0.pkl +3 -0
  22. geneval_sd3_dreamsim_log_seed2/step_60/custom_checkpoint_1.pkl +3 -0
  23. geneval_sd3_dreamsim_log_seed2/step_60/optimizer.bin +3 -0
  24. geneval_sd3_dreamsim_log_seed2/step_60/random_states_0.pkl +3 -0
  25. geneval_sd3_dreamsim_log_seed2/step_60/random_states_1.pkl +3 -0
  26. geneval_sd3_dreamsim_log_seed2/step_60/random_states_2.pkl +3 -0
  27. geneval_sd3_dreamsim_log_seed2/step_60/random_states_3.pkl +3 -0
  28. geneval_sd3_dreamsim_log_seed2/step_60/scaler.pt +3 -0
  29. geneval_sd3_fd3_kl_dreamsim14_phi015/step_10/model.safetensors +3 -0
  30. geneval_sd3_fd3_kl_dreamsim14_phi015/step_100/model.safetensors +3 -0
  31. geneval_sd3_fd3_kl_dreamsim14_phi015/step_110/model.safetensors +3 -0
  32. geneval_sd3_fd3_kl_dreamsim14_phi015/step_120/model.safetensors +3 -0
  33. geneval_sd3_fd3_kl_dreamsim14_phi015/step_130/model.safetensors +3 -0
  34. geneval_sd3_fd3_kl_dreamsim14_phi015/step_140/model.safetensors +3 -0
  35. geneval_sd3_fd3_kl_dreamsim14_phi015/step_150/model.safetensors +3 -0
  36. geneval_sd3_fd3_kl_dreamsim14_phi015/step_160/model.safetensors +3 -0
  37. geneval_sd3_fd3_kl_dreamsim14_phi015/step_20/model.safetensors +3 -0
  38. geneval_sd3_fd3_kl_dreamsim14_phi015/step_30/model.safetensors +3 -0
  39. geneval_sd3_fd3_kl_dreamsim14_phi015/step_40/model.safetensors +3 -0
  40. geneval_sd3_fd3_kl_dreamsim14_phi015/step_50/model.safetensors +3 -0
  41. geneval_sd3_fd3_kl_dreamsim14_phi015/step_60/model.safetensors +3 -0
  42. geneval_sd3_fd3_kl_dreamsim14_phi015/step_70/model.safetensors +3 -0
  43. geneval_sd3_fd3_kl_dreamsim14_phi015/step_80/model.safetensors +3 -0
  44. geneval_sd3_fd3_kl_dreamsim14_phi015/step_90/model.safetensors +3 -0
  45. geneval_sd3_fd3_kl_phi015_rm150/step_10/model.safetensors +3 -0
  46. geneval_sd3_fd3_kl_phi015_rm150/step_100/model.safetensors +3 -0
  47. geneval_sd3_fd3_kl_phi015_rm150/step_120/model.safetensors +3 -0
  48. geneval_sd3_fd3_kl_phi015_rm150/step_170/model.safetensors +3 -0
  49. geneval_sd3_fd3_kl_phi015_rm150/step_70/model.safetensors +3 -0
  50. geneval_sd3_fd3_kl_phi015_rm150/step_80/model.safetensors +3 -0
geneval_reverse_kl_6p0/config.yaml ADDED
@@ -0,0 +1,95 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ beta1: 0.9
2
+ beta2: 0.99
3
+ dreamsim_batch_size: 12
4
+ dreamsim_cache_dir: models/dreamsim
5
+ dreamsim_eval_guidance_scale: 2
6
+ dreamsim_eval_num_prompts: 32
7
+ dreamsim_eval_samples_per_prompt: 8
8
+ dreamsim_gate: none
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+ dreamsim_log_every_n_epochs: 1
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+ dreamsim_log_types:
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+ - dino_vitb16_patch
12
+ - clip_vitb32
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+ - open_clip_vitb32
14
+ - ensemble
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+ dreamsim_scale: 0.0
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+ dreamsim_train_type: dino_vitb16_patch
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+ ema_decay: 0.9
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+ ema_warmup_rate: 0.01
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+ eval_every_n_epochs: 10
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+ eval_guidance_scales:
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+ - 1.0
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+ - 2.0
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+ - 3.0
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+ - 4.5
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+ eval_prompt_fraction: 1.0
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+ fd_allow_small_reference: false
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+ fd_batch_size: 12
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+ fd_cache_dir: models/fd_stats
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+ fd_clamp: 10.0
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+ fd_cov_source: residual
31
+ fd_cov_weight: 1.0
32
+ fd_eig_floor: 0.0
33
+ fd_ema_beta: 0.95
34
+ fd_encoder_cache_dir: models/fd_encoders
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+ fd_init_epochs: 25
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+ fd_log_every_n_epochs: 1
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+ fd_log_types:
38
+ - convnextv2_base
39
+ - siglip2_so400m
40
+ - clip_vitl14
41
+ - dinov2_vitl14
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+ - inception_v3
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+ - mae_vitl16
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+ fd_mean_weight: 1.0
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+ fd_norm_eps: null
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+ fd_normalize: null_ratio
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+ fd_realized_max: null
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+ fd_reference_seed: null
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+ fd_sample_clip: null
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+ fd_scale: 0.0
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+ fd_shrinkage: 0.02
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+ fd_train_types:
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+ - dinov2_vitl14
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+ fd_train_weights:
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+ - 1.0
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+ grad_norm_monitor_every_n_epochs: 0
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+ integral_kl_timestep_distribution: uniform
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+ integral_kl_weight: 0.0
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+ lora_alpha: 64
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+ lora_rank: 32
61
+ loss_batch_size: 16
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+ lr: 0.0003
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+ min_timesteps: 400
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+ mixed_precision: fp16
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+ model_name: stabilityai/stable-diffusion-3.5-medium
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+ num_eval_inference_steps: 40
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+ num_integral_kl_timesteps: 0
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+ num_loss_targets_per_sample: 8
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+ num_optim_steps_per_epoch: 1
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+ num_prompts_per_epoch: 48
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+ num_samples_per_prompt: 24
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+ num_train_inference_steps: 20
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+ prompts: geneval
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+ resolution: 512
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+ reverse_kl_weight: 6.0
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+ reward_batch_size: 12
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+ reward_multiplier: 100
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+ rewards:
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+ - Geneval
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+ sampling_batch_size: 32
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+ scale_rewards: epoch
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+ seed: 0
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+ sft_loss_weight: 0.0
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+ sft_loss_weight_fn: null
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+ sft_num_loss_targets_per_sample: 8
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+ sft_num_samples_per_prompt: 24
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+ sft_ref_cache_dir: null
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+ timestep_sampling: weighted
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+ train_guidance_scale: 2.0
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+ validation_rewards:
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+ - ImageReward
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+ wandb_entity: jaylee2000-kaist
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+ wandb_project: ram
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+ wandb_run_name: null
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+ weight_decay: 0.0001
geneval_sd3_dreamsim_log/config.yaml ADDED
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+ beta1: 0.9
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+ beta2: 0.99
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+ dreamsim_batch_size: 12
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+ dreamsim_cache_dir: models/dreamsim
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+ dreamsim_log_every_n_epochs: 1
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+ dreamsim_scale: 0.0
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+ ema_decay: 0.9
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+ ema_warmup_rate: 0.01
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+ eval_every_n_epochs: 10
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+ eval_guidance_scales:
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+ - 1.0
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+ - 2.0
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+ - 3.0
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+ - 4.5
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+ eval_prompt_fraction: 0.25
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+ grad_norm_monitor_every_n_epochs: 1
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+ integral_kl_timestep_distribution: uniform
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+ integral_kl_weight: 0.0
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+ lora_alpha: 64
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+ lora_rank: 32
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+ loss_batch_size: 16
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+ lr: 0.0003
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+ min_timesteps: 400
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+ mixed_precision: fp16
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+ model_name: stabilityai/stable-diffusion-3.5-medium
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+ num_eval_inference_steps: 40
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+ num_integral_kl_timesteps: 0
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+ num_loss_targets_per_sample: 8
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+ num_optim_steps_per_epoch: 1
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+ num_prompts_per_epoch: 48
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+ num_samples_per_prompt: 24
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+ num_train_inference_steps: 20
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+ prompts: geneval
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+ resolution: 512
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+ reverse_kl_weight: 1.0
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+ reward_batch_size: 12
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+ reward_multiplier: 100
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+ rewards:
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+ - Geneval
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+ sampling_batch_size: 32
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+ scale_rewards: epoch
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+ seed: 0
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+ sft_loss_weight: 0.0
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+ sft_loss_weight_fn: null
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+ sft_num_loss_targets_per_sample: 8
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+ sft_num_samples_per_prompt: 24
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+ sft_ref_cache_dir: null
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+ timestep_sampling: weighted
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+ train_guidance_scale: 2.0
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+ validation_rewards:
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+ - ImageReward
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+ wandb_entity: jaylee2000-kaist
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+ wandb_project: ram
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+ wandb_run_name: null
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+ weight_decay: 0.0001
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