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FST train phase 2 with FFT

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Files changed (46) hide show
  1. FST-P2-20260217/FontDiffuserFST_training_phase_2_config.yaml +159 -0
  2. FST-P2-20260217/checkpoint_step_1000/content_encoder.safetensors +3 -0
  3. FST-P2-20260217/checkpoint_step_1000/fst_module.safetensors +3 -0
  4. FST-P2-20260217/checkpoint_step_1000/fst_projection.safetensors +3 -0
  5. FST-P2-20260217/checkpoint_step_1000/mss_encoder.safetensors +3 -0
  6. FST-P2-20260217/checkpoint_step_1000/original_style_projection.safetensors +3 -0
  7. FST-P2-20260217/checkpoint_step_1000/scr.safetensors +3 -0
  8. FST-P2-20260217/checkpoint_step_1000/style_encoder.safetensors +3 -0
  9. FST-P2-20260217/checkpoint_step_1000/training_state.pt +3 -0
  10. FST-P2-20260217/checkpoint_step_1000/unet.safetensors +3 -0
  11. FST-P2-20260217/checkpoint_step_250/content_encoder.safetensors +3 -0
  12. FST-P2-20260217/checkpoint_step_250/fst_module.safetensors +3 -0
  13. FST-P2-20260217/checkpoint_step_250/fst_projection.safetensors +3 -0
  14. FST-P2-20260217/checkpoint_step_250/mss_encoder.safetensors +3 -0
  15. FST-P2-20260217/checkpoint_step_250/original_style_projection.safetensors +3 -0
  16. FST-P2-20260217/checkpoint_step_250/scr.safetensors +3 -0
  17. FST-P2-20260217/checkpoint_step_250/style_encoder.safetensors +3 -0
  18. FST-P2-20260217/checkpoint_step_250/training_state.pt +3 -0
  19. FST-P2-20260217/checkpoint_step_250/unet.safetensors +3 -0
  20. FST-P2-20260217/checkpoint_step_500/content_encoder.safetensors +3 -0
  21. FST-P2-20260217/checkpoint_step_500/fst_module.safetensors +3 -0
  22. FST-P2-20260217/checkpoint_step_500/fst_projection.safetensors +3 -0
  23. FST-P2-20260217/checkpoint_step_500/mss_encoder.safetensors +3 -0
  24. FST-P2-20260217/checkpoint_step_500/original_style_projection.safetensors +3 -0
  25. FST-P2-20260217/checkpoint_step_500/scr.safetensors +3 -0
  26. FST-P2-20260217/checkpoint_step_500/style_encoder.safetensors +3 -0
  27. FST-P2-20260217/checkpoint_step_500/training_state.pt +3 -0
  28. FST-P2-20260217/checkpoint_step_500/unet.safetensors +3 -0
  29. FST-P2-20260217/checkpoint_step_750/content_encoder.safetensors +3 -0
  30. FST-P2-20260217/checkpoint_step_750/fst_module.safetensors +3 -0
  31. FST-P2-20260217/checkpoint_step_750/fst_projection.safetensors +3 -0
  32. FST-P2-20260217/checkpoint_step_750/mss_encoder.safetensors +3 -0
  33. FST-P2-20260217/checkpoint_step_750/original_style_projection.safetensors +3 -0
  34. FST-P2-20260217/checkpoint_step_750/scr.safetensors +3 -0
  35. FST-P2-20260217/checkpoint_step_750/style_encoder.safetensors +3 -0
  36. FST-P2-20260217/checkpoint_step_750/training_state.pt +3 -0
  37. FST-P2-20260217/checkpoint_step_750/unet.safetensors +3 -0
  38. FST-P2-20260217/final/content_encoder.safetensors +3 -0
  39. FST-P2-20260217/final/fst_module.safetensors +3 -0
  40. FST-P2-20260217/final/fst_projection.safetensors +3 -0
  41. FST-P2-20260217/final/mss_encoder.safetensors +3 -0
  42. FST-P2-20260217/final/original_style_projection.safetensors +3 -0
  43. FST-P2-20260217/final/scr.safetensors +3 -0
  44. FST-P2-20260217/final/style_encoder.safetensors +3 -0
  45. FST-P2-20260217/final/training_state.pt +3 -0
  46. FST-P2-20260217/final/unet.safetensors +3 -0
FST-P2-20260217/FontDiffuserFST_training_phase_2_config.yaml ADDED
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+ adam_beta1: 0.9
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+ adam_beta2: 0.999
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+ adam_epsilon: 1.0e-08
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+ adam_weight_decay: 0.01
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+ adversarial_dropout: 0.3
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+ adversarial_entropy_weight: 0.1
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+ adversarial_hidden_dims: 512,256,128
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+ adversarial_input_channels: 256
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+ adversarial_lambda: 1.0
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+ adversarial_spectral_norm: true
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+ adversarial_weight: 0.5
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+ algorithm_type: dpmsolver++
13
+ batch_size: 1
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+ beta_scheduler: scaled_linear
15
+ channel_attn: true
16
+ channels_last: false
17
+ character_input: false
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+ characters: null
19
+ characters_file: null
20
+ ckpt_dir: null
21
+ ckpt_interval: 250
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+ compile: true
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+ compute_fid: false
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+ consistency_loss_weight: 0.1
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+ content_character: null
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+ content_encoder_downsample_size: 3
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+ content_image_path: null
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+ content_image_size: !!python/tuple
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+ - 96
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+ - 96
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+ content_start_channel: 64
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+ controlnet: false
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+ correcting_x0_fn: null
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+ data_root: .
35
+ dataset_split: train_original
36
+ demo: false
37
+ deterministic: false
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+ device: cuda:0
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+ disc_learning_rate_factor: 0.5
40
+ disc_update_interval: 1
41
+ drop_prob: 0.1
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+ enable_attention_slicing: false
43
+ enable_style_transform: false
44
+ enable_xformers: false
45
+ end_line: null
46
+ evaluate: true
47
+ experience_name: FontDiffuserFST_training_phase_2
48
+ export_onnx: false
49
+ fast_sampling: false
50
+ feature_dim: 512
51
+ ffn_dim: 2048
52
+ fp16: false
53
+ freeze_modules: ''
54
+ frequency_filter_type: gaussian
55
+ frequency_low_cutoff: 0.1
56
+ frequency_mid_cutoff: 0.4
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+ frequency_mid_target: both
58
+ frequency_use_mid_band: true
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+ fst_ckpt_path: null
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+ fst_feature_channels: 64,128,256,512,1024
61
+ fst_num_queries: 220
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+ fst_num_scales: 5
63
+ fst_query_dim: 256
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+ gradient_accumulation_steps: 2
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+ ground_truth_dir: null
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+ guidance_scale: 7.5
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+ guidance_type: classifier-free
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+ hidden_dim: 256
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+ identity_adaptive_max_weight: 1.0
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+ identity_adaptive_min_weight: 0.1
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+ identity_log_metrics: true
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+ identity_loss_type: frobenius
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+ identity_loss_weight: 0.1
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+ identity_matrix_size: null
75
+ identity_metric_interval: 100
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+ identity_pair_mode: random
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+ identity_pooled_reduction: mean
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+ identity_reg_weight: 0.01
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+ identity_regularization: orthogonal
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+ identity_similarity_threshold: 0.8
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+ instructpix2pix: false
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+ learning_rate: 5.0e-05
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+ local_rank: -1
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+ log_interval: 50
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+ logging_dir: logs
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+ lr_scheduler: cosine
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+ lr_warmup_steps: 200
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+ max_grad_norm: 1.0
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+ max_train_steps: 1000
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+ method: multistep
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+ mixed_precision: 'no'
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+ mode: refinement
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+ model_type: noise
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+ mss_base_channels: 64
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+ mss_num_scales: 5
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+ nce_layers: 0,1,2,3
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+ num_consistency_pairs: 3
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+ num_heads: 8
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+ num_identity_pairs: 0
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+ num_inference_steps: 20
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+ num_neg: 32
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+ num_styles: 10
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+ num_workers: 1
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+ offset_coefficient: 0.3
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+ onnx_export_dir: null
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+ onnx_opset_version: 17
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+ order: 2
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+ output_dir: outputs/FontDiffuser/FST-P2-20260217
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+ perceptual_coefficient: 0.03
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+ phase_1: false
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+ phase_1_ckpt_dir: ckpt/FST-P2-20260216/checkpoint_step_1000/
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+ phase_2: true
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+ report_to: wandb
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+ resolution: 96
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+ save_image: false
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+ save_image_dir: null
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+ save_interval: 10
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+ sc_coefficient: 0.03
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+ scale_lr: false
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+ scr_ckpt_path: ckpt/FST-P2-20260216/checkpoint_step_1000/scr.safetensors
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+ scr_image_size: 96
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+ seed: 123
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+ skeleton_distance_method: hybrid
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+ skeleton_fusion_method: concat
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+ skeleton_max_distance: 12.0
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+ skeleton_method: medial_axis
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+ skeleton_output_mode: dual_channel
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+ skeleton_sigma: 1.5
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+ skip_type: time_uniform
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+ start_line: 1
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+ style_image_path: null
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+ style_image_size: !!python/tuple
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+ - 96
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+ - 96
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+ style_images: null
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+ style_source_same_prob: 0.5
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+ style_start_channel: 64
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+ style_transform_coefficient: 0.1
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+ summary: false
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+ t_end: null
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+ t_start: null
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+ temperature: 0.07
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+ train_batch_size: 4
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+ ttf_path: ttf/KaiXinSongA.ttf
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+ unet_channels: !!python/tuple
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+ - 64
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+ - 128
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+ - 256
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+ - 512
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+ use_adaptive_identity_loss: false
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+ use_adversarial_disc: false
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+ use_frequency_decomp: true
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+ use_fst: true
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+ use_pooled_identity_loss: false
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+ use_skeleton_content: false
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+ use_wandb: true
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+ val_interval: 100
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+ wandb_project: fontdiffuser-eval
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+ wandb_run_name: null
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