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  1. ESRGAN/16xPSNR.pth +3 -0
  2. ESRGAN/1x_NMKD-BrightenRedux_200k.pth +3 -0
  3. ESRGAN/1x_NMKD-YandereInpaint_375000_G.pth +3 -0
  4. ESRGAN/1x_NMKDDetoon_97500_G.pth +3 -0
  5. ESRGAN/1x_NoiseToner-Poisson-Detailed_108000_G.pth +3 -0
  6. ESRGAN/1x_NoiseToner-Uniform-Detailed_100000_G.pth +3 -0
  7. ESRGAN/4x-UltraSharp.pth +3 -0
  8. ESRGAN/4xPSNR.pth +3 -0
  9. ESRGAN/4x_CountryRoads_377000_G.pth +3 -0
  10. ESRGAN/4x_Fatality_Comix_260000_G.pth +3 -0
  11. ESRGAN/4x_NMKD-Siax_200k.pth +3 -0
  12. ESRGAN/4x_NMKD-Superscale-Artisoftject_210000_G.pth +3 -0
  13. ESRGAN/4x_NMKD-Superscale-SP_178000_G.pth +3 -0
  14. ESRGAN/4x_NMKD-UltraYandere-Lite_280k.pth +3 -0
  15. ESRGAN/4x_NMKD-UltraYandere_300k.pth +3 -0
  16. ESRGAN/4x_NMKD-YandereNeoXL_200k.pth +3 -0
  17. ESRGAN/4x_NMKDSuperscale_Artisoft_120000_G.pth +3 -0
  18. ESRGAN/4x_NickelbackFS_72000_G.pth +3 -0
  19. ESRGAN/4x_Nickelback_70000G.pth +3 -0
  20. ESRGAN/4x_RealisticRescaler_100000_G.pth +3 -0
  21. ESRGAN/4x_Valar_v1.pth +3 -0
  22. ESRGAN/4x_fatal_Anime_500000_G.pth +3 -0
  23. ESRGAN/4x_foolhardy_Remacri.pth +3 -0
  24. ESRGAN/8xPSNR.pth +3 -0
  25. ESRGAN/8x_NMKD-Superscale_150000_G.pth +3 -0
  26. ESRGAN/8x_NMKD-Typescale_175k.pth +3 -0
  27. ESRGAN/A_ESRGAN_Single.pth +3 -0
  28. ESRGAN/BSRGAN.pth +3 -0
  29. ESRGAN/BSRGANx2.pth +3 -0
  30. ESRGAN/BSRNet.pth +3 -0
  31. ESRGAN/LADDIER1_282500_G.pth +3 -0
  32. ESRGAN/WaifuGAN_v3_30000.pth +3 -0
  33. ESRGAN/lollypop.pth +3 -0
  34. ESRGAN/sudo_rife4_269.662_testV1_scale1.pth +3 -0
  35. GFPGAN/GFPGANv1.3.pth +3 -0
  36. GFPGAN/GFPGANv1.4.pth +3 -0
  37. LDSR/model.ckpt +3 -0
  38. LDSR/project.yaml +80 -0
  39. SwinIR/001_classicalSR_DF2K_s64w8_SwinIR-M_x2.pth +3 -0
  40. SwinIR/001_classicalSR_DF2K_s64w8_SwinIR-M_x3.pth +3 -0
  41. SwinIR/001_classicalSR_DF2K_s64w8_SwinIR-M_x4.pth +3 -0
  42. SwinIR/001_classicalSR_DF2K_s64w8_SwinIR-M_x8.pth +3 -0
  43. SwinIR/001_classicalSR_DIV2K_s48w8_SwinIR-M_x2.pth +3 -0
  44. SwinIR/001_classicalSR_DIV2K_s48w8_SwinIR-M_x3.pth +3 -0
  45. SwinIR/001_classicalSR_DIV2K_s48w8_SwinIR-M_x4.pth +3 -0
  46. SwinIR/001_classicalSR_DIV2K_s48w8_SwinIR-M_x8.pth +3 -0
  47. SwinIR/003_realSR_BSRGAN_DFOWMFC_s64w8_SwinIR-L_x4_GAN-with-dict-keys-params-and-params_ema.pth +3 -0
  48. SwinIR/003_realSR_BSRGAN_DFO_s64w8_SwinIR-M_x2_GAN-with-dict-keys-params-and-params_ema.pth +3 -0
  49. SwinIR/Swin2SR_ClassicalSR_X2_64.pth +3 -0
  50. SwinIR/Swin2SR_ClassicalSR_X4_64.pth +3 -0
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+ model:
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+ base_learning_rate: 1.0e-06
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+ target: ldm.models.diffusion.ddpm.LatentDiffusion
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+ params:
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+ linear_start: 0.0015
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+ linear_end: 0.0155
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+ log_every_t: 100
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+ timesteps: 1000
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+ loss_type: l2
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+ first_stage_key: image
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+ cond_stage_key: LR_image
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+ image_size: 64
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+ channels: 3
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+ concat_mode: true
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+ cond_stage_trainable: false
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+ unet_config:
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+ target: ldm.modules.diffusionmodules.openaimodel.UNetModel
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+ params:
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+ image_size: 64
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+ in_channels: 6
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+ out_channels: 3
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+ model_channels: 160
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+ attention_resolutions:
24
+ - 16
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+ - 8
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+ num_res_blocks: 2
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+ channel_mult:
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+ - 1
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+ - 2
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+ - 2
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+ - 4
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+ num_head_channels: 32
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+ first_stage_config:
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+ target: ldm.models.autoencoder.VQModelInterface
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+ params:
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+ embed_dim: 3
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+ n_embed: 8192
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+ monitor: val/rec_loss
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+ ddconfig:
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+ double_z: false
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+ z_channels: 3
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+ resolution: 256
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+ in_channels: 3
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+ out_ch: 3
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+ ch: 128
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+ ch_mult:
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+ - 1
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+ - 2
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+ - 4
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+ num_res_blocks: 2
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+ attn_resolutions: []
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+ dropout: 0.0
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+ lossconfig:
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+ target: torch.nn.Module # todo
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+ cond_stage_config:
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+ target: torch.nn.Identity
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+ data:
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+ target: cutlit.DataModuleFromConfig
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+ params:
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+ batch_size: 64
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+ wrap: false
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+ num_workers: 12
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+ train:
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+ target: ldm.data.openimages.SuperresOpenImagesAdvancedTrain
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+ params:
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+ size: 256
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+ degradation: bsrgan_light
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+ downscale_f: 4
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+ min_crop_f: 0.5
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+ max_crop_f: 1.0
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+ random_crop: true
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+ validation:
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+ target: ldm.data.openimages.SuperresOpenImagesAdvancedValidation
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+ params:
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+ size: 256
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+ degradation: bsrgan_light
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+ downscale_f: 4
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+ min_crop_f: 0.5
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+ max_crop_f: 1.0
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+ random_crop: true
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