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4xNomos2_hq_drct-l_UPSCALE/4xNomos2_hq_drct-l.pth

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4xNomos2_hq_drct-l_UPSCALE/4xNomos2_hq_drct-l.safetensors

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4xNomos2_hq_drct-l_UPSCALE/4xNomos2_hq_drct-l.toml

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+name = "4xNomos2_hq_drct-l"
+model_type = "image"
+scale = 4
+#use_amp = true # off at 150k
+#bfloat16 = true # off at 150k
+#fast_matmul = true # off at 150k
+#compile = true
+#manual_seed = 1024
+
+[datasets.train]
+type = "paired"
+dataroot_gt = '/home/phips/Documents/Datasets/nomosv2/'
+dataroot_lq = '/home/phips/Documents/Datasets/nomosv2_lq_4x/'
+patch_size = 64 # from 32 to 64 at 150k
+batch_size = 2
+#accumulate = 1
+#augmentation = [ "none", "mixup", "cutmix", "resizemix" ] # [ "cutblur" ]
+#aug_prob = [ 0.5, 0.1, 0.1, 0.1 ] # [ 0.7 ]
+
+#[datasets.val]
+#name = "val"
+#type = "paired"
+#dataroot_gt = '/home/phips/Documents/Datasets/LSDIR_val/few2_hr/'
+#dataroot_lq = '/home/phips/Documents/Datasets/LSDIR_val/few2_x4/'
+#[val]
+#val_freq = 100
+#tile = 128
+#[val.metrics.psnr]
+#type = "calculate_psnr"
+#[val.metrics.ssim]
+#type = "calculate_ssim"
+#[val.metrics.dists]
+#type = "calculate_dists"
+#better = "lower"
+
+[path]
+pretrain_network_g = '/home/phips/Downloads/DRCT-L_X4.pth'
+#pretrain_network_d = 'experiments\pretrain_d.pth'
+
+[network_g]
+#type = "drct"
+type = "drct_l"
+#type = "drct_xl"
+#type = "drct_s"
+
+
+[network_d]
+type = "unet"
+
+[train]
+ema = 0.999
+#sam = "fsam"
+#sam_init = 1000
+#eco = true
+#eco_init = 15000
+#wavelet_guided = true
+#wavelet_init = 80000
+#match_lq_colors = true
+
+[train.optim_g]
+type = "adamw"
+lr = 1e-4
+betas = [ 0.9, 0.99 ]
+weight_decay = 0
+#schedule_free = true
+#warmup_steps = 1600
+
+[train.optim_d]
+type = "adamw"
+lr = 1e-4
+betas = [ 0.9, 0.99 ]
+weight_decay = 0
+#schedule_free = true
+#warmup_steps = 600
+
+#  losses
+[train.mssim_opt]
+type = "mssim_loss"
+loss_weight = 1.0
+
+[train.consistency_opt]
+type = "consistency_loss"
+loss_weight = 1.0
+#saturation = 1.0
+#brightness = 1.0
+
+[train.perceptual_opt]
+type = "vgg_perceptual_loss"
+loss_weight = 0.5
+criterion = "chc"
+#patchloss = true
+#ipk = true
+#patch_weight = 1.0
+
+[train.gan_opt]
+type = "gan_loss"
+gan_type = "bce"
+loss_weight = 0.3
+
+[train.dists_opt] #enable at 172k
+type = "dists_loss"
+loss_weight = 0.5
+
+[train.ldl_opt] #enable at 172k
+type = "ldl_loss"
+loss_weight = 1.0
+criterion = "chc"
+
+[train.ff_opt] #enable at 172k
+type = "ff_loss"
+loss_weight = 1.0
+
+#[train.gw_opt]
+#type = "gw_loss"
+#loss_weight = 1.0
+
+[logger]
+total_iter = 1000000
+save_checkpoint_freq = 5000
+use_tb_logger = true
+#save_tb_img = true
+#print_freq = 100