diff --git "a/log.txt" "b/log.txt"
--- "a/log.txt"
+++ "b/log.txt"
@@ -1,454 +1,929 @@
-[2025-04-30 14:26:25] Experiment directory created at ck_decoder_cnn/001-TokenFlow
-[2025-04-30 14:26:25] Namespace(data_path='/root/autodl-tmp/TokenFlow/train2017', data_face_path=None, cloud_save_path='./logs/tokenflow/', no_local_save=False, vq_model='TokenFlow', teacher='clipb_224', vq_ckpt='/root/autodl-tmp/TokenFlow/TokenFlow_checkpoint/tokenflow_clipb_32k_enhanced.pt', finetune=False, ema=False, codebook_size=32768, codebook_embed_dim=8, semantic_code_dim=32, codebook_l2_norm=True, codebook_weight=1.0, entropy_loss_ratio=0.0, commit_loss_beta=0.25, reconstruction_weight=1.0, reconstruction_loss='l2', perceptual_weight=1.0, disc_weight=0.5, disc_start=20000, disc_type='patchgan', disc_loss='hinge', gen_loss='hinge', compile=False, dropout_p=0.0, results_dir='ck_decoder_cnn', dataset='coco', image_size=224, epochs=1, lr=0.0001, weight_decay=0.05, beta1=0.9, beta2=0.95, max_grad_norm=1.0, global_batch_size=8, global_seed=0, num_workers=1, log_every=100, ckpt_every=5000, gradient_accumulation_steps=1, mixed_precision='bf16', infer_interpolate=False, enhanced_decoder=False, kmeans=False, finetune_decoder=False, rank=0, world_size=1, gpu=0, dist_url='env://', distributed=True, dist_backend='nccl')
-[2025-04-30 14:26:25] Starting rank=0, seed=0, world_size=1.
-[2025-04-30 14:26:29] VQ Model Parameters: 376,710,957
-[2025-04-30 14:26:32] Discriminator Parameters: 2,765,633
-[2025-04-30 14:26:32] Optimizing part parameters.
-[2025-04-30 14:26:32] no kmeans, args.lr = 0.0001
-[2025-04-30 14:26:32] Dataset contains 116,756 images (/root/autodl-tmp/TokenFlow/train2017)
-[2025-04-30 14:26:33] Loaded model from checkpoint.
-[2025-04-30 14:26:33] Optimizer starting from scratch.
-[2025-04-30 14:26:33] Discriminator starting from scratch.
-[2025-04-30 14:26:33] Discriminator optimizer starting from scratch.
-[2025-04-30 14:26:33] Resume training from checkpoint: /root/autodl-tmp/TokenFlow/TokenFlow_checkpoint/tokenflow_clipb_32k_enhanced.pt
-[2025-04-30 14:26:33] Initial state: steps=0, epochs=0
-[2025-04-30 14:26:33] Training for 1 epochs...
-[2025-04-30 14:29:21] Beginning epoch 0...
-[2025-04-30 14:30:49] (Generator) rec_loss: 0.1796, perceptual_loss: 0.7422, vq_loss: 0.0248, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9204, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.5111, d_vqkd: 128274.5391, d_vqgan: 145431.3125
-[2025-04-30 14:30:49] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.2734
-[2025-04-30 14:30:49] (step=0000100) Train Loss: 1.6152, Train Steps/Sec: 0.39
-[2025-04-30 14:32:16] (Generator) rec_loss: 0.1367, perceptual_loss: 0.6836, vq_loss: 0.0245, commit_loss: 0.0061, entropy_loss: 0.0000, codebook_usage: 0.9197, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.5194, d_vqkd: 128174.8438, d_vqgan: 144185.8438
-[2025-04-30 14:32:17] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3047, logits_fake: -1.3281
-[2025-04-30 14:32:17] (step=0000200) Train Loss: 1.4491, Train Steps/Sec: 1.14
-[2025-04-30 14:33:44] (Generator) rec_loss: 0.1483, perceptual_loss: 0.7031, vq_loss: 0.0257, commit_loss: 0.0064, entropy_loss: 0.0000, codebook_usage: 0.9190, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.5374, d_vqkd: 128616.2188, d_vqgan: 146205.1562
-[2025-04-30 14:33:44] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3516
-[2025-04-30 14:33:44] (step=0000300) Train Loss: 1.3890, Train Steps/Sec: 1.14
-[2025-04-30 14:35:11] (Generator) rec_loss: 0.1186, perceptual_loss: 0.6641, vq_loss: 0.0253, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9206, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.5306, d_vqkd: 129389.1953, d_vqgan: 145608.9219
-[2025-04-30 14:35:12] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3672
-[2025-04-30 14:35:12] (step=0000400) Train Loss: 1.3479, Train Steps/Sec: 1.14
-[2025-04-30 14:36:39] (Generator) rec_loss: 0.1142, perceptual_loss: 0.6328, vq_loss: 0.0246, commit_loss: 0.0061, entropy_loss: 0.0000, codebook_usage: 0.9183, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.5128, d_vqkd: 128340.0547, d_vqgan: 144212.1719
-[2025-04-30 14:36:39] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3203, logits_fake: -1.3594
-[2025-04-30 14:36:39] (step=0000500) Train Loss: 1.3241, Train Steps/Sec: 1.14
-[2025-04-30 14:38:06] (Generator) rec_loss: 0.1063, perceptual_loss: 0.6133, vq_loss: 0.0246, commit_loss: 0.0061, entropy_loss: 0.0000, codebook_usage: 0.9176, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.5157, d_vqkd: 129047.6172, d_vqgan: 145168.8438
-[2025-04-30 14:38:07] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3672
-[2025-04-30 14:38:07] (step=0000600) Train Loss: 1.3057, Train Steps/Sec: 1.14
-[2025-04-30 14:39:34] (Generator) rec_loss: 0.0775, perceptual_loss: 0.6094, vq_loss: 0.0250, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9182, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4881, d_vqkd: 128687.7031, d_vqgan: 144890.5156
-[2025-04-30 14:39:34] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3750, logits_fake: -1.3672
-[2025-04-30 14:39:34] (step=0000700) Train Loss: 1.2781, Train Steps/Sec: 1.14
-[2025-04-30 14:41:01] (Generator) rec_loss: 0.0829, perceptual_loss: 0.5820, vq_loss: 0.0251, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9170, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.5109, d_vqkd: 128256.9062, d_vqgan: 145044.8125
-[2025-04-30 14:41:02] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3359
-[2025-04-30 14:41:02] (step=0000800) Train Loss: 1.2370, Train Steps/Sec: 1.14
-[2025-04-30 14:42:29] (Generator) rec_loss: 0.0742, perceptual_loss: 0.5820, vq_loss: 0.0252, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9195, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4986, d_vqkd: 128683.0547, d_vqgan: 145370.2656
-[2025-04-30 14:42:29] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3516
-[2025-04-30 14:42:29] (step=0000900) Train Loss: 1.2390, Train Steps/Sec: 1.14
-[2025-04-30 14:43:56] (Generator) rec_loss: 0.1233, perceptual_loss: 0.6172, vq_loss: 0.0250, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9178, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.5120, d_vqkd: 129011.5078, d_vqgan: 145388.3906
-[2025-04-30 14:43:56] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3203
-[2025-04-30 14:43:56] (step=0001000) Train Loss: 1.2240, Train Steps/Sec: 1.14
-[2025-04-30 14:45:23] (Generator) rec_loss: 0.1262, perceptual_loss: 0.6094, vq_loss: 0.0249, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9206, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.5004, d_vqkd: 128540.0078, d_vqgan: 145112.6562
-[2025-04-30 14:45:24] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3672
-[2025-04-30 14:45:24] (step=0001100) Train Loss: 1.2064, Train Steps/Sec: 1.14
-[2025-04-30 14:46:51] (Generator) rec_loss: 0.0795, perceptual_loss: 0.5664, vq_loss: 0.0251, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9211, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4851, d_vqkd: 128371.2891, d_vqgan: 145027.5000
-[2025-04-30 14:46:52] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.2969, logits_fake: -1.2969
-[2025-04-30 14:46:52] (step=0001200) Train Loss: 1.1811, Train Steps/Sec: 1.14
-[2025-04-30 14:48:18] (Generator) rec_loss: 0.0738, perceptual_loss: 0.5469, vq_loss: 0.0243, commit_loss: 0.0061, entropy_loss: 0.0000, codebook_usage: 0.9174, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4745, d_vqkd: 128500.2812, d_vqgan: 145257.2500
-[2025-04-30 14:48:19] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3438
-[2025-04-30 14:48:19] (step=0001300) Train Loss: 1.1723, Train Steps/Sec: 1.14
-[2025-04-30 14:49:46] (Generator) rec_loss: 0.0902, perceptual_loss: 0.6055, vq_loss: 0.0250, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9211, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4853, d_vqkd: 128766.6250, d_vqgan: 145242.0625
-[2025-04-30 14:49:46] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3438
-[2025-04-30 14:49:46] (step=0001400) Train Loss: 1.1692, Train Steps/Sec: 1.14
-[2025-04-30 14:51:13] (Generator) rec_loss: 0.1019, perceptual_loss: 0.5234, vq_loss: 0.0244, commit_loss: 0.0061, entropy_loss: 0.0000, codebook_usage: 0.9199, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4573, d_vqkd: 128548.5859, d_vqgan: 144814.0938
-[2025-04-30 14:51:14] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3516
-[2025-04-30 14:51:14] (step=0001500) Train Loss: 1.1487, Train Steps/Sec: 1.14
-[2025-04-30 14:52:41] (Generator) rec_loss: 0.0781, perceptual_loss: 0.5430, vq_loss: 0.0247, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9182, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4480, d_vqkd: 128331.6953, d_vqgan: 144958.8125
-[2025-04-30 14:52:41] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3516
-[2025-04-30 14:52:41] (step=0001600) Train Loss: 1.1458, Train Steps/Sec: 1.14
-[2025-04-30 14:54:08] (Generator) rec_loss: 0.0820, perceptual_loss: 0.5352, vq_loss: 0.0246, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9186, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4739, d_vqkd: 128173.3672, d_vqgan: 144285.2188
-[2025-04-30 14:54:09] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3672
-[2025-04-30 14:54:09] (step=0001700) Train Loss: 1.1213, Train Steps/Sec: 1.14
-[2025-04-30 14:55:36] (Generator) rec_loss: 0.0863, perceptual_loss: 0.5625, vq_loss: 0.0251, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9188, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4663, d_vqkd: 128614.8438, d_vqgan: 145121.4531
-[2025-04-30 14:55:36] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3203, logits_fake: -1.3438
-[2025-04-30 14:55:36] (step=0001800) Train Loss: 1.1118, Train Steps/Sec: 1.14
-[2025-04-30 14:57:03] (Generator) rec_loss: 0.0638, perceptual_loss: 0.5078, vq_loss: 0.0236, commit_loss: 0.0059, entropy_loss: 0.0000, codebook_usage: 0.9183, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4624, d_vqkd: 127730.9688, d_vqgan: 144807.2500
-[2025-04-30 14:57:04] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3438
-[2025-04-30 14:57:04] (step=0001900) Train Loss: 1.0839, Train Steps/Sec: 1.14
-[2025-04-30 14:58:31] (Generator) rec_loss: 0.0853, perceptual_loss: 0.5430, vq_loss: 0.0255, commit_loss: 0.0064, entropy_loss: 0.0000, codebook_usage: 0.9176, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4632, d_vqkd: 128707.1875, d_vqgan: 144979.5625
-[2025-04-30 14:58:31] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3516
-[2025-04-30 14:58:31] (step=0002000) Train Loss: 1.0720, Train Steps/Sec: 1.14
-[2025-04-30 14:59:58] (Generator) rec_loss: 0.0794, perceptual_loss: 0.5430, vq_loss: 0.0255, commit_loss: 0.0064, entropy_loss: 0.0000, codebook_usage: 0.9208, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4610, d_vqkd: 129328.8203, d_vqgan: 145437.9844
-[2025-04-30 14:59:59] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.2969
-[2025-04-30 14:59:59] (step=0002100) Train Loss: 1.0636, Train Steps/Sec: 1.14
-[2025-04-30 15:01:26] (Generator) rec_loss: 0.1287, perceptual_loss: 0.5234, vq_loss: 0.0255, commit_loss: 0.0064, entropy_loss: 0.0000, codebook_usage: 0.9172, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4416, d_vqkd: 129266.9141, d_vqgan: 145998.7812
-[2025-04-30 15:01:26] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3516
-[2025-04-30 15:01:26] (step=0002200) Train Loss: 1.0468, Train Steps/Sec: 1.14
-[2025-04-30 15:02:53] (Generator) rec_loss: 0.0891, perceptual_loss: 0.5391, vq_loss: 0.0251, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9152, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4551, d_vqkd: 129009.7891, d_vqgan: 144019.4844
-[2025-04-30 15:02:54] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3438
-[2025-04-30 15:02:54] (step=0002300) Train Loss: 1.0393, Train Steps/Sec: 1.14
-[2025-04-30 15:04:21] (Generator) rec_loss: 0.0718, perceptual_loss: 0.4863, vq_loss: 0.0251, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9181, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4204, d_vqkd: 128877.8047, d_vqgan: 145542.4531
-[2025-04-30 15:04:21] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3359
-[2025-04-30 15:04:21] (step=0002400) Train Loss: 1.0229, Train Steps/Sec: 1.14
-[2025-04-30 15:05:48] (Generator) rec_loss: 0.0578, perceptual_loss: 0.4785, vq_loss: 0.0245, commit_loss: 0.0061, entropy_loss: 0.0000, codebook_usage: 0.9170, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4094, d_vqkd: 128453.2500, d_vqgan: 145027.2344
-[2025-04-30 15:05:49] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3438
-[2025-04-30 15:05:49] (step=0002500) Train Loss: 1.0208, Train Steps/Sec: 1.14
-[2025-04-30 15:07:16] (Generator) rec_loss: 0.0673, perceptual_loss: 0.4473, vq_loss: 0.0248, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9176, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3571, d_vqkd: 129097.9922, d_vqgan: 144894.7344
-[2025-04-30 15:07:16] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3359
-[2025-04-30 15:07:16] (step=0002600) Train Loss: 0.9911, Train Steps/Sec: 1.14
-[2025-04-30 15:08:43] (Generator) rec_loss: 0.0570, perceptual_loss: 0.4375, vq_loss: 0.0255, commit_loss: 0.0064, entropy_loss: 0.0000, codebook_usage: 0.9182, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4206, d_vqkd: 129180.6250, d_vqgan: 144898.3906
-[2025-04-30 15:08:44] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3516
-[2025-04-30 15:08:44] (step=0002700) Train Loss: 0.9900, Train Steps/Sec: 1.14
-[2025-04-30 15:10:11] (Generator) rec_loss: 0.0744, perceptual_loss: 0.4492, vq_loss: 0.0251, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9204, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3751, d_vqkd: 128414.1172, d_vqgan: 145480.6406
-[2025-04-30 15:10:11] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3125, logits_fake: -1.3281
-[2025-04-30 15:10:11] (step=0002800) Train Loss: 0.9716, Train Steps/Sec: 1.14
-[2025-04-30 15:11:38] (Generator) rec_loss: 0.1025, perceptual_loss: 0.4805, vq_loss: 0.0253, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9171, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4029, d_vqkd: 128866.5781, d_vqgan: 145063.2188
-[2025-04-30 15:11:39] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3359
-[2025-04-30 15:11:39] (step=0002900) Train Loss: 0.9499, Train Steps/Sec: 1.14
-[2025-04-30 15:13:06] (Generator) rec_loss: 0.0972, perceptual_loss: 0.4609, vq_loss: 0.0252, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9172, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4000, d_vqkd: 128577.7031, d_vqgan: 145951.1719
-[2025-04-30 15:13:06] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3516
-[2025-04-30 15:13:06] (step=0003000) Train Loss: 0.9364, Train Steps/Sec: 1.14
-[2025-04-30 15:14:33] (Generator) rec_loss: 0.0532, perceptual_loss: 0.4219, vq_loss: 0.0247, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9172, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3819, d_vqkd: 128379.0938, d_vqgan: 145188.7344
-[2025-04-30 15:14:34] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3203, logits_fake: -1.3359
-[2025-04-30 15:14:34] (step=0003100) Train Loss: 0.9359, Train Steps/Sec: 1.14
-[2025-04-30 15:16:00] (Generator) rec_loss: 0.0749, perceptual_loss: 0.4648, vq_loss: 0.0247, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9159, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4226, d_vqkd: 128253.3438, d_vqgan: 145120.2812
-[2025-04-30 15:16:01] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3438
-[2025-04-30 15:16:01] (step=0003200) Train Loss: 0.9206, Train Steps/Sec: 1.14
-[2025-04-30 15:17:28] (Generator) rec_loss: 0.0746, perceptual_loss: 0.4473, vq_loss: 0.0258, commit_loss: 0.0065, entropy_loss: 0.0000, codebook_usage: 0.9185, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3993, d_vqkd: 128775.3516, d_vqgan: 145550.9688
-[2025-04-30 15:17:28] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3516
-[2025-04-30 15:17:28] (step=0003300) Train Loss: 0.9209, Train Steps/Sec: 1.14
-[2025-04-30 15:18:55] (Generator) rec_loss: 0.0588, perceptual_loss: 0.4102, vq_loss: 0.0247, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9182, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3695, d_vqkd: 129058.4609, d_vqgan: 145256.4688
-[2025-04-30 15:18:56] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3516
-[2025-04-30 15:18:56] (step=0003400) Train Loss: 0.9108, Train Steps/Sec: 1.14
-[2025-04-30 15:20:23] (Generator) rec_loss: 0.0560, perceptual_loss: 0.4180, vq_loss: 0.0247, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9162, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3628, d_vqkd: 128726.0625, d_vqgan: 144983.5938
-[2025-04-30 15:20:23] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3125, logits_fake: -1.3203
-[2025-04-30 15:20:23] (step=0003500) Train Loss: 0.8937, Train Steps/Sec: 1.14
-[2025-04-30 15:21:50] (Generator) rec_loss: 0.0554, perceptual_loss: 0.4238, vq_loss: 0.0246, commit_loss: 0.0061, entropy_loss: 0.0000, codebook_usage: 0.9155, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3623, d_vqkd: 127510.7578, d_vqgan: 144646.8750
-[2025-04-30 15:21:51] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3203
-[2025-04-30 15:21:51] (step=0003600) Train Loss: 0.8876, Train Steps/Sec: 1.14
-[2025-04-30 15:23:18] (Generator) rec_loss: 0.0700, perceptual_loss: 0.4062, vq_loss: 0.0252, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9182, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3647, d_vqkd: 128691.6562, d_vqgan: 145188.8594
-[2025-04-30 15:23:18] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3594
-[2025-04-30 15:23:18] (step=0003700) Train Loss: 0.8722, Train Steps/Sec: 1.14
-[2025-04-30 15:24:45] (Generator) rec_loss: 0.0475, perceptual_loss: 0.3867, vq_loss: 0.0252, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9180, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3694, d_vqkd: 128383.5781, d_vqgan: 145250.2500
-[2025-04-30 15:24:46] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3203, logits_fake: -1.3359
-[2025-04-30 15:24:46] (step=0003800) Train Loss: 0.8690, Train Steps/Sec: 1.14
-[2025-04-30 15:26:13] (Generator) rec_loss: 0.0546, perceptual_loss: 0.4062, vq_loss: 0.0251, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9200, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3550, d_vqkd: 128814.1953, d_vqgan: 144899.4375
-[2025-04-30 15:26:13] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3359
-[2025-04-30 15:26:13] (step=0003900) Train Loss: 0.8574, Train Steps/Sec: 1.14
-[2025-04-30 15:27:40] (Generator) rec_loss: 0.0639, perceptual_loss: 0.3828, vq_loss: 0.0250, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9162, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3335, d_vqkd: 128829.7031, d_vqgan: 145306.3281
-[2025-04-30 15:27:41] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3281
-[2025-04-30 15:27:41] (step=0004000) Train Loss: 0.8601, Train Steps/Sec: 1.14
-[2025-04-30 15:29:08] (Generator) rec_loss: 0.0498, perceptual_loss: 0.3809, vq_loss: 0.0250, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9179, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3735, d_vqkd: 128880.8984, d_vqgan: 144158.0781
-[2025-04-30 15:29:08] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3047, logits_fake: -1.3281
-[2025-04-30 15:29:08] (step=0004100) Train Loss: 0.8386, Train Steps/Sec: 1.14
-[2025-04-30 15:30:35] (Generator) rec_loss: 0.0838, perceptual_loss: 0.4141, vq_loss: 0.0257, commit_loss: 0.0064, entropy_loss: 0.0000, codebook_usage: 0.9189, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3730, d_vqkd: 128637.7266, d_vqgan: 146002.6094
-[2025-04-30 15:30:36] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3438
-[2025-04-30 15:30:36] (step=0004200) Train Loss: 0.8411, Train Steps/Sec: 1.14
-[2025-04-30 15:32:03] (Generator) rec_loss: 0.0492, perceptual_loss: 0.3848, vq_loss: 0.0248, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9192, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3372, d_vqkd: 127227.3125, d_vqgan: 145415.5938
-[2025-04-30 15:32:03] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3516
-[2025-04-30 15:32:03] (step=0004300) Train Loss: 0.8392, Train Steps/Sec: 1.14
-[2025-04-30 15:33:30] (Generator) rec_loss: 0.0466, perceptual_loss: 0.3672, vq_loss: 0.0252, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9177, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3528, d_vqkd: 128739.3281, d_vqgan: 145326.7656
-[2025-04-30 15:33:31] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3359
-[2025-04-30 15:33:31] (step=0004400) Train Loss: 0.8313, Train Steps/Sec: 1.14
-[2025-04-30 15:34:57] (Generator) rec_loss: 0.0609, perceptual_loss: 0.3906, vq_loss: 0.0255, commit_loss: 0.0064, entropy_loss: 0.0000, codebook_usage: 0.9178, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3505, d_vqkd: 129233.4844, d_vqgan: 146003.1562
-[2025-04-30 15:34:58] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3516
-[2025-04-30 15:34:58] (step=0004500) Train Loss: 0.8333, Train Steps/Sec: 1.14
-[2025-04-30 15:36:25] (Generator) rec_loss: 0.0572, perceptual_loss: 0.3965, vq_loss: 0.0250, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9195, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3784, d_vqkd: 128893.0703, d_vqgan: 144433.8125
-[2025-04-30 15:36:25] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3281
-[2025-04-30 15:36:25] (step=0004600) Train Loss: 0.8373, Train Steps/Sec: 1.14
-[2025-04-30 15:37:52] (Generator) rec_loss: 0.0722, perceptual_loss: 0.3926, vq_loss: 0.0239, commit_loss: 0.0060, entropy_loss: 0.0000, codebook_usage: 0.9195, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3616, d_vqkd: 127328.5938, d_vqgan: 145235.1250
-[2025-04-30 15:37:53] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3203, logits_fake: -1.3438
-[2025-04-30 15:37:53] (step=0004700) Train Loss: 0.8252, Train Steps/Sec: 1.14
-[2025-04-30 15:39:20] (Generator) rec_loss: 0.0646, perceptual_loss: 0.3906, vq_loss: 0.0251, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9177, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3626, d_vqkd: 128197.3594, d_vqgan: 145493.5781
-[2025-04-30 15:39:20] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3203, logits_fake: -1.3281
-[2025-04-30 15:39:20] (step=0004800) Train Loss: 0.8181, Train Steps/Sec: 1.14
-[2025-04-30 15:40:47] (Generator) rec_loss: 0.0751, perceptual_loss: 0.3730, vq_loss: 0.0247, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9160, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3427, d_vqkd: 128297.8984, d_vqgan: 144653.2500
-[2025-04-30 15:40:48] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3750
-[2025-04-30 15:40:48] (step=0004900) Train Loss: 0.8190, Train Steps/Sec: 1.14
-[2025-04-30 15:42:15] (Generator) rec_loss: 0.0578, perceptual_loss: 0.3887, vq_loss: 0.0246, commit_loss: 0.0061, entropy_loss: 0.0000, codebook_usage: 0.9169, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3894, d_vqkd: 128524.9844, d_vqgan: 144745.6719
-[2025-04-30 15:42:15] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3203, logits_fake: -1.3359
-[2025-04-30 15:42:15] (step=0005000) Train Loss: 0.8113, Train Steps/Sec: 1.14
-[2025-04-30 15:42:18] Saved checkpoint to ck_decoder_cnn/001-TokenFlow/checkpoints/0005000.pt
-[2025-04-30 15:43:44] (Generator) rec_loss: 0.0630, perceptual_loss: 0.3945, vq_loss: 0.0250, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9174, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3700, d_vqkd: 128452.2656, d_vqgan: 145346.2188
-[2025-04-30 15:43:45] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3438
-[2025-04-30 15:43:45] (step=0005100) Train Loss: 0.8087, Train Steps/Sec: 1.12
-[2025-04-30 15:45:12] (Generator) rec_loss: 0.0858, perceptual_loss: 0.3594, vq_loss: 0.0252, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9188, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3281, d_vqkd: 129295.9688, d_vqgan: 145976.1250
-[2025-04-30 15:45:12] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3672
-[2025-04-30 15:45:12] (step=0005200) Train Loss: 0.8046, Train Steps/Sec: 1.14
-[2025-04-30 15:46:39] (Generator) rec_loss: 0.0570, perceptual_loss: 0.3555, vq_loss: 0.0246, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9174, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3389, d_vqkd: 128521.5938, d_vqgan: 144583.9531
-[2025-04-30 15:46:40] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3594
-[2025-04-30 15:46:40] (step=0005300) Train Loss: 0.7951, Train Steps/Sec: 1.14
-[2025-04-30 15:48:07] (Generator) rec_loss: 0.0760, perceptual_loss: 0.3574, vq_loss: 0.0252, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9185, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3379, d_vqkd: 128856.9219, d_vqgan: 145182.1875
-[2025-04-30 15:48:07] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3047
-[2025-04-30 15:48:07] (step=0005400) Train Loss: 0.7958, Train Steps/Sec: 1.14
-[2025-04-30 15:49:34] (Generator) rec_loss: 0.0539, perceptual_loss: 0.3438, vq_loss: 0.0246, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9210, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3291, d_vqkd: 128123.4922, d_vqgan: 145781.0000
-[2025-04-30 15:49:35] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3281
-[2025-04-30 15:49:35] (step=0005500) Train Loss: 0.7950, Train Steps/Sec: 1.14
-[2025-04-30 15:51:02] (Generator) rec_loss: 0.0449, perceptual_loss: 0.3418, vq_loss: 0.0253, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9189, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3275, d_vqkd: 128730.0234, d_vqgan: 145040.9375
-[2025-04-30 15:51:02] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3203, logits_fake: -1.3281
-[2025-04-30 15:51:02] (step=0005600) Train Loss: 0.7983, Train Steps/Sec: 1.14
-[2025-04-30 15:52:29] (Generator) rec_loss: 0.0454, perceptual_loss: 0.3340, vq_loss: 0.0243, commit_loss: 0.0061, entropy_loss: 0.0000, codebook_usage: 0.9168, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3376, d_vqkd: 128818.1406, d_vqgan: 144325.2500
-[2025-04-30 15:52:30] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3750
-[2025-04-30 15:52:30] (step=0005700) Train Loss: 0.7894, Train Steps/Sec: 1.14
-[2025-04-30 15:53:57] (Generator) rec_loss: 0.0605, perceptual_loss: 0.3477, vq_loss: 0.0252, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9168, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3073, d_vqkd: 128674.9219, d_vqgan: 145437.0938
-[2025-04-30 15:53:57] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3750
-[2025-04-30 15:53:58] (step=0005800) Train Loss: 0.7823, Train Steps/Sec: 1.14
-[2025-04-30 15:55:25] (Generator) rec_loss: 0.0532, perceptual_loss: 0.3496, vq_loss: 0.0246, commit_loss: 0.0061, entropy_loss: 0.0000, codebook_usage: 0.9183, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3262, d_vqkd: 128715.3438, d_vqgan: 145626.6719
-[2025-04-30 15:55:25] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3438
-[2025-04-30 15:55:25] (step=0005900) Train Loss: 0.7860, Train Steps/Sec: 1.14
-[2025-04-30 15:56:52] (Generator) rec_loss: 0.0623, perceptual_loss: 0.3496, vq_loss: 0.0247, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9164, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3391, d_vqkd: 128688.5469, d_vqgan: 145249.5625
-[2025-04-30 15:56:53] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3438
-[2025-04-30 15:56:53] (step=0006000) Train Loss: 0.7793, Train Steps/Sec: 1.14
-[2025-04-30 15:58:20] (Generator) rec_loss: 0.0621, perceptual_loss: 0.3633, vq_loss: 0.0250, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9155, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3468, d_vqkd: 128755.5391, d_vqgan: 145161.6406
-[2025-04-30 15:58:20] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3516
-[2025-04-30 15:58:20] (step=0006100) Train Loss: 0.7889, Train Steps/Sec: 1.14
-[2025-04-30 15:59:47] (Generator) rec_loss: 0.0508, perceptual_loss: 0.3535, vq_loss: 0.0256, commit_loss: 0.0064, entropy_loss: 0.0000, codebook_usage: 0.9171, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3509, d_vqkd: 128848.3281, d_vqgan: 144812.1719
-[2025-04-30 15:59:48] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3438
-[2025-04-30 15:59:48] (step=0006200) Train Loss: 0.7696, Train Steps/Sec: 1.14
-[2025-04-30 16:01:15] (Generator) rec_loss: 0.1034, perceptual_loss: 0.3652, vq_loss: 0.0251, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9179, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3253, d_vqkd: 128615.7812, d_vqgan: 145341.3594
-[2025-04-30 16:01:15] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3438
-[2025-04-30 16:01:15] (step=0006300) Train Loss: 0.7660, Train Steps/Sec: 1.14
-[2025-04-30 16:02:42] (Generator) rec_loss: 0.0624, perceptual_loss: 0.3555, vq_loss: 0.0253, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9205, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3320, d_vqkd: 129020.4453, d_vqgan: 145458.2812
-[2025-04-30 16:02:43] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3594
-[2025-04-30 16:02:43] (step=0006400) Train Loss: 0.7667, Train Steps/Sec: 1.14
-[2025-04-30 16:04:10] (Generator) rec_loss: 0.0568, perceptual_loss: 0.3203, vq_loss: 0.0242, commit_loss: 0.0061, entropy_loss: 0.0000, codebook_usage: 0.9192, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2970, d_vqkd: 128339.0469, d_vqgan: 144909.9531
-[2025-04-30 16:04:10] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3516
-[2025-04-30 16:04:10] (step=0006500) Train Loss: 0.7674, Train Steps/Sec: 1.14
-[2025-04-30 16:05:37] (Generator) rec_loss: 0.0485, perceptual_loss: 0.3262, vq_loss: 0.0252, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9177, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3382, d_vqkd: 128875.7500, d_vqgan: 145706.6719
-[2025-04-30 16:05:38] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3516
-[2025-04-30 16:05:38] (step=0006600) Train Loss: 0.7549, Train Steps/Sec: 1.14
-[2025-04-30 16:07:05] (Generator) rec_loss: 0.0544, perceptual_loss: 0.3203, vq_loss: 0.0249, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9151, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3243, d_vqkd: 128446.4609, d_vqgan: 144754.2500
-[2025-04-30 16:07:05] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3203, logits_fake: -1.3125
-[2025-04-30 16:07:05] (step=0006700) Train Loss: 0.7578, Train Steps/Sec: 1.14
-[2025-04-30 16:08:32] (Generator) rec_loss: 0.0519, perceptual_loss: 0.3418, vq_loss: 0.0249, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9185, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3188, d_vqkd: 128805.0312, d_vqgan: 144807.3125
-[2025-04-30 16:08:33] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3359
-[2025-04-30 16:08:33] (step=0006800) Train Loss: 0.7568, Train Steps/Sec: 1.14
-[2025-04-30 16:10:00] (Generator) rec_loss: 0.0522, perceptual_loss: 0.3457, vq_loss: 0.0257, commit_loss: 0.0064, entropy_loss: 0.0000, codebook_usage: 0.9203, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3190, d_vqkd: 128826.3906, d_vqgan: 145774.2188
-[2025-04-30 16:10:00] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3750, logits_fake: -1.3672
-[2025-04-30 16:10:00] (step=0006900) Train Loss: 0.7552, Train Steps/Sec: 1.14
-[2025-04-30 16:11:27] (Generator) rec_loss: 0.0464, perceptual_loss: 0.3027, vq_loss: 0.0242, commit_loss: 0.0060, entropy_loss: 0.0000, codebook_usage: 0.9163, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3060, d_vqkd: 128018.7188, d_vqgan: 144755.6250
-[2025-04-30 16:11:28] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3281
-[2025-04-30 16:11:28] (step=0007000) Train Loss: 0.7467, Train Steps/Sec: 1.14
-[2025-04-30 16:12:55] (Generator) rec_loss: 0.0524, perceptual_loss: 0.3164, vq_loss: 0.0238, commit_loss: 0.0059, entropy_loss: 0.0000, codebook_usage: 0.9174, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3154, d_vqkd: 127603.7344, d_vqgan: 144884.6094
-[2025-04-30 16:12:55] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3359
-[2025-04-30 16:12:55] (step=0007100) Train Loss: 0.7657, Train Steps/Sec: 1.14
-[2025-04-30 16:14:22] (Generator) rec_loss: 0.0608, perceptual_loss: 0.3262, vq_loss: 0.0246, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9187, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3268, d_vqkd: 128052.5938, d_vqgan: 144930.8594
-[2025-04-30 16:14:23] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3359
-[2025-04-30 16:14:23] (step=0007200) Train Loss: 0.7515, Train Steps/Sec: 1.14
-[2025-04-30 16:15:50] (Generator) rec_loss: 0.0385, perceptual_loss: 0.3008, vq_loss: 0.0241, commit_loss: 0.0060, entropy_loss: 0.0000, codebook_usage: 0.9176, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3134, d_vqkd: 128737.3516, d_vqgan: 144508.0781
-[2025-04-30 16:15:50] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3594
-[2025-04-30 16:15:50] (step=0007300) Train Loss: 0.7395, Train Steps/Sec: 1.14
-[2025-04-30 16:17:17] (Generator) rec_loss: 0.0453, perceptual_loss: 0.3105, vq_loss: 0.0248, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9176, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3410, d_vqkd: 127963.4297, d_vqgan: 144776.3125
-[2025-04-30 16:17:18] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3516
-[2025-04-30 16:17:18] (step=0007400) Train Loss: 0.7382, Train Steps/Sec: 1.14
-[2025-04-30 16:18:45] (Generator) rec_loss: 0.0425, perceptual_loss: 0.3477, vq_loss: 0.0255, commit_loss: 0.0064, entropy_loss: 0.0000, codebook_usage: 0.9205, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3244, d_vqkd: 129260.0938, d_vqgan: 144992.9062
-[2025-04-30 16:18:45] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3359
-[2025-04-30 16:18:45] (step=0007500) Train Loss: 0.7510, Train Steps/Sec: 1.14
-[2025-04-30 16:20:12] (Generator) rec_loss: 0.0631, perceptual_loss: 0.3359, vq_loss: 0.0248, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9191, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3426, d_vqkd: 128389.7656, d_vqgan: 146441.9688
-[2025-04-30 16:20:13] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3516
-[2025-04-30 16:20:13] (step=0007600) Train Loss: 0.7466, Train Steps/Sec: 1.14
-[2025-04-30 16:21:40] (Generator) rec_loss: 0.0638, perceptual_loss: 0.3379, vq_loss: 0.0252, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9207, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3026, d_vqkd: 128648.1875, d_vqgan: 145293.0469
-[2025-04-30 16:21:40] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3438
-[2025-04-30 16:21:40] (step=0007700) Train Loss: 0.7413, Train Steps/Sec: 1.14
-[2025-04-30 16:23:07] (Generator) rec_loss: 0.0613, perceptual_loss: 0.3242, vq_loss: 0.0249, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9195, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2911, d_vqkd: 128993.1875, d_vqgan: 144874.0156
-[2025-04-30 16:23:08] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3516
-[2025-04-30 16:23:08] (step=0007800) Train Loss: 0.7439, Train Steps/Sec: 1.14
-[2025-04-30 16:24:35] (Generator) rec_loss: 0.0628, perceptual_loss: 0.3555, vq_loss: 0.0246, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9180, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3335, d_vqkd: 128638.5703, d_vqgan: 144713.3594
-[2025-04-30 16:24:35] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3750, logits_fake: -1.3750
-[2025-04-30 16:24:35] (step=0007900) Train Loss: 0.7431, Train Steps/Sec: 1.14
-[2025-04-30 16:26:02] (Generator) rec_loss: 0.0486, perceptual_loss: 0.3047, vq_loss: 0.0246, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9160, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2944, d_vqkd: 127950.0156, d_vqgan: 144917.8281
-[2025-04-30 16:26:02] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3516
-[2025-04-30 16:26:02] (step=0008000) Train Loss: 0.7303, Train Steps/Sec: 1.14
-[2025-04-30 16:27:30] (Generator) rec_loss: 0.0467, perceptual_loss: 0.3164, vq_loss: 0.0248, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9169, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3437, d_vqkd: 128613.9609, d_vqgan: 144790.8125
-[2025-04-30 16:27:30] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3828, logits_fake: -1.3750
-[2025-04-30 16:27:30] (step=0008100) Train Loss: 0.7251, Train Steps/Sec: 1.14
-[2025-04-30 16:28:57] (Generator) rec_loss: 0.0604, perceptual_loss: 0.3438, vq_loss: 0.0256, commit_loss: 0.0064, entropy_loss: 0.0000, codebook_usage: 0.9182, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3162, d_vqkd: 128084.8672, d_vqgan: 145393.9062
-[2025-04-30 16:28:57] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3516
-[2025-04-30 16:28:58] (step=0008200) Train Loss: 0.7438, Train Steps/Sec: 1.14
-[2025-04-30 16:30:25] (Generator) rec_loss: 0.0424, perceptual_loss: 0.3125, vq_loss: 0.0247, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9192, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3133, d_vqkd: 128530.1172, d_vqgan: 145367.1250
-[2025-04-30 16:30:25] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3516
-[2025-04-30 16:30:25] (step=0008300) Train Loss: 0.7347, Train Steps/Sec: 1.14
-[2025-04-30 16:31:52] (Generator) rec_loss: 0.0479, perceptual_loss: 0.3340, vq_loss: 0.0248, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9192, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3188, d_vqkd: 128352.5156, d_vqgan: 144846.8438
-[2025-04-30 16:31:53] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3672
-[2025-04-30 16:31:53] (step=0008400) Train Loss: 0.7270, Train Steps/Sec: 1.14
-[2025-04-30 16:33:20] (Generator) rec_loss: 0.0625, perceptual_loss: 0.2969, vq_loss: 0.0250, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9205, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2945, d_vqkd: 128264.8359, d_vqgan: 145099.8750
-[2025-04-30 16:33:20] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3281
-[2025-04-30 16:33:20] (step=0008500) Train Loss: 0.7193, Train Steps/Sec: 1.14
-[2025-04-30 16:34:47] (Generator) rec_loss: 0.0436, perceptual_loss: 0.3125, vq_loss: 0.0248, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9165, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2926, d_vqkd: 128117.2344, d_vqgan: 145255.5938
-[2025-04-30 16:34:48] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3438
-[2025-04-30 16:34:48] (step=0008600) Train Loss: 0.7256, Train Steps/Sec: 1.14
-[2025-04-30 16:36:15] (Generator) rec_loss: 0.0404, perceptual_loss: 0.2910, vq_loss: 0.0245, commit_loss: 0.0061, entropy_loss: 0.0000, codebook_usage: 0.9158, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2871, d_vqkd: 129067.2578, d_vqgan: 145048.0312
-[2025-04-30 16:36:15] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3438
-[2025-04-30 16:36:15] (step=0008700) Train Loss: 0.7291, Train Steps/Sec: 1.14
-[2025-04-30 16:37:42] (Generator) rec_loss: 0.0524, perceptual_loss: 0.3008, vq_loss: 0.0254, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9203, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2551, d_vqkd: 128838.4766, d_vqgan: 145869.0156
-[2025-04-30 16:37:43] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3438
-[2025-04-30 16:37:43] (step=0008800) Train Loss: 0.7315, Train Steps/Sec: 1.14
-[2025-04-30 16:39:10] (Generator) rec_loss: 0.0471, perceptual_loss: 0.3145, vq_loss: 0.0256, commit_loss: 0.0064, entropy_loss: 0.0000, codebook_usage: 0.9210, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3387, d_vqkd: 129049.2188, d_vqgan: 145349.5156
-[2025-04-30 16:39:10] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3828, logits_fake: -1.3750
-[2025-04-30 16:39:10] (step=0008900) Train Loss: 0.7178, Train Steps/Sec: 1.14
-[2025-04-30 16:40:37] (Generator) rec_loss: 0.0431, perceptual_loss: 0.3066, vq_loss: 0.0252, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9156, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3138, d_vqkd: 128428.2031, d_vqgan: 145312.9688
-[2025-04-30 16:40:38] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3906, logits_fake: -1.3828
-[2025-04-30 16:40:38] (step=0009000) Train Loss: 0.7218, Train Steps/Sec: 1.14
-[2025-04-30 16:42:05] (Generator) rec_loss: 0.0427, perceptual_loss: 0.3145, vq_loss: 0.0248, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9177, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2863, d_vqkd: 128820.4062, d_vqgan: 145110.6719
-[2025-04-30 16:42:05] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3594
-[2025-04-30 16:42:05] (step=0009100) Train Loss: 0.7227, Train Steps/Sec: 1.14
-[2025-04-30 16:43:32] (Generator) rec_loss: 0.0471, perceptual_loss: 0.3027, vq_loss: 0.0239, commit_loss: 0.0060, entropy_loss: 0.0000, codebook_usage: 0.9201, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3052, d_vqkd: 128435.1328, d_vqgan: 145220.9375
-[2025-04-30 16:43:33] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3516
-[2025-04-30 16:43:33] (step=0009200) Train Loss: 0.7168, Train Steps/Sec: 1.14
-[2025-04-30 16:45:00] (Generator) rec_loss: 0.0556, perceptual_loss: 0.2949, vq_loss: 0.0245, commit_loss: 0.0061, entropy_loss: 0.0000, codebook_usage: 0.9190, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2974, d_vqkd: 128705.5547, d_vqgan: 144781.9531
-[2025-04-30 16:45:00] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3516
-[2025-04-30 16:45:00] (step=0009300) Train Loss: 0.7118, Train Steps/Sec: 1.14
-[2025-04-30 16:46:27] (Generator) rec_loss: 0.0669, perceptual_loss: 0.3066, vq_loss: 0.0249, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9168, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2926, d_vqkd: 128460.2969, d_vqgan: 145486.6406
-[2025-04-30 16:46:28] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3516
-[2025-04-30 16:46:28] (step=0009400) Train Loss: 0.7153, Train Steps/Sec: 1.14
-[2025-04-30 16:47:55] (Generator) rec_loss: 0.0592, perceptual_loss: 0.3398, vq_loss: 0.0255, commit_loss: 0.0064, entropy_loss: 0.0000, codebook_usage: 0.9157, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3029, d_vqkd: 128392.6953, d_vqgan: 145312.0469
-[2025-04-30 16:47:55] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3281
-[2025-04-30 16:47:55] (step=0009500) Train Loss: 0.7116, Train Steps/Sec: 1.14
-[2025-04-30 16:49:22] (Generator) rec_loss: 0.0397, perceptual_loss: 0.2969, vq_loss: 0.0252, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9166, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2981, d_vqkd: 129354.6562, d_vqgan: 144972.0938
-[2025-04-30 16:49:23] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3203, logits_fake: -1.3359
-[2025-04-30 16:49:23] (step=0009600) Train Loss: 0.7158, Train Steps/Sec: 1.14
-[2025-04-30 16:50:50] (Generator) rec_loss: 0.0379, perceptual_loss: 0.3066, vq_loss: 0.0244, commit_loss: 0.0061, entropy_loss: 0.0000, codebook_usage: 0.9207, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3166, d_vqkd: 128835.3125, d_vqgan: 143996.8125
-[2025-04-30 16:50:50] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3672
-[2025-04-30 16:50:50] (step=0009700) Train Loss: 0.7050, Train Steps/Sec: 1.14
-[2025-04-30 16:52:17] (Generator) rec_loss: 0.0616, perceptual_loss: 0.3086, vq_loss: 0.0243, commit_loss: 0.0061, entropy_loss: 0.0000, codebook_usage: 0.9175, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2678, d_vqkd: 128729.9531, d_vqgan: 144682.0000
-[2025-04-30 16:52:18] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3359
-[2025-04-30 16:52:18] (step=0009800) Train Loss: 0.7121, Train Steps/Sec: 1.14
-[2025-04-30 16:53:45] (Generator) rec_loss: 0.0628, perceptual_loss: 0.3379, vq_loss: 0.0257, commit_loss: 0.0064, entropy_loss: 0.0000, codebook_usage: 0.9193, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3068, d_vqkd: 129371.9219, d_vqgan: 144929.7656
-[2025-04-30 16:53:45] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3516
-[2025-04-30 16:53:45] (step=0009900) Train Loss: 0.7133, Train Steps/Sec: 1.14
-[2025-04-30 16:55:12] (Generator) rec_loss: 0.0581, perceptual_loss: 0.3164, vq_loss: 0.0256, commit_loss: 0.0064, entropy_loss: 0.0000, codebook_usage: 0.9175, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3024, d_vqkd: 128289.4766, d_vqgan: 145280.1875
-[2025-04-30 16:55:13] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3594
-[2025-04-30 16:55:13] (step=0010000) Train Loss: 0.7124, Train Steps/Sec: 1.14
-[2025-04-30 16:55:15] Saved checkpoint to ck_decoder_cnn/001-TokenFlow/checkpoints/0010000.pt
-[2025-04-30 16:56:42] (Generator) rec_loss: 0.0529, perceptual_loss: 0.2988, vq_loss: 0.0247, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9182, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3040, d_vqkd: 128521.2344, d_vqgan: 145171.1250
-[2025-04-30 16:56:43] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3203, logits_fake: -1.3281
-[2025-04-30 16:56:43] (step=0010100) Train Loss: 0.7127, Train Steps/Sec: 1.11
-[2025-04-30 16:58:10] (Generator) rec_loss: 0.0551, perceptual_loss: 0.3066, vq_loss: 0.0256, commit_loss: 0.0064, entropy_loss: 0.0000, codebook_usage: 0.9172, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2871, d_vqkd: 128089.4062, d_vqgan: 145711.7969
-[2025-04-30 16:58:10] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3672
-[2025-04-30 16:58:10] (step=0010200) Train Loss: 0.6975, Train Steps/Sec: 1.14
-[2025-04-30 16:59:37] (Generator) rec_loss: 0.0410, perceptual_loss: 0.3184, vq_loss: 0.0240, commit_loss: 0.0060, entropy_loss: 0.0000, codebook_usage: 0.9180, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3238, d_vqkd: 126733.7578, d_vqgan: 143991.6094
-[2025-04-30 16:59:38] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3672
-[2025-04-30 16:59:38] (step=0010300) Train Loss: 0.7035, Train Steps/Sec: 1.14
-[2025-04-30 17:01:05] (Generator) rec_loss: 0.0844, perceptual_loss: 0.3398, vq_loss: 0.0252, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9202, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3047, d_vqkd: 128605.3984, d_vqgan: 144757.9844
-[2025-04-30 17:01:05] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3047, logits_fake: -1.3359
-[2025-04-30 17:01:05] (step=0010400) Train Loss: 0.7095, Train Steps/Sec: 1.14
-[2025-04-30 17:02:32] (Generator) rec_loss: 0.0435, perceptual_loss: 0.2949, vq_loss: 0.0248, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9167, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3004, d_vqkd: 128390.4062, d_vqgan: 145177.7500
-[2025-04-30 17:02:32] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3750
-[2025-04-30 17:02:32] (step=0010500) Train Loss: 0.7053, Train Steps/Sec: 1.14
-[2025-04-30 17:03:59] (Generator) rec_loss: 0.0514, perceptual_loss: 0.3125, vq_loss: 0.0246, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9201, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3642, d_vqkd: 128940.7891, d_vqgan: 144492.4375
-[2025-04-30 17:04:00] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3125, logits_fake: -1.3281
-[2025-04-30 17:04:00] (step=0010600) Train Loss: 0.7069, Train Steps/Sec: 1.14
-[2025-04-30 17:05:27] (Generator) rec_loss: 0.0519, perceptual_loss: 0.3066, vq_loss: 0.0249, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9171, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2896, d_vqkd: 128195.1406, d_vqgan: 145757.7031
-[2025-04-30 17:05:27] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3125, logits_fake: -1.3047
-[2025-04-30 17:05:27] (step=0010700) Train Loss: 0.6967, Train Steps/Sec: 1.14
-[2025-04-30 17:06:54] (Generator) rec_loss: 0.0486, perceptual_loss: 0.3242, vq_loss: 0.0234, commit_loss: 0.0059, entropy_loss: 0.0000, codebook_usage: 0.9202, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3437, d_vqkd: 127637.0781, d_vqgan: 144735.0000
-[2025-04-30 17:06:55] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3281
-[2025-04-30 17:06:55] (step=0010800) Train Loss: 0.6992, Train Steps/Sec: 1.14
-[2025-04-30 17:08:22] (Generator) rec_loss: 0.0466, perceptual_loss: 0.3066, vq_loss: 0.0249, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9163, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2945, d_vqkd: 128277.9688, d_vqgan: 144724.2812
-[2025-04-30 17:08:22] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3047, logits_fake: -1.2969
-[2025-04-30 17:08:22] (step=0010900) Train Loss: 0.6996, Train Steps/Sec: 1.14
-[2025-04-30 17:09:49] (Generator) rec_loss: 0.0412, perceptual_loss: 0.2754, vq_loss: 0.0243, commit_loss: 0.0061, entropy_loss: 0.0000, codebook_usage: 0.9169, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2930, d_vqkd: 128356.7031, d_vqgan: 144704.4062
-[2025-04-30 17:09:50] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3125, logits_fake: -1.3203
-[2025-04-30 17:09:50] (step=0011000) Train Loss: 0.6978, Train Steps/Sec: 1.14
-[2025-04-30 17:11:17] (Generator) rec_loss: 0.0449, perceptual_loss: 0.3008, vq_loss: 0.0254, commit_loss: 0.0064, entropy_loss: 0.0000, codebook_usage: 0.9198, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3178, d_vqkd: 128469.8438, d_vqgan: 145404.1719
-[2025-04-30 17:11:17] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3203, logits_fake: -1.3125
-[2025-04-30 17:11:17] (step=0011100) Train Loss: 0.6982, Train Steps/Sec: 1.14
-[2025-04-30 17:12:44] (Generator) rec_loss: 0.0420, perceptual_loss: 0.3008, vq_loss: 0.0247, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9159, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2961, d_vqkd: 128899.4062, d_vqgan: 144813.0312
-[2025-04-30 17:12:45] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3281
-[2025-04-30 17:12:45] (step=0011200) Train Loss: 0.6913, Train Steps/Sec: 1.14
-[2025-04-30 17:14:12] (Generator) rec_loss: 0.0499, perceptual_loss: 0.3281, vq_loss: 0.0252, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9179, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2860, d_vqkd: 128401.0391, d_vqgan: 144894.1094
-[2025-04-30 17:14:12] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3438
-[2025-04-30 17:14:12] (step=0011300) Train Loss: 0.7012, Train Steps/Sec: 1.14
-[2025-04-30 17:15:39] (Generator) rec_loss: 0.0619, perceptual_loss: 0.2871, vq_loss: 0.0243, commit_loss: 0.0061, entropy_loss: 0.0000, codebook_usage: 0.9159, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3202, d_vqkd: 129238.1094, d_vqgan: 144940.0938
-[2025-04-30 17:15:40] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3672
-[2025-04-30 17:15:40] (step=0011400) Train Loss: 0.6912, Train Steps/Sec: 1.14
-[2025-04-30 17:17:06] (Generator) rec_loss: 0.0479, perceptual_loss: 0.3281, vq_loss: 0.0253, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9175, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2999, d_vqkd: 128624.2891, d_vqgan: 145341.0312
-[2025-04-30 17:17:07] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3281
-[2025-04-30 17:17:07] (step=0011500) Train Loss: 0.6923, Train Steps/Sec: 1.14
-[2025-04-30 17:18:34] (Generator) rec_loss: 0.0622, perceptual_loss: 0.3105, vq_loss: 0.0246, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9167, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2794, d_vqkd: 128442.6094, d_vqgan: 144989.7812
-[2025-04-30 17:18:35] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3203
-[2025-04-30 17:18:35] (step=0011600) Train Loss: 0.6946, Train Steps/Sec: 1.14
-[2025-04-30 17:20:02] (Generator) rec_loss: 0.0571, perceptual_loss: 0.3477, vq_loss: 0.0253, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9177, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3496, d_vqkd: 128124.7422, d_vqgan: 144505.1719
-[2025-04-30 17:20:02] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3281
-[2025-04-30 17:20:02] (step=0011700) Train Loss: 0.6975, Train Steps/Sec: 1.14
-[2025-04-30 17:21:29] (Generator) rec_loss: 0.0439, perceptual_loss: 0.3086, vq_loss: 0.0245, commit_loss: 0.0061, entropy_loss: 0.0000, codebook_usage: 0.9165, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2958, d_vqkd: 128207.6641, d_vqgan: 144354.8594
-[2025-04-30 17:21:30] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3281
-[2025-04-30 17:21:30] (step=0011800) Train Loss: 0.6929, Train Steps/Sec: 1.14
-[2025-04-30 17:22:57] (Generator) rec_loss: 0.0578, perceptual_loss: 0.3262, vq_loss: 0.0251, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9162, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2962, d_vqkd: 128329.6641, d_vqgan: 145116.1406
-[2025-04-30 17:22:57] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3203, logits_fake: -1.3203
-[2025-04-30 17:22:57] (step=0011900) Train Loss: 0.6906, Train Steps/Sec: 1.14
-[2025-04-30 17:24:24] (Generator) rec_loss: 0.0358, perceptual_loss: 0.3066, vq_loss: 0.0261, commit_loss: 0.0065, entropy_loss: 0.0000, codebook_usage: 0.9165, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3142, d_vqkd: 128666.1484, d_vqgan: 146348.7344
-[2025-04-30 17:24:25] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3438
-[2025-04-30 17:24:25] (step=0012000) Train Loss: 0.6906, Train Steps/Sec: 1.14
-[2025-04-30 17:25:52] (Generator) rec_loss: 0.0531, perceptual_loss: 0.3320, vq_loss: 0.0251, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9184, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3390, d_vqkd: 128737.8203, d_vqgan: 145101.7812
-[2025-04-30 17:25:52] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3516
-[2025-04-30 17:25:52] (step=0012100) Train Loss: 0.6845, Train Steps/Sec: 1.14
-[2025-04-30 17:27:19] (Generator) rec_loss: 0.0578, perceptual_loss: 0.3262, vq_loss: 0.0248, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9181, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3102, d_vqkd: 127474.7266, d_vqgan: 145030.8125
-[2025-04-30 17:27:20] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3672
-[2025-04-30 17:27:20] (step=0012200) Train Loss: 0.6880, Train Steps/Sec: 1.14
-[2025-04-30 17:28:47] (Generator) rec_loss: 0.0508, perceptual_loss: 0.2891, vq_loss: 0.0247, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9158, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2882, d_vqkd: 128672.2344, d_vqgan: 144559.6875
-[2025-04-30 17:28:47] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3750, logits_fake: -1.3672
-[2025-04-30 17:28:47] (step=0012300) Train Loss: 0.6780, Train Steps/Sec: 1.14
-[2025-04-30 17:30:14] (Generator) rec_loss: 0.0631, perceptual_loss: 0.3184, vq_loss: 0.0243, commit_loss: 0.0061, entropy_loss: 0.0000, codebook_usage: 0.9178, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2981, d_vqkd: 127372.9844, d_vqgan: 144513.2031
-[2025-04-30 17:30:15] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3516
-[2025-04-30 17:30:15] (step=0012400) Train Loss: 0.6804, Train Steps/Sec: 1.14
-[2025-04-30 17:31:41] (Generator) rec_loss: 0.0522, perceptual_loss: 0.3125, vq_loss: 0.0254, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9169, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3059, d_vqkd: 128911.7266, d_vqgan: 144897.0156
-[2025-04-30 17:31:42] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3438
-[2025-04-30 17:31:42] (step=0012500) Train Loss: 0.6842, Train Steps/Sec: 1.14
-[2025-04-30 17:33:09] (Generator) rec_loss: 0.0315, perceptual_loss: 0.2832, vq_loss: 0.0228, commit_loss: 0.0057, entropy_loss: 0.0000, codebook_usage: 0.9170, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2625, d_vqkd: 127079.3828, d_vqgan: 144713.9375
-[2025-04-30 17:33:09] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3438
-[2025-04-30 17:33:09] (step=0012600) Train Loss: 0.6868, Train Steps/Sec: 1.14
-[2025-04-30 17:34:36] (Generator) rec_loss: 0.0580, perceptual_loss: 0.3242, vq_loss: 0.0250, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9201, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3236, d_vqkd: 128937.2812, d_vqgan: 144628.5938
-[2025-04-30 17:34:37] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3281
-[2025-04-30 17:34:37] (step=0012700) Train Loss: 0.6865, Train Steps/Sec: 1.14
-[2025-04-30 17:36:04] (Generator) rec_loss: 0.0480, perceptual_loss: 0.3047, vq_loss: 0.0251, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9162, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2890, d_vqkd: 128434.4844, d_vqgan: 145668.8750
-[2025-04-30 17:36:04] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3594
-[2025-04-30 17:36:04] (step=0012800) Train Loss: 0.6761, Train Steps/Sec: 1.14
-[2025-04-30 17:37:31] (Generator) rec_loss: 0.0538, perceptual_loss: 0.2793, vq_loss: 0.0248, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9186, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2988, d_vqkd: 128728.8438, d_vqgan: 144800.2344
-[2025-04-30 17:37:32] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3203
-[2025-04-30 17:37:32] (step=0012900) Train Loss: 0.6763, Train Steps/Sec: 1.14
-[2025-04-30 17:38:59] (Generator) rec_loss: 0.0481, perceptual_loss: 0.2891, vq_loss: 0.0253, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9169, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3165, d_vqkd: 129370.7812, d_vqgan: 145193.5000
-[2025-04-30 17:38:59] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3594
-[2025-04-30 17:38:59] (step=0013000) Train Loss: 0.6824, Train Steps/Sec: 1.14
-[2025-04-30 17:40:26] (Generator) rec_loss: 0.0478, perceptual_loss: 0.3164, vq_loss: 0.0258, commit_loss: 0.0065, entropy_loss: 0.0000, codebook_usage: 0.9190, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2857, d_vqkd: 128924.2422, d_vqgan: 145670.9062
-[2025-04-30 17:40:27] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3359
-[2025-04-30 17:40:27] (step=0013100) Train Loss: 0.6780, Train Steps/Sec: 1.14
-[2025-04-30 17:41:54] (Generator) rec_loss: 0.0553, perceptual_loss: 0.3086, vq_loss: 0.0253, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9180, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2910, d_vqkd: 129442.0078, d_vqgan: 144722.3906
-[2025-04-30 17:41:54] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3125
-[2025-04-30 17:41:54] (step=0013200) Train Loss: 0.6829, Train Steps/Sec: 1.14
-[2025-04-30 17:43:21] (Generator) rec_loss: 0.0525, perceptual_loss: 0.2969, vq_loss: 0.0250, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9184, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2742, d_vqkd: 128159.3672, d_vqgan: 144329.5938
-[2025-04-30 17:43:22] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3516
-[2025-04-30 17:43:22] (step=0013300) Train Loss: 0.6889, Train Steps/Sec: 1.14
-[2025-04-30 17:44:49] (Generator) rec_loss: 0.0562, perceptual_loss: 0.2988, vq_loss: 0.0250, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9178, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2632, d_vqkd: 128245.1406, d_vqgan: 145414.4219
-[2025-04-30 17:44:49] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3438
-[2025-04-30 17:44:49] (step=0013400) Train Loss: 0.6754, Train Steps/Sec: 1.14
-[2025-04-30 17:46:16] (Generator) rec_loss: 0.0609, perceptual_loss: 0.2969, vq_loss: 0.0253, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9197, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3064, d_vqkd: 128954.3594, d_vqgan: 144894.3594
-[2025-04-30 17:46:17] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3828, logits_fake: -1.3828
-[2025-04-30 17:46:17] (step=0013500) Train Loss: 0.6782, Train Steps/Sec: 1.14
-[2025-04-30 17:47:44] (Generator) rec_loss: 0.0621, perceptual_loss: 0.3008, vq_loss: 0.0254, commit_loss: 0.0063, entropy_loss: 0.0000, codebook_usage: 0.9136, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2852, d_vqkd: 128686.8906, d_vqgan: 145065.5156
-[2025-04-30 17:47:44] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3438
-[2025-04-30 17:47:44] (step=0013600) Train Loss: 0.6802, Train Steps/Sec: 1.14
-[2025-04-30 17:49:11] (Generator) rec_loss: 0.0576, perceptual_loss: 0.3105, vq_loss: 0.0257, commit_loss: 0.0064, entropy_loss: 0.0000, codebook_usage: 0.9163, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2883, d_vqkd: 129701.8281, d_vqgan: 145036.3906
-[2025-04-30 17:49:12] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3594
-[2025-04-30 17:49:12] (step=0013700) Train Loss: 0.6741, Train Steps/Sec: 1.14
-[2025-04-30 17:50:39] (Generator) rec_loss: 0.0491, perceptual_loss: 0.3203, vq_loss: 0.0248, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9175, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2830, d_vqkd: 128148.9609, d_vqgan: 144704.5156
-[2025-04-30 17:50:39] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3281
-[2025-04-30 17:50:39] (step=0013800) Train Loss: 0.6746, Train Steps/Sec: 1.14
-[2025-04-30 17:52:06] (Generator) rec_loss: 0.0482, perceptual_loss: 0.2949, vq_loss: 0.0246, commit_loss: 0.0061, entropy_loss: 0.0000, codebook_usage: 0.9175, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3057, d_vqkd: 128381.3750, d_vqgan: 144508.8281
-[2025-04-30 17:52:07] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3359
-[2025-04-30 17:52:07] (step=0013900) Train Loss: 0.6685, Train Steps/Sec: 1.14
-[2025-04-30 17:53:34] (Generator) rec_loss: 0.0686, perceptual_loss: 0.2773, vq_loss: 0.0246, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9164, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2903, d_vqkd: 128594.0312, d_vqgan: 145577.8438
-[2025-04-30 17:53:34] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3359
-[2025-04-30 17:53:34] (step=0014000) Train Loss: 0.6757, Train Steps/Sec: 1.14
-[2025-04-30 17:55:01] (Generator) rec_loss: 0.0435, perceptual_loss: 0.2812, vq_loss: 0.0247, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9159, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3006, d_vqkd: 128316.1406, d_vqgan: 145168.8906
-[2025-04-30 17:55:02] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3516
-[2025-04-30 17:55:02] (step=0014100) Train Loss: 0.6787, Train Steps/Sec: 1.14
-[2025-04-30 17:56:29] (Generator) rec_loss: 0.0416, perceptual_loss: 0.2871, vq_loss: 0.0249, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9175, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2668, d_vqkd: 129286.6641, d_vqgan: 144511.3125
-[2025-04-30 17:56:29] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3125, logits_fake: -1.3047
-[2025-04-30 17:56:29] (step=0014200) Train Loss: 0.6635, Train Steps/Sec: 1.14
-[2025-04-30 17:57:56] (Generator) rec_loss: 0.0579, perceptual_loss: 0.2969, vq_loss: 0.0239, commit_loss: 0.0060, entropy_loss: 0.0000, codebook_usage: 0.9189, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2874, d_vqkd: 127211.2734, d_vqgan: 145870.1250
-[2025-04-30 17:57:57] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3594
-[2025-04-30 17:57:57] (step=0014300) Train Loss: 0.6746, Train Steps/Sec: 1.14
-[2025-04-30 17:59:24] (Generator) rec_loss: 0.0412, perceptual_loss: 0.2988, vq_loss: 0.0247, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9199, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2990, d_vqkd: 128899.1406, d_vqgan: 144566.5938
-[2025-04-30 17:59:24] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3359
-[2025-04-30 17:59:24] (step=0014400) Train Loss: 0.6710, Train Steps/Sec: 1.14
-[2025-04-30 18:00:51] (Generator) rec_loss: 0.0682, perceptual_loss: 0.2832, vq_loss: 0.0248, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.9185, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.2842, d_vqkd: 128963.0938, d_vqgan: 144774.6250
-[2025-04-30 18:00:52] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3672
-[2025-04-30 18:00:52] (step=0014500) Train Loss: 0.6637, Train Steps/Sec: 1.14
-[2025-04-30 18:02:14] Done!
+[2025-05-09 21:16:30] Experiment directory created at ck_cnn/004-TokenFlow
+[2025-05-09 21:16:30] Namespace(data_path='/root/autodl-tmp/TokenFlow/train2017', data_face_path=None, cloud_save_path='./logs/tokenflow/', no_local_save=False, vq_model='TokenFlow', teacher='clipb_224', vq_ckpt=None, finetune=False, ema=False, codebook_size=32768, codebook_embed_dim=8, semantic_code_dim=32, codebook_l2_norm=True, codebook_weight=1.0, entropy_loss_ratio=0.0, commit_loss_beta=0.25, reconstruction_weight=1.0, reconstruction_loss='l2', perceptual_weight=1.0, disc_weight=0.5, disc_start=20000, disc_type='patchgan', disc_loss='hinge', gen_loss='hinge', compile=False, dropout_p=0.0, results_dir='ck_cnn', dataset='coco', image_size=224, epochs=10, lr=0.0001, weight_decay=0.05, beta1=0.9, beta2=0.95, max_grad_norm=1.0, global_batch_size=5, global_seed=0, num_workers=1, log_every=100, ckpt_every=8000, gradient_accumulation_steps=1, mixed_precision='bf16', infer_interpolate=False, enhanced_decoder=False, kmeans=False, finetune_decoder=False, rank=0, world_size=1, gpu=0, dist_url='env://', distributed=True, dist_backend='nccl')
+[2025-05-09 21:16:30] Starting rank=0, seed=0, world_size=1.
+[2025-05-09 21:16:34] VQ Model Parameters: 376,710,957
+[2025-05-09 21:16:38] Discriminator Parameters: 2,765,633
+[2025-05-09 21:16:38] Optimizing part parameters.
+[2025-05-09 21:16:38] no kmeans, args.lr = 0.0001
+[2025-05-09 21:16:38] Dataset contains 116,756 images (/root/autodl-tmp/TokenFlow/train2017)
+[2025-05-09 21:16:38] Training for 10 epochs...
+[2025-05-09 21:16:41] Beginning epoch 0...
+[2025-05-09 21:17:49] (Generator) rec_loss: 0.1905, perceptual_loss: 0.7188, vq_loss: 0.0352, commit_loss: 0.0088, entropy_loss: 0.0000, codebook_usage: 0.4472, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.5321, d_vqkd: 135110.5625, d_vqgan: 147660.0312
+[2025-05-09 21:17:49] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3281
+[2025-05-09 21:17:49] (step=0000100) Train Loss: 1.5669, Train Steps/Sec: 1.41
+[2025-05-09 21:18:57] (Generator) rec_loss: 0.0848, perceptual_loss: 0.7148, vq_loss: 0.0314, commit_loss: 0.0079, entropy_loss: 0.0000, codebook_usage: 0.4256, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.5449, d_vqkd: 135354.5469, d_vqgan: 147776.8438
+[2025-05-09 21:18:57] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3281
+[2025-05-09 21:18:57] (step=0000200) Train Loss: 1.4320, Train Steps/Sec: 1.48
+[2025-05-09 21:20:04] (Generator) rec_loss: 0.1030, perceptual_loss: 0.6914, vq_loss: 0.0270, commit_loss: 0.0068, entropy_loss: 0.0000, codebook_usage: 0.5103, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.5318, d_vqkd: 134925.1875, d_vqgan: 147681.3594
+[2025-05-09 21:20:05] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3359
+[2025-05-09 21:20:05] (step=0000300) Train Loss: 1.3998, Train Steps/Sec: 1.48
+[2025-05-09 21:21:11] (Generator) rec_loss: 0.1900, perceptual_loss: 0.7188, vq_loss: 0.0299, commit_loss: 0.0075, entropy_loss: 0.0000, codebook_usage: 0.3891, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.5465, d_vqkd: 134880.0625, d_vqgan: 147342.2188
+[2025-05-09 21:21:12] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3516
+[2025-05-09 21:21:12] (step=0000400) Train Loss: 1.3879, Train Steps/Sec: 1.48
+[2025-05-09 21:22:19] (Generator) rec_loss: 0.1235, perceptual_loss: 0.6758, vq_loss: 0.0279, commit_loss: 0.0070, entropy_loss: 0.0000, codebook_usage: 0.4316, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.5309, d_vqkd: 134907.9844, d_vqgan: 147085.3906
+[2025-05-09 21:22:19] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3203, logits_fake: -1.2969
+[2025-05-09 21:22:19] (step=0000500) Train Loss: 1.3589, Train Steps/Sec: 1.49
+[2025-05-09 21:23:26] (Generator) rec_loss: 0.0903, perceptual_loss: 0.6641, vq_loss: 0.0282, commit_loss: 0.0070, entropy_loss: 0.0000, codebook_usage: 0.5469, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.5134, d_vqkd: 134786.1562, d_vqgan: 146888.8438
+[2025-05-09 21:23:27] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3828, logits_fake: -1.3359
+[2025-05-09 21:23:27] (step=0000600) Train Loss: 1.3356, Train Steps/Sec: 1.48
+[2025-05-09 21:24:33] (Generator) rec_loss: 0.0977, perceptual_loss: 0.6875, vq_loss: 0.0247, commit_loss: 0.0062, entropy_loss: 0.0000, codebook_usage: 0.5644, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.5309, d_vqkd: 134641.7656, d_vqgan: 146888.0469
+[2025-05-09 21:24:34] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3047, logits_fake: -1.3281
+[2025-05-09 21:24:34] (step=0000700) Train Loss: 1.3297, Train Steps/Sec: 1.49
+[2025-05-09 21:25:41] (Generator) rec_loss: 0.0972, perceptual_loss: 0.6367, vq_loss: 0.0238, commit_loss: 0.0060, entropy_loss: 0.0000, codebook_usage: 0.5196, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.5348, d_vqkd: 134829.0938, d_vqgan: 146649.4375
+[2025-05-09 21:25:41] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3203, logits_fake: -1.3672
+[2025-05-09 21:25:41] (step=0000800) Train Loss: 1.3060, Train Steps/Sec: 1.48
+[2025-05-09 21:26:48] (Generator) rec_loss: 0.0810, perceptual_loss: 0.6094, vq_loss: 0.0237, commit_loss: 0.0059, entropy_loss: 0.0000, codebook_usage: 0.4483, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.5209, d_vqkd: 134699.5000, d_vqgan: 147028.4375
+[2025-05-09 21:26:49] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3750, logits_fake: -1.3047
+[2025-05-09 21:26:49] (step=0000900) Train Loss: 1.3117, Train Steps/Sec: 1.49
+[2025-05-09 21:27:55] (Generator) rec_loss: 0.1076, perceptual_loss: 0.6445, vq_loss: 0.0277, commit_loss: 0.0069, entropy_loss: 0.0000, codebook_usage: 0.5202, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.5412, d_vqkd: 134382.5938, d_vqgan: 146968.7188
+[2025-05-09 21:27:56] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.2969
+[2025-05-09 21:27:56] (step=0001000) Train Loss: 1.2899, Train Steps/Sec: 1.48
+[2025-05-09 21:29:03] (Generator) rec_loss: 0.1070, perceptual_loss: 0.6133, vq_loss: 0.0271, commit_loss: 0.0068, entropy_loss: 0.0000, codebook_usage: 0.5104, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.5311, d_vqkd: 134950.9688, d_vqgan: 146674.3750
+[2025-05-09 21:29:03] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3438
+[2025-05-09 21:29:03] (step=0001100) Train Loss: 1.2802, Train Steps/Sec: 1.48
+[2025-05-09 21:30:10] (Generator) rec_loss: 0.0706, perceptual_loss: 0.6094, vq_loss: 0.0236, commit_loss: 0.0059, entropy_loss: 0.0000, codebook_usage: 0.6178, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.5286, d_vqkd: 134639.5625, d_vqgan: 146508.2031
+[2025-05-09 21:30:11] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3750
+[2025-05-09 21:30:11] (step=0001200) Train Loss: 1.2496, Train Steps/Sec: 1.48
+[2025-05-09 21:31:18] (Generator) rec_loss: 0.0837, perceptual_loss: 0.6133, vq_loss: 0.0209, commit_loss: 0.0052, entropy_loss: 0.0000, codebook_usage: 0.6771, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.5212, d_vqkd: 134517.7656, d_vqgan: 146518.4844
+[2025-05-09 21:31:18] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3594
+[2025-05-09 21:31:18] (step=0001300) Train Loss: 1.2456, Train Steps/Sec: 1.49
+[2025-05-09 21:32:25] (Generator) rec_loss: 0.0417, perceptual_loss: 0.5898, vq_loss: 0.0195, commit_loss: 0.0049, entropy_loss: 0.0000, codebook_usage: 0.6425, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4801, d_vqkd: 134337.5312, d_vqgan: 146226.5781
+[2025-05-09 21:32:26] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.2891, logits_fake: -1.2891
+[2025-05-09 21:32:26] (step=0001400) Train Loss: 1.2371, Train Steps/Sec: 1.48
+[2025-05-09 21:33:32] (Generator) rec_loss: 0.0871, perceptual_loss: 0.5898, vq_loss: 0.0207, commit_loss: 0.0052, entropy_loss: 0.0000, codebook_usage: 0.6173, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4916, d_vqkd: 134363.2188, d_vqgan: 146474.4062
+[2025-05-09 21:33:33] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3516
+[2025-05-09 21:33:33] (step=0001500) Train Loss: 1.2201, Train Steps/Sec: 1.48
+[2025-05-09 21:34:40] (Generator) rec_loss: 0.1012, perceptual_loss: 0.5781, vq_loss: 0.0204, commit_loss: 0.0051, entropy_loss: 0.0000, codebook_usage: 0.6371, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.5235, d_vqkd: 134332.8125, d_vqgan: 146388.1406
+[2025-05-09 21:34:40] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3203, logits_fake: -1.3203
+[2025-05-09 21:34:40] (step=0001600) Train Loss: 1.2120, Train Steps/Sec: 1.48
+[2025-05-09 21:35:47] (Generator) rec_loss: 0.0753, perceptual_loss: 0.5742, vq_loss: 0.0224, commit_loss: 0.0056, entropy_loss: 0.0000, codebook_usage: 0.6661, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.5129, d_vqkd: 134060.9375, d_vqgan: 146602.4375
+[2025-05-09 21:35:48] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3750
+[2025-05-09 21:35:48] (step=0001700) Train Loss: 1.1986, Train Steps/Sec: 1.49
+[2025-05-09 21:36:55] (Generator) rec_loss: 0.0768, perceptual_loss: 0.6289, vq_loss: 0.0227, commit_loss: 0.0057, entropy_loss: 0.0000, codebook_usage: 0.6333, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.5070, d_vqkd: 134308.7812, d_vqgan: 146130.7812
+[2025-05-09 21:36:55] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3438
+[2025-05-09 21:36:55] (step=0001800) Train Loss: 1.1791, Train Steps/Sec: 1.48
+[2025-05-09 21:38:02] (Generator) rec_loss: 0.0750, perceptual_loss: 0.5898, vq_loss: 0.0225, commit_loss: 0.0056, entropy_loss: 0.0000, codebook_usage: 0.7055, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4801, d_vqkd: 134305.3594, d_vqgan: 146504.7969
+[2025-05-09 21:38:03] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3594
+[2025-05-09 21:38:03] (step=0001900) Train Loss: 1.1593, Train Steps/Sec: 1.48
+[2025-05-09 21:39:10] (Generator) rec_loss: 0.0621, perceptual_loss: 0.5586, vq_loss: 0.0232, commit_loss: 0.0058, entropy_loss: 0.0000, codebook_usage: 0.7276, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4502, d_vqkd: 134602.2812, d_vqgan: 146024.2344
+[2025-05-09 21:39:10] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3906, logits_fake: -1.3750
+[2025-05-09 21:39:10] (step=0002000) Train Loss: 1.1586, Train Steps/Sec: 1.48
+[2025-05-09 21:40:17] (Generator) rec_loss: 0.0680, perceptual_loss: 0.5469, vq_loss: 0.0231, commit_loss: 0.0058, entropy_loss: 0.0000, codebook_usage: 0.7172, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.5022, d_vqkd: 134312.2500, d_vqgan: 146388.1094
+[2025-05-09 21:40:17] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3438
+[2025-05-09 21:40:17] (step=0002100) Train Loss: 1.1511, Train Steps/Sec: 1.48
+[2025-05-09 21:41:24] (Generator) rec_loss: 0.0535, perceptual_loss: 0.5117, vq_loss: 0.0214, commit_loss: 0.0053, entropy_loss: 0.0000, codebook_usage: 0.7412, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4749, d_vqkd: 134160.4844, d_vqgan: 146018.3125
+[2025-05-09 21:41:25] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3281
+[2025-05-09 21:41:25] (step=0002200) Train Loss: 1.1449, Train Steps/Sec: 1.49
+[2025-05-09 21:42:32] (Generator) rec_loss: 0.0513, perceptual_loss: 0.5586, vq_loss: 0.0233, commit_loss: 0.0058, entropy_loss: 0.0000, codebook_usage: 0.7189, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4828, d_vqkd: 134242.1094, d_vqgan: 146056.0625
+[2025-05-09 21:42:32] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3203, logits_fake: -1.3359
+[2025-05-09 21:42:32] (step=0002300) Train Loss: 1.1476, Train Steps/Sec: 1.48
+[2025-05-09 21:43:39] (Generator) rec_loss: 0.0614, perceptual_loss: 0.5625, vq_loss: 0.0234, commit_loss: 0.0059, entropy_loss: 0.0000, codebook_usage: 0.7318, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4742, d_vqkd: 134365.8750, d_vqgan: 146034.4219
+[2025-05-09 21:43:39] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3438
+[2025-05-09 21:43:39] (step=0002400) Train Loss: 1.1239, Train Steps/Sec: 1.48
+[2025-05-09 21:44:46] (Generator) rec_loss: 0.0495, perceptual_loss: 0.5234, vq_loss: 0.0210, commit_loss: 0.0052, entropy_loss: 0.0000, codebook_usage: 0.7324, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4851, d_vqkd: 134128.3125, d_vqgan: 145995.7500
+[2025-05-09 21:44:47] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3359
+[2025-05-09 21:44:47] (step=0002500) Train Loss: 1.1247, Train Steps/Sec: 1.49
+[2025-05-09 21:45:54] (Generator) rec_loss: 0.0513, perceptual_loss: 0.5117, vq_loss: 0.0220, commit_loss: 0.0055, entropy_loss: 0.0000, codebook_usage: 0.7896, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4678, d_vqkd: 134092.5938, d_vqgan: 146123.8594
+[2025-05-09 21:45:54] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3906, logits_fake: -1.3594
+[2025-05-09 21:45:54] (step=0002600) Train Loss: 1.1098, Train Steps/Sec: 1.48
+[2025-05-09 21:47:01] (Generator) rec_loss: 0.0421, perceptual_loss: 0.5078, vq_loss: 0.0227, commit_loss: 0.0057, entropy_loss: 0.0000, codebook_usage: 0.7789, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4600, d_vqkd: 134070.4531, d_vqgan: 145816.1719
+[2025-05-09 21:47:01] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3047
+[2025-05-09 21:47:01] (step=0002700) Train Loss: 1.1047, Train Steps/Sec: 1.48
+[2025-05-09 21:48:08] (Generator) rec_loss: 0.0455, perceptual_loss: 0.5391, vq_loss: 0.0197, commit_loss: 0.0049, entropy_loss: 0.0000, codebook_usage: 0.7833, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4942, d_vqkd: 133941.5000, d_vqgan: 145859.7812
+[2025-05-09 21:48:09] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3203, logits_fake: -1.2969
+[2025-05-09 21:48:09] (step=0002800) Train Loss: 1.0940, Train Steps/Sec: 1.49
+[2025-05-09 21:49:16] (Generator) rec_loss: 0.0734, perceptual_loss: 0.5195, vq_loss: 0.0245, commit_loss: 0.0061, entropy_loss: 0.0000, codebook_usage: 0.7786, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4378, d_vqkd: 134200.9688, d_vqgan: 145966.2344
+[2025-05-09 21:49:16] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3828, logits_fake: -1.3672
+[2025-05-09 21:49:16] (step=0002900) Train Loss: 1.0999, Train Steps/Sec: 1.48
+[2025-05-09 21:50:23] (Generator) rec_loss: 0.0516, perceptual_loss: 0.5156, vq_loss: 0.0219, commit_loss: 0.0055, entropy_loss: 0.0000, codebook_usage: 0.7808, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4555, d_vqkd: 134055.5156, d_vqgan: 145606.9688
+[2025-05-09 21:50:23] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3203, logits_fake: -1.3359
+[2025-05-09 21:50:23] (step=0003000) Train Loss: 1.0821, Train Steps/Sec: 1.49
+[2025-05-09 21:51:30] (Generator) rec_loss: 0.0649, perceptual_loss: 0.5508, vq_loss: 0.0198, commit_loss: 0.0049, entropy_loss: 0.0000, codebook_usage: 0.7195, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4620, d_vqkd: 133952.0469, d_vqgan: 145832.9688
+[2025-05-09 21:51:31] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3438
+[2025-05-09 21:51:31] (step=0003100) Train Loss: 1.0838, Train Steps/Sec: 1.48
+[2025-05-09 21:52:38] (Generator) rec_loss: 0.0443, perceptual_loss: 0.5469, vq_loss: 0.0229, commit_loss: 0.0057, entropy_loss: 0.0000, codebook_usage: 0.8082, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4611, d_vqkd: 134093.3125, d_vqgan: 145953.3750
+[2025-05-09 21:52:38] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3438
+[2025-05-09 21:52:38] (step=0003200) Train Loss: 1.0811, Train Steps/Sec: 1.48
+[2025-05-09 21:53:45] (Generator) rec_loss: 0.0548, perceptual_loss: 0.4844, vq_loss: 0.0234, commit_loss: 0.0059, entropy_loss: 0.0000, codebook_usage: 0.8070, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4632, d_vqkd: 133952.9219, d_vqgan: 146103.3438
+[2025-05-09 21:53:46] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3750
+[2025-05-09 21:53:46] (step=0003300) Train Loss: 1.0696, Train Steps/Sec: 1.49
+[2025-05-09 21:54:52] (Generator) rec_loss: 0.0655, perceptual_loss: 0.4766, vq_loss: 0.0211, commit_loss: 0.0053, entropy_loss: 0.0000, codebook_usage: 0.7334, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4370, d_vqkd: 134021.7656, d_vqgan: 145820.2031
+[2025-05-09 21:54:53] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3906
+[2025-05-09 21:54:53] (step=0003400) Train Loss: 1.0641, Train Steps/Sec: 1.49
+[2025-05-09 21:56:00] (Generator) rec_loss: 0.0476, perceptual_loss: 0.4863, vq_loss: 0.0216, commit_loss: 0.0054, entropy_loss: 0.0000, codebook_usage: 0.8100, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4429, d_vqkd: 133995.1875, d_vqgan: 145764.4062
+[2025-05-09 21:56:00] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3516
+[2025-05-09 21:56:00] (step=0003500) Train Loss: 1.0523, Train Steps/Sec: 1.48
+[2025-05-09 21:57:07] (Generator) rec_loss: 0.0577, perceptual_loss: 0.5039, vq_loss: 0.0199, commit_loss: 0.0050, entropy_loss: 0.0000, codebook_usage: 0.7592, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4553, d_vqkd: 133686.8281, d_vqgan: 145749.9375
+[2025-05-09 21:57:08] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3203, logits_fake: -1.3281
+[2025-05-09 21:57:08] (step=0003600) Train Loss: 1.0471, Train Steps/Sec: 1.49
+[2025-05-09 21:58:15] (Generator) rec_loss: 0.0864, perceptual_loss: 0.5273, vq_loss: 0.0201, commit_loss: 0.0050, entropy_loss: 0.0000, codebook_usage: 0.7329, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4360, d_vqkd: 134010.4375, d_vqgan: 145492.6562
+[2025-05-09 21:58:15] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3281
+[2025-05-09 21:58:15] (step=0003700) Train Loss: 1.0432, Train Steps/Sec: 1.48
+[2025-05-09 21:59:22] (Generator) rec_loss: 0.0510, perceptual_loss: 0.4766, vq_loss: 0.0201, commit_loss: 0.0050, entropy_loss: 0.0000, codebook_usage: 0.7559, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4181, d_vqkd: 133995.9062, d_vqgan: 145158.9062
+[2025-05-09 21:59:22] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3359
+[2025-05-09 21:59:22] (step=0003800) Train Loss: 1.0388, Train Steps/Sec: 1.48
+[2025-05-09 22:00:29] (Generator) rec_loss: 0.0655, perceptual_loss: 0.5156, vq_loss: 0.0180, commit_loss: 0.0045, entropy_loss: 0.0000, codebook_usage: 0.7583, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4608, d_vqkd: 133659.1250, d_vqgan: 145547.9375
+[2025-05-09 22:00:30] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3438
+[2025-05-09 22:00:30] (step=0003900) Train Loss: 1.0467, Train Steps/Sec: 1.48
+[2025-05-09 22:01:37] (Generator) rec_loss: 0.0537, perceptual_loss: 0.5000, vq_loss: 0.0173, commit_loss: 0.0043, entropy_loss: 0.0000, codebook_usage: 0.7551, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4460, d_vqkd: 133686.8438, d_vqgan: 145300.0312
+[2025-05-09 22:01:37] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3281
+[2025-05-09 22:01:37] (step=0004000) Train Loss: 1.0343, Train Steps/Sec: 1.48
+[2025-05-09 22:02:44] (Generator) rec_loss: 0.0737, perceptual_loss: 0.5234, vq_loss: 0.0190, commit_loss: 0.0048, entropy_loss: 0.0000, codebook_usage: 0.7841, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4144, d_vqkd: 133931.8594, d_vqgan: 145460.6562
+[2025-05-09 22:02:45] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3516
+[2025-05-09 22:02:45] (step=0004100) Train Loss: 1.0366, Train Steps/Sec: 1.49
+[2025-05-09 22:03:52] (Generator) rec_loss: 0.0832, perceptual_loss: 0.5078, vq_loss: 0.0189, commit_loss: 0.0047, entropy_loss: 0.0000, codebook_usage: 0.7318, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4311, d_vqkd: 133973.3594, d_vqgan: 145444.2500
+[2025-05-09 22:03:52] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3125
+[2025-05-09 22:03:52] (step=0004200) Train Loss: 1.0273, Train Steps/Sec: 1.48
+[2025-05-09 22:04:59] (Generator) rec_loss: 0.0683, perceptual_loss: 0.5117, vq_loss: 0.0206, commit_loss: 0.0052, entropy_loss: 0.0000, codebook_usage: 0.7859, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4590, d_vqkd: 134017.9375, d_vqgan: 145797.8750
+[2025-05-09 22:04:59] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3203
+[2025-05-09 22:04:59] (step=0004300) Train Loss: 1.0354, Train Steps/Sec: 1.48
+[2025-05-09 22:06:06] (Generator) rec_loss: 0.0848, perceptual_loss: 0.5391, vq_loss: 0.0195, commit_loss: 0.0049, entropy_loss: 0.0000, codebook_usage: 0.7568, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4479, d_vqkd: 133718.0625, d_vqgan: 145726.2812
+[2025-05-09 22:06:07] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3516
+[2025-05-09 22:06:07] (step=0004400) Train Loss: 1.0164, Train Steps/Sec: 1.48
+[2025-05-09 22:07:14] (Generator) rec_loss: 0.0553, perceptual_loss: 0.4863, vq_loss: 0.0206, commit_loss: 0.0051, entropy_loss: 0.0000, codebook_usage: 0.7691, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4327, d_vqkd: 133981.2188, d_vqgan: 145929.9688
+[2025-05-09 22:07:14] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3594
+[2025-05-09 22:07:14] (step=0004500) Train Loss: 1.0264, Train Steps/Sec: 1.49
+[2025-05-09 22:08:21] (Generator) rec_loss: 0.0631, perceptual_loss: 0.5195, vq_loss: 0.0199, commit_loss: 0.0050, entropy_loss: 0.0000, codebook_usage: 0.7548, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4603, d_vqkd: 134190.3438, d_vqgan: 145659.4844
+[2025-05-09 22:08:21] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3516
+[2025-05-09 22:08:21] (step=0004600) Train Loss: 0.9981, Train Steps/Sec: 1.48
+[2025-05-09 22:09:28] (Generator) rec_loss: 0.0348, perceptual_loss: 0.4160, vq_loss: 0.0201, commit_loss: 0.0050, entropy_loss: 0.0000, codebook_usage: 0.7047, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4171, d_vqkd: 133500.6250, d_vqgan: 145764.4219
+[2025-05-09 22:09:29] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3594
+[2025-05-09 22:09:29] (step=0004700) Train Loss: 1.0096, Train Steps/Sec: 1.49
+[2025-05-09 22:10:36] (Generator) rec_loss: 0.0568, perceptual_loss: 0.4961, vq_loss: 0.0146, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.7343, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4435, d_vqkd: 133559.9531, d_vqgan: 144863.0469
+[2025-05-09 22:10:36] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3281
+[2025-05-09 22:10:36] (step=0004800) Train Loss: 0.9969, Train Steps/Sec: 1.48
+[2025-05-09 22:11:43] (Generator) rec_loss: 0.0628, perceptual_loss: 0.4961, vq_loss: 0.0177, commit_loss: 0.0044, entropy_loss: 0.0000, codebook_usage: 0.7300, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4620, d_vqkd: 133512.8906, d_vqgan: 145489.1875
+[2025-05-09 22:11:43] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3750
+[2025-05-09 22:11:43] (step=0004900) Train Loss: 0.9998, Train Steps/Sec: 1.48
+[2025-05-09 22:12:50] (Generator) rec_loss: 0.0433, perceptual_loss: 0.4922, vq_loss: 0.0196, commit_loss: 0.0049, entropy_loss: 0.0000, codebook_usage: 0.7157, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4242, d_vqkd: 133850.1719, d_vqgan: 145021.2500
+[2025-05-09 22:12:51] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3359
+[2025-05-09 22:12:51] (step=0005000) Train Loss: 0.9926, Train Steps/Sec: 1.48
+[2025-05-09 22:13:58] (Generator) rec_loss: 0.0494, perceptual_loss: 0.4551, vq_loss: 0.0191, commit_loss: 0.0048, entropy_loss: 0.0000, codebook_usage: 0.7249, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4425, d_vqkd: 133978.8281, d_vqgan: 145416.8125
+[2025-05-09 22:13:58] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3281
+[2025-05-09 22:13:58] (step=0005100) Train Loss: 0.9905, Train Steps/Sec: 1.48
+[2025-05-09 22:15:05] (Generator) rec_loss: 0.0604, perceptual_loss: 0.4746, vq_loss: 0.0159, commit_loss: 0.0040, entropy_loss: 0.0000, codebook_usage: 0.6869, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4308, d_vqkd: 133820.3125, d_vqgan: 145071.2188
+[2025-05-09 22:15:06] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3594
+[2025-05-09 22:15:06] (step=0005200) Train Loss: 0.9931, Train Steps/Sec: 1.48
+[2025-05-09 22:16:13] (Generator) rec_loss: 0.0467, perceptual_loss: 0.5000, vq_loss: 0.0178, commit_loss: 0.0045, entropy_loss: 0.0000, codebook_usage: 0.6839, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4500, d_vqkd: 133672.2188, d_vqgan: 145214.6250
+[2025-05-09 22:16:13] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3438
+[2025-05-09 22:16:13] (step=0005300) Train Loss: 0.9898, Train Steps/Sec: 1.48
+[2025-05-09 22:17:20] (Generator) rec_loss: 0.0576, perceptual_loss: 0.4922, vq_loss: 0.0175, commit_loss: 0.0044, entropy_loss: 0.0000, codebook_usage: 0.6954, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4166, d_vqkd: 133866.3750, d_vqgan: 145348.9844
+[2025-05-09 22:17:21] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3516
+[2025-05-09 22:17:21] (step=0005400) Train Loss: 0.9844, Train Steps/Sec: 1.48
+[2025-05-09 22:18:28] (Generator) rec_loss: 0.0459, perceptual_loss: 0.4648, vq_loss: 0.0171, commit_loss: 0.0043, entropy_loss: 0.0000, codebook_usage: 0.6815, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3898, d_vqkd: 133396.6875, d_vqgan: 145545.7812
+[2025-05-09 22:18:28] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3516
+[2025-05-09 22:18:28] (step=0005500) Train Loss: 0.9863, Train Steps/Sec: 1.48
+[2025-05-09 22:19:35] (Generator) rec_loss: 0.0324, perceptual_loss: 0.4688, vq_loss: 0.0166, commit_loss: 0.0042, entropy_loss: 0.0000, codebook_usage: 0.6849, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4141, d_vqkd: 133505.4375, d_vqgan: 145501.5938
+[2025-05-09 22:19:36] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3438
+[2025-05-09 22:19:36] (step=0005600) Train Loss: 0.9859, Train Steps/Sec: 1.48
+[2025-05-09 22:20:43] (Generator) rec_loss: 0.0562, perceptual_loss: 0.4805, vq_loss: 0.0170, commit_loss: 0.0042, entropy_loss: 0.0000, codebook_usage: 0.6987, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4430, d_vqkd: 133561.5312, d_vqgan: 145503.0000
+[2025-05-09 22:20:43] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3672
+[2025-05-09 22:20:43] (step=0005700) Train Loss: 0.9715, Train Steps/Sec: 1.48
+[2025-05-09 22:21:50] (Generator) rec_loss: 0.0574, perceptual_loss: 0.4980, vq_loss: 0.0163, commit_loss: 0.0041, entropy_loss: 0.0000, codebook_usage: 0.7143, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4297, d_vqkd: 133793.7812, d_vqgan: 145534.6250
+[2025-05-09 22:21:50] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3672
+[2025-05-09 22:21:50] (step=0005800) Train Loss: 0.9890, Train Steps/Sec: 1.48
+[2025-05-09 22:22:58] (Generator) rec_loss: 0.0517, perceptual_loss: 0.4863, vq_loss: 0.0175, commit_loss: 0.0044, entropy_loss: 0.0000, codebook_usage: 0.6955, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4325, d_vqkd: 133890.3750, d_vqgan: 145635.4688
+[2025-05-09 22:22:58] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3203
+[2025-05-09 22:22:58] (step=0005900) Train Loss: 0.9674, Train Steps/Sec: 1.48
+[2025-05-09 22:24:05] (Generator) rec_loss: 0.0597, perceptual_loss: 0.4707, vq_loss: 0.0179, commit_loss: 0.0045, entropy_loss: 0.0000, codebook_usage: 0.6241, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4163, d_vqkd: 133474.8438, d_vqgan: 145620.7812
+[2025-05-09 22:24:05] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3438
+[2025-05-09 22:24:05] (step=0006000) Train Loss: 0.9747, Train Steps/Sec: 1.48
+[2025-05-09 22:25:12] (Generator) rec_loss: 0.0735, perceptual_loss: 0.4766, vq_loss: 0.0159, commit_loss: 0.0040, entropy_loss: 0.0000, codebook_usage: 0.6561, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4407, d_vqkd: 133359.3750, d_vqgan: 145466.5938
+[2025-05-09 22:25:13] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3594
+[2025-05-09 22:25:13] (step=0006100) Train Loss: 0.9642, Train Steps/Sec: 1.48
+[2025-05-09 22:26:20] (Generator) rec_loss: 0.0382, perceptual_loss: 0.4414, vq_loss: 0.0120, commit_loss: 0.0030, entropy_loss: 0.0000, codebook_usage: 0.6794, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4392, d_vqkd: 133202.6719, d_vqgan: 144825.5469
+[2025-05-09 22:26:20] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.2969, logits_fake: -1.2812
+[2025-05-09 22:26:20] (step=0006200) Train Loss: 0.9640, Train Steps/Sec: 1.48
+[2025-05-09 22:27:27] (Generator) rec_loss: 0.0416, perceptual_loss: 0.4785, vq_loss: 0.0167, commit_loss: 0.0042, entropy_loss: 0.0000, codebook_usage: 0.6846, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4363, d_vqkd: 133714.0625, d_vqgan: 145327.7656
+[2025-05-09 22:27:28] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3594
+[2025-05-09 22:27:28] (step=0006300) Train Loss: 0.9539, Train Steps/Sec: 1.48
+[2025-05-09 22:28:35] (Generator) rec_loss: 0.0547, perceptual_loss: 0.4395, vq_loss: 0.0175, commit_loss: 0.0044, entropy_loss: 0.0000, codebook_usage: 0.6400, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3936, d_vqkd: 133725.6250, d_vqgan: 145788.1719
+[2025-05-09 22:28:35] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3203
+[2025-05-09 22:28:35] (step=0006400) Train Loss: 0.9626, Train Steps/Sec: 1.48
+[2025-05-09 22:29:42] (Generator) rec_loss: 0.0504, perceptual_loss: 0.4766, vq_loss: 0.0153, commit_loss: 0.0038, entropy_loss: 0.0000, codebook_usage: 0.6653, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3781, d_vqkd: 133201.5312, d_vqgan: 145290.2969
+[2025-05-09 22:29:42] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3594
+[2025-05-09 22:29:43] (step=0006500) Train Loss: 0.9493, Train Steps/Sec: 1.48
+[2025-05-09 22:30:49] (Generator) rec_loss: 0.0413, perceptual_loss: 0.4941, vq_loss: 0.0170, commit_loss: 0.0042, entropy_loss: 0.0000, codebook_usage: 0.6886, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4278, d_vqkd: 133780.7656, d_vqgan: 145729.3906
+[2025-05-09 22:30:50] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3125, logits_fake: -1.3047
+[2025-05-09 22:30:50] (step=0006600) Train Loss: 0.9556, Train Steps/Sec: 1.48
+[2025-05-09 22:31:57] (Generator) rec_loss: 0.0479, perceptual_loss: 0.4414, vq_loss: 0.0172, commit_loss: 0.0043, entropy_loss: 0.0000, codebook_usage: 0.6285, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4103, d_vqkd: 133942.6250, d_vqgan: 145442.3750
+[2025-05-09 22:31:57] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3125
+[2025-05-09 22:31:57] (step=0006700) Train Loss: 0.9527, Train Steps/Sec: 1.48
+[2025-05-09 22:33:04] (Generator) rec_loss: 0.0441, perceptual_loss: 0.4590, vq_loss: 0.0159, commit_loss: 0.0040, entropy_loss: 0.0000, codebook_usage: 0.6309, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3967, d_vqkd: 133900.9531, d_vqgan: 145487.2344
+[2025-05-09 22:33:05] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3438
+[2025-05-09 22:33:05] (step=0006800) Train Loss: 0.9469, Train Steps/Sec: 1.48
+[2025-05-09 22:34:12] (Generator) rec_loss: 0.0322, perceptual_loss: 0.4531, vq_loss: 0.0165, commit_loss: 0.0041, entropy_loss: 0.0000, codebook_usage: 0.7018, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4195, d_vqkd: 133872.3438, d_vqgan: 145362.6406
+[2025-05-09 22:34:12] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3203, logits_fake: -1.3281
+[2025-05-09 22:34:12] (step=0006900) Train Loss: 0.9396, Train Steps/Sec: 1.48
+[2025-05-09 22:35:19] (Generator) rec_loss: 0.0529, perceptual_loss: 0.4746, vq_loss: 0.0159, commit_loss: 0.0040, entropy_loss: 0.0000, codebook_usage: 0.6353, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4191, d_vqkd: 133723.6094, d_vqgan: 145569.6875
+[2025-05-09 22:35:20] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3203
+[2025-05-09 22:35:20] (step=0007000) Train Loss: 0.9444, Train Steps/Sec: 1.48
+[2025-05-09 22:36:27] (Generator) rec_loss: 0.0493, perceptual_loss: 0.4453, vq_loss: 0.0171, commit_loss: 0.0043, entropy_loss: 0.0000, codebook_usage: 0.6446, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4140, d_vqkd: 133890.8125, d_vqgan: 145912.4062
+[2025-05-09 22:36:27] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3516
+[2025-05-09 22:36:27] (step=0007100) Train Loss: 0.9330, Train Steps/Sec: 1.48
+[2025-05-09 22:37:34] (Generator) rec_loss: 0.0526, perceptual_loss: 0.4414, vq_loss: 0.0155, commit_loss: 0.0039, entropy_loss: 0.0000, codebook_usage: 0.6357, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3894, d_vqkd: 133585.5156, d_vqgan: 145484.6250
+[2025-05-09 22:37:35] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3594
+[2025-05-09 22:37:35] (step=0007200) Train Loss: 0.9510, Train Steps/Sec: 1.48
+[2025-05-09 22:38:42] (Generator) rec_loss: 0.0327, perceptual_loss: 0.4551, vq_loss: 0.0159, commit_loss: 0.0040, entropy_loss: 0.0000, codebook_usage: 0.6298, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4199, d_vqkd: 133626.4531, d_vqgan: 145427.6406
+[2025-05-09 22:38:42] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3203
+[2025-05-09 22:38:42] (step=0007300) Train Loss: 0.9359, Train Steps/Sec: 1.48
+[2025-05-09 22:39:49] (Generator) rec_loss: 0.0413, perceptual_loss: 0.4434, vq_loss: 0.0168, commit_loss: 0.0042, entropy_loss: 0.0000, codebook_usage: 0.6649, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4099, d_vqkd: 133973.2969, d_vqgan: 145633.4688
+[2025-05-09 22:39:49] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3047, logits_fake: -1.3047
+[2025-05-09 22:39:49] (step=0007400) Train Loss: 0.9413, Train Steps/Sec: 1.48
+[2025-05-09 22:40:56] (Generator) rec_loss: 0.0393, perceptual_loss: 0.4785, vq_loss: 0.0144, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.5791, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4368, d_vqkd: 132868.2500, d_vqgan: 145156.9219
+[2025-05-09 22:40:57] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3750, logits_fake: -1.3594
+[2025-05-09 22:40:57] (step=0007500) Train Loss: 0.9322, Train Steps/Sec: 1.48
+[2025-05-09 22:42:04] (Generator) rec_loss: 0.0275, perceptual_loss: 0.4180, vq_loss: 0.0148, commit_loss: 0.0037, entropy_loss: 0.0000, codebook_usage: 0.6236, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4227, d_vqkd: 133141.7500, d_vqgan: 145584.9375
+[2025-05-09 22:42:04] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3672
+[2025-05-09 22:42:04] (step=0007600) Train Loss: 0.9345, Train Steps/Sec: 1.48
+[2025-05-09 22:43:11] (Generator) rec_loss: 0.0341, perceptual_loss: 0.4180, vq_loss: 0.0164, commit_loss: 0.0041, entropy_loss: 0.0000, codebook_usage: 0.6486, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3924, d_vqkd: 133722.1250, d_vqgan: 145859.3594
+[2025-05-09 22:43:12] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3516
+[2025-05-09 22:43:12] (step=0007700) Train Loss: 0.9337, Train Steps/Sec: 1.48
+[2025-05-09 22:44:19] (Generator) rec_loss: 0.0418, perceptual_loss: 0.4355, vq_loss: 0.0148, commit_loss: 0.0037, entropy_loss: 0.0000, codebook_usage: 0.6307, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4065, d_vqkd: 134064.1406, d_vqgan: 145431.1562
+[2025-05-09 22:44:19] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3750
+[2025-05-09 22:44:19] (step=0007800) Train Loss: 0.9237, Train Steps/Sec: 1.48
+[2025-05-09 22:45:26] (Generator) rec_loss: 0.0444, perceptual_loss: 0.4590, vq_loss: 0.0154, commit_loss: 0.0039, entropy_loss: 0.0000, codebook_usage: 0.6414, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4456, d_vqkd: 134081.0000, d_vqgan: 145619.9375
+[2025-05-09 22:45:26] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3438
+[2025-05-09 22:45:26] (step=0007900) Train Loss: 0.9265, Train Steps/Sec: 1.49
+[2025-05-09 22:46:34] (Generator) rec_loss: 0.0550, perceptual_loss: 0.4824, vq_loss: 0.0130, commit_loss: 0.0032, entropy_loss: 0.0000, codebook_usage: 0.5251, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4372, d_vqkd: 133434.3125, d_vqgan: 145440.4531
+[2025-05-09 22:46:34] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3359
+[2025-05-09 22:46:34] (step=0008000) Train Loss: 0.9263, Train Steps/Sec: 1.48
+[2025-05-09 22:46:37] Saved checkpoint to ck_cnn/004-TokenFlow/checkpoints/0008000.pt
+[2025-05-09 22:47:44] (Generator) rec_loss: 0.0434, perceptual_loss: 0.4492, vq_loss: 0.0111, commit_loss: 0.0028, entropy_loss: 0.0000, codebook_usage: 0.5624, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4342, d_vqkd: 133384.8750, d_vqgan: 145128.8125
+[2025-05-09 22:47:45] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3281
+[2025-05-09 22:47:45] (step=0008100) Train Loss: 0.9253, Train Steps/Sec: 1.41
+[2025-05-09 22:48:52] (Generator) rec_loss: 0.0459, perceptual_loss: 0.4902, vq_loss: 0.0153, commit_loss: 0.0038, entropy_loss: 0.0000, codebook_usage: 0.6009, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4844, d_vqkd: 133894.9844, d_vqgan: 145506.5625
+[2025-05-09 22:48:52] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3359
+[2025-05-09 22:48:52] (step=0008200) Train Loss: 0.9177, Train Steps/Sec: 1.48
+[2025-05-09 22:49:59] (Generator) rec_loss: 0.0455, perceptual_loss: 0.4355, vq_loss: 0.0155, commit_loss: 0.0039, entropy_loss: 0.0000, codebook_usage: 0.6143, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4113, d_vqkd: 134372.5781, d_vqgan: 145462.9688
+[2025-05-09 22:50:00] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3594
+[2025-05-09 22:50:00] (step=0008300) Train Loss: 0.9188, Train Steps/Sec: 1.48
+[2025-05-09 22:51:07] (Generator) rec_loss: 0.0606, perceptual_loss: 0.4648, vq_loss: 0.0156, commit_loss: 0.0039, entropy_loss: 0.0000, codebook_usage: 0.6330, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4180, d_vqkd: 134158.0938, d_vqgan: 145612.5469
+[2025-05-09 22:51:07] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3281
+[2025-05-09 22:51:07] (step=0008400) Train Loss: 0.9144, Train Steps/Sec: 1.49
+[2025-05-09 22:52:14] (Generator) rec_loss: 0.0521, perceptual_loss: 0.4492, vq_loss: 0.0159, commit_loss: 0.0040, entropy_loss: 0.0000, codebook_usage: 0.6295, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4241, d_vqkd: 133917.8906, d_vqgan: 145830.6719
+[2025-05-09 22:52:14] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3516
+[2025-05-09 22:52:14] (step=0008500) Train Loss: 0.9086, Train Steps/Sec: 1.48
+[2025-05-09 22:53:21] (Generator) rec_loss: 0.0358, perceptual_loss: 0.4258, vq_loss: 0.0164, commit_loss: 0.0041, entropy_loss: 0.0000, codebook_usage: 0.5804, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3987, d_vqkd: 133923.8438, d_vqgan: 145784.1250
+[2025-05-09 22:53:22] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3125
+[2025-05-09 22:53:22] (step=0008600) Train Loss: 0.9162, Train Steps/Sec: 1.48
+[2025-05-09 22:54:29] (Generator) rec_loss: 0.0592, perceptual_loss: 0.4648, vq_loss: 0.0142, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.5298, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4292, d_vqkd: 133810.6875, d_vqgan: 145803.0625
+[2025-05-09 22:54:29] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3516
+[2025-05-09 22:54:29] (step=0008700) Train Loss: 0.9095, Train Steps/Sec: 1.48
+[2025-05-09 22:55:36] (Generator) rec_loss: 0.0442, perceptual_loss: 0.4277, vq_loss: 0.0166, commit_loss: 0.0041, entropy_loss: 0.0000, codebook_usage: 0.6321, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4030, d_vqkd: 134187.3125, d_vqgan: 145998.9844
+[2025-05-09 22:55:37] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3047, logits_fake: -1.3203
+[2025-05-09 22:55:37] (step=0008800) Train Loss: 0.9080, Train Steps/Sec: 1.48
+[2025-05-09 22:56:44] (Generator) rec_loss: 0.0505, perceptual_loss: 0.4688, vq_loss: 0.0151, commit_loss: 0.0038, entropy_loss: 0.0000, codebook_usage: 0.5901, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4574, d_vqkd: 134465.8281, d_vqgan: 145377.1719
+[2025-05-09 22:56:44] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3359
+[2025-05-09 22:56:44] (step=0008900) Train Loss: 0.9136, Train Steps/Sec: 1.48
+[2025-05-09 22:57:51] (Generator) rec_loss: 0.0291, perceptual_loss: 0.4121, vq_loss: 0.0150, commit_loss: 0.0037, entropy_loss: 0.0000, codebook_usage: 0.5376, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4141, d_vqkd: 134150.7188, d_vqgan: 145452.9375
+[2025-05-09 22:57:52] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3438
+[2025-05-09 22:57:52] (step=0009000) Train Loss: 0.9085, Train Steps/Sec: 1.48
+[2025-05-09 22:58:59] (Generator) rec_loss: 0.0661, perceptual_loss: 0.4551, vq_loss: 0.0123, commit_loss: 0.0031, entropy_loss: 0.0000, codebook_usage: 0.5205, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4127, d_vqkd: 133181.4844, d_vqgan: 145566.0156
+[2025-05-09 22:58:59] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3281
+[2025-05-09 22:58:59] (step=0009100) Train Loss: 0.9025, Train Steps/Sec: 1.48
+[2025-05-09 23:00:06] (Generator) rec_loss: 0.0340, perceptual_loss: 0.3594, vq_loss: 0.0124, commit_loss: 0.0031, entropy_loss: 0.0000, codebook_usage: 0.5648, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3806, d_vqkd: 133480.9219, d_vqgan: 145143.9844
+[2025-05-09 23:00:06] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3672
+[2025-05-09 23:00:06] (step=0009200) Train Loss: 0.8969, Train Steps/Sec: 1.48
+[2025-05-09 23:01:13] (Generator) rec_loss: 0.0496, perceptual_loss: 0.4355, vq_loss: 0.0146, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.5845, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3973, d_vqkd: 133808.8906, d_vqgan: 145396.4844
+[2025-05-09 23:01:14] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3672
+[2025-05-09 23:01:14] (step=0009300) Train Loss: 0.8956, Train Steps/Sec: 1.48
+[2025-05-09 23:02:21] (Generator) rec_loss: 0.0375, perceptual_loss: 0.4199, vq_loss: 0.0131, commit_loss: 0.0033, entropy_loss: 0.0000, codebook_usage: 0.5332, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3865, d_vqkd: 133697.9062, d_vqgan: 145598.3594
+[2025-05-09 23:02:21] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3438
+[2025-05-09 23:02:21] (step=0009400) Train Loss: 0.8950, Train Steps/Sec: 1.48
+[2025-05-09 23:03:28] (Generator) rec_loss: 0.0419, perceptual_loss: 0.4238, vq_loss: 0.0133, commit_loss: 0.0033, entropy_loss: 0.0000, codebook_usage: 0.5310, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4001, d_vqkd: 133644.5312, d_vqgan: 145669.7969
+[2025-05-09 23:03:29] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3594
+[2025-05-09 23:03:29] (step=0009500) Train Loss: 0.8952, Train Steps/Sec: 1.48
+[2025-05-09 23:04:36] (Generator) rec_loss: 0.0663, perceptual_loss: 0.4199, vq_loss: 0.0150, commit_loss: 0.0038, entropy_loss: 0.0000, codebook_usage: 0.5808, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4037, d_vqkd: 134259.3438, d_vqgan: 145983.4375
+[2025-05-09 23:04:36] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3516
+[2025-05-09 23:04:36] (step=0009600) Train Loss: 0.8937, Train Steps/Sec: 1.48
+[2025-05-09 23:05:43] (Generator) rec_loss: 0.0483, perceptual_loss: 0.3945, vq_loss: 0.0121, commit_loss: 0.0030, entropy_loss: 0.0000, codebook_usage: 0.5526, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4232, d_vqkd: 133354.1562, d_vqgan: 145339.9688
+[2025-05-09 23:05:44] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3203
+[2025-05-09 23:05:44] (step=0009700) Train Loss: 0.8939, Train Steps/Sec: 1.48
+[2025-05-09 23:06:51] (Generator) rec_loss: 0.0316, perceptual_loss: 0.4043, vq_loss: 0.0158, commit_loss: 0.0040, entropy_loss: 0.0000, codebook_usage: 0.5751, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3727, d_vqkd: 133523.3438, d_vqgan: 145957.4688
+[2025-05-09 23:06:51] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3516
+[2025-05-09 23:06:51] (step=0009800) Train Loss: 0.8947, Train Steps/Sec: 1.48
+[2025-05-09 23:07:58] (Generator) rec_loss: 0.0388, perceptual_loss: 0.4082, vq_loss: 0.0140, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.5358, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4177, d_vqkd: 133769.0625, d_vqgan: 145799.2188
+[2025-05-09 23:07:58] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3203, logits_fake: -1.3203
+[2025-05-09 23:07:58] (step=0009900) Train Loss: 0.8881, Train Steps/Sec: 1.49
+[2025-05-09 23:09:05] (Generator) rec_loss: 0.0595, perceptual_loss: 0.4160, vq_loss: 0.0145, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.5440, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3953, d_vqkd: 134147.8281, d_vqgan: 146050.8125
+[2025-05-09 23:09:06] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3516
+[2025-05-09 23:09:06] (step=0010000) Train Loss: 0.8809, Train Steps/Sec: 1.49
+[2025-05-09 23:10:12] (Generator) rec_loss: 0.0449, perceptual_loss: 0.4277, vq_loss: 0.0157, commit_loss: 0.0039, entropy_loss: 0.0000, codebook_usage: 0.5516, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3517, d_vqkd: 133842.8750, d_vqgan: 146295.9375
+[2025-05-09 23:10:13] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3203
+[2025-05-09 23:10:13] (step=0010100) Train Loss: 0.8845, Train Steps/Sec: 1.49
+[2025-05-09 23:11:20] (Generator) rec_loss: 0.0268, perceptual_loss: 0.3867, vq_loss: 0.0148, commit_loss: 0.0037, entropy_loss: 0.0000, codebook_usage: 0.5026, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3604, d_vqkd: 134174.6406, d_vqgan: 145542.3281
+[2025-05-09 23:11:20] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3125, logits_fake: -1.3281
+[2025-05-09 23:11:20] (step=0010200) Train Loss: 0.8798, Train Steps/Sec: 1.48
+[2025-05-09 23:12:27] (Generator) rec_loss: 0.0488, perceptual_loss: 0.4648, vq_loss: 0.0135, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.5061, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4444, d_vqkd: 133612.8750, d_vqgan: 145824.2500
+[2025-05-09 23:12:28] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3359
+[2025-05-09 23:12:28] (step=0010300) Train Loss: 0.8803, Train Steps/Sec: 1.48
+[2025-05-09 23:13:35] (Generator) rec_loss: 0.0296, perceptual_loss: 0.3535, vq_loss: 0.0152, commit_loss: 0.0038, entropy_loss: 0.0000, codebook_usage: 0.5374, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3446, d_vqkd: 133488.8281, d_vqgan: 145783.7656
+[2025-05-09 23:13:35] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3516
+[2025-05-09 23:13:35] (step=0010400) Train Loss: 0.8824, Train Steps/Sec: 1.49
+[2025-05-09 23:14:42] (Generator) rec_loss: 0.0400, perceptual_loss: 0.4082, vq_loss: 0.0143, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.5277, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3999, d_vqkd: 133828.3594, d_vqgan: 145833.0938
+[2025-05-09 23:14:42] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3828, logits_fake: -1.3750
+[2025-05-09 23:14:42] (step=0010500) Train Loss: 0.8662, Train Steps/Sec: 1.48
+[2025-05-09 23:15:49] (Generator) rec_loss: 0.0243, perceptual_loss: 0.3613, vq_loss: 0.0140, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.5521, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3739, d_vqkd: 133571.9688, d_vqgan: 145666.3906
+[2025-05-09 23:15:50] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3125, logits_fake: -1.3125
+[2025-05-09 23:15:50] (step=0010600) Train Loss: 0.8691, Train Steps/Sec: 1.48
+[2025-05-09 23:16:57] (Generator) rec_loss: 0.0462, perceptual_loss: 0.4121, vq_loss: 0.0144, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.5251, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3932, d_vqkd: 133597.4688, d_vqgan: 145857.7344
+[2025-05-09 23:16:57] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3203
+[2025-05-09 23:16:57] (step=0010700) Train Loss: 0.8733, Train Steps/Sec: 1.48
+[2025-05-09 23:18:04] (Generator) rec_loss: 0.0292, perceptual_loss: 0.4023, vq_loss: 0.0135, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.5293, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4019, d_vqkd: 133583.8750, d_vqgan: 145642.4688
+[2025-05-09 23:18:05] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3750
+[2025-05-09 23:18:05] (step=0010800) Train Loss: 0.8659, Train Steps/Sec: 1.48
+[2025-05-09 23:19:12] (Generator) rec_loss: 0.0500, perceptual_loss: 0.4160, vq_loss: 0.0135, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.5147, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3867, d_vqkd: 133847.8906, d_vqgan: 145847.5938
+[2025-05-09 23:19:12] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3125, logits_fake: -1.3125
+[2025-05-09 23:19:12] (step=0010900) Train Loss: 0.8648, Train Steps/Sec: 1.48
+[2025-05-09 23:20:19] (Generator) rec_loss: 0.0473, perceptual_loss: 0.4238, vq_loss: 0.0137, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.4965, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3512, d_vqkd: 133717.0156, d_vqgan: 145705.5469
+[2025-05-09 23:20:20] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3594
+[2025-05-09 23:20:20] (step=0011000) Train Loss: 0.8565, Train Steps/Sec: 1.48
+[2025-05-09 23:21:27] (Generator) rec_loss: 0.0482, perceptual_loss: 0.4141, vq_loss: 0.0134, commit_loss: 0.0033, entropy_loss: 0.0000, codebook_usage: 0.4972, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4268, d_vqkd: 133934.7812, d_vqgan: 145844.9375
+[2025-05-09 23:21:27] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3359
+[2025-05-09 23:21:27] (step=0011100) Train Loss: 0.8668, Train Steps/Sec: 1.48
+[2025-05-09 23:22:34] (Generator) rec_loss: 0.0408, perceptual_loss: 0.3496, vq_loss: 0.0144, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.5169, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3561, d_vqkd: 133964.4375, d_vqgan: 145907.2500
+[2025-05-09 23:22:34] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3125, logits_fake: -1.3281
+[2025-05-09 23:22:34] (step=0011200) Train Loss: 0.8613, Train Steps/Sec: 1.48
+[2025-05-09 23:23:41] (Generator) rec_loss: 0.0408, perceptual_loss: 0.4355, vq_loss: 0.0141, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.5091, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4139, d_vqkd: 133989.3906, d_vqgan: 145907.5312
+[2025-05-09 23:23:42] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3438
+[2025-05-09 23:23:42] (step=0011300) Train Loss: 0.8596, Train Steps/Sec: 1.48
+[2025-05-09 23:24:49] (Generator) rec_loss: 0.0228, perceptual_loss: 0.3438, vq_loss: 0.0146, commit_loss: 0.0037, entropy_loss: 0.0000, codebook_usage: 0.5329, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3596, d_vqkd: 133639.7969, d_vqgan: 145678.5156
+[2025-05-09 23:24:49] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3750
+[2025-05-09 23:24:49] (step=0011400) Train Loss: 0.8579, Train Steps/Sec: 1.48
+[2025-05-09 23:25:56] (Generator) rec_loss: 0.0499, perceptual_loss: 0.4238, vq_loss: 0.0128, commit_loss: 0.0032, entropy_loss: 0.0000, codebook_usage: 0.4568, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3959, d_vqkd: 133881.1562, d_vqgan: 145552.4688
+[2025-05-09 23:25:57] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3438
+[2025-05-09 23:25:57] (step=0011500) Train Loss: 0.8524, Train Steps/Sec: 1.48
+[2025-05-09 23:27:04] (Generator) rec_loss: 0.0397, perceptual_loss: 0.3770, vq_loss: 0.0136, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.4911, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3874, d_vqkd: 133731.5781, d_vqgan: 145759.4688
+[2025-05-09 23:27:04] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3438
+[2025-05-09 23:27:04] (step=0011600) Train Loss: 0.8498, Train Steps/Sec: 1.48
+[2025-05-09 23:28:11] (Generator) rec_loss: 0.0311, perceptual_loss: 0.3672, vq_loss: 0.0153, commit_loss: 0.0038, entropy_loss: 0.0000, codebook_usage: 0.5000, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3702, d_vqkd: 133920.2656, d_vqgan: 146056.5469
+[2025-05-09 23:28:12] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3516
+[2025-05-09 23:28:12] (step=0011700) Train Loss: 0.8423, Train Steps/Sec: 1.48
+[2025-05-09 23:29:19] (Generator) rec_loss: 0.0299, perceptual_loss: 0.3457, vq_loss: 0.0136, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.4841, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3484, d_vqkd: 133420.3750, d_vqgan: 145764.2969
+[2025-05-09 23:29:19] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3984, logits_fake: -1.3750
+[2025-05-09 23:29:19] (step=0011800) Train Loss: 0.8391, Train Steps/Sec: 1.48
+[2025-05-09 23:30:26] (Generator) rec_loss: 0.0516, perceptual_loss: 0.4297, vq_loss: 0.0146, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.5072, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4133, d_vqkd: 134143.0938, d_vqgan: 146177.9062
+[2025-05-09 23:30:27] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3516
+[2025-05-09 23:30:27] (step=0011900) Train Loss: 0.8446, Train Steps/Sec: 1.48
+[2025-05-09 23:31:34] (Generator) rec_loss: 0.0280, perceptual_loss: 0.4180, vq_loss: 0.0151, commit_loss: 0.0038, entropy_loss: 0.0000, codebook_usage: 0.4861, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4182, d_vqkd: 133665.9688, d_vqgan: 146193.7656
+[2025-05-09 23:31:34] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3203
+[2025-05-09 23:31:34] (step=0012000) Train Loss: 0.8528, Train Steps/Sec: 1.48
+[2025-05-09 23:32:41] (Generator) rec_loss: 0.0594, perceptual_loss: 0.4453, vq_loss: 0.0141, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4996, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4372, d_vqkd: 133721.3750, d_vqgan: 146180.3281
+[2025-05-09 23:32:41] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3438
+[2025-05-09 23:32:41] (step=0012100) Train Loss: 0.8425, Train Steps/Sec: 1.48
+[2025-05-09 23:33:48] (Generator) rec_loss: 0.0493, perceptual_loss: 0.4355, vq_loss: 0.0133, commit_loss: 0.0033, entropy_loss: 0.0000, codebook_usage: 0.5211, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3928, d_vqkd: 133537.2656, d_vqgan: 146099.8438
+[2025-05-09 23:33:49] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3281
+[2025-05-09 23:33:49] (step=0012200) Train Loss: 0.8412, Train Steps/Sec: 1.48
+[2025-05-09 23:34:56] (Generator) rec_loss: 0.0426, perceptual_loss: 0.3984, vq_loss: 0.0145, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.4956, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3594, d_vqkd: 133742.6250, d_vqgan: 146302.9688
+[2025-05-09 23:34:56] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3359
+[2025-05-09 23:34:56] (step=0012300) Train Loss: 0.8386, Train Steps/Sec: 1.48
+[2025-05-09 23:36:03] (Generator) rec_loss: 0.0357, perceptual_loss: 0.3789, vq_loss: 0.0142, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4858, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3903, d_vqkd: 133776.1406, d_vqgan: 146102.2969
+[2025-05-09 23:36:04] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3750, logits_fake: -1.3516
+[2025-05-09 23:36:04] (step=0012400) Train Loss: 0.8407, Train Steps/Sec: 1.49
+[2025-05-09 23:37:10] (Generator) rec_loss: 0.0304, perceptual_loss: 0.3672, vq_loss: 0.0133, commit_loss: 0.0033, entropy_loss: 0.0000, codebook_usage: 0.4841, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3979, d_vqkd: 133728.3750, d_vqgan: 145713.3750
+[2025-05-09 23:37:11] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3438
+[2025-05-09 23:37:11] (step=0012500) Train Loss: 0.8386, Train Steps/Sec: 1.49
+[2025-05-09 23:38:18] (Generator) rec_loss: 0.0264, perceptual_loss: 0.3672, vq_loss: 0.0151, commit_loss: 0.0038, entropy_loss: 0.0000, codebook_usage: 0.5050, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3784, d_vqkd: 133915.0469, d_vqgan: 146082.7188
+[2025-05-09 23:38:18] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3203
+[2025-05-09 23:38:18] (step=0012600) Train Loss: 0.8396, Train Steps/Sec: 1.48
+[2025-05-09 23:39:25] (Generator) rec_loss: 0.0421, perceptual_loss: 0.3906, vq_loss: 0.0145, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.4810, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3597, d_vqkd: 133410.8594, d_vqgan: 145978.0156
+[2025-05-09 23:39:26] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3594
+[2025-05-09 23:39:26] (step=0012700) Train Loss: 0.8411, Train Steps/Sec: 1.48
+[2025-05-09 23:40:33] (Generator) rec_loss: 0.0286, perceptual_loss: 0.3477, vq_loss: 0.0135, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.4678, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3685, d_vqkd: 133555.9688, d_vqgan: 145941.2812
+[2025-05-09 23:40:33] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3594
+[2025-05-09 23:40:33] (step=0012800) Train Loss: 0.8273, Train Steps/Sec: 1.48
+[2025-05-09 23:41:40] (Generator) rec_loss: 0.0374, perceptual_loss: 0.3906, vq_loss: 0.0139, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.5028, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3705, d_vqkd: 133516.6719, d_vqgan: 146027.9062
+[2025-05-09 23:41:40] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3125
+[2025-05-09 23:41:40] (step=0012900) Train Loss: 0.8373, Train Steps/Sec: 1.49
+[2025-05-09 23:42:47] (Generator) rec_loss: 0.0592, perceptual_loss: 0.4512, vq_loss: 0.0127, commit_loss: 0.0032, entropy_loss: 0.0000, codebook_usage: 0.4694, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4208, d_vqkd: 132809.4688, d_vqgan: 145732.8438
+[2025-05-09 23:42:48] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3125, logits_fake: -1.2969
+[2025-05-09 23:42:48] (step=0013000) Train Loss: 0.8198, Train Steps/Sec: 1.48
+[2025-05-09 23:43:55] (Generator) rec_loss: 0.0456, perceptual_loss: 0.3887, vq_loss: 0.0127, commit_loss: 0.0032, entropy_loss: 0.0000, codebook_usage: 0.4672, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3788, d_vqkd: 133358.0469, d_vqgan: 146190.4219
+[2025-05-09 23:43:55] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3359
+[2025-05-09 23:43:55] (step=0013100) Train Loss: 0.8340, Train Steps/Sec: 1.48
+[2025-05-09 23:45:02] (Generator) rec_loss: 0.0359, perceptual_loss: 0.3906, vq_loss: 0.0138, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4663, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3921, d_vqkd: 133886.7500, d_vqgan: 146166.2969
+[2025-05-09 23:45:03] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3203
+[2025-05-09 23:45:03] (step=0013200) Train Loss: 0.8292, Train Steps/Sec: 1.48
+[2025-05-09 23:46:10] (Generator) rec_loss: 0.0428, perceptual_loss: 0.4199, vq_loss: 0.0142, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.4734, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3864, d_vqkd: 133801.8125, d_vqgan: 146232.4062
+[2025-05-09 23:46:10] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3438
+[2025-05-09 23:46:10] (step=0013300) Train Loss: 0.8101, Train Steps/Sec: 1.48
+[2025-05-09 23:47:17] (Generator) rec_loss: 0.0370, perceptual_loss: 0.3730, vq_loss: 0.0135, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.4724, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3851, d_vqkd: 133459.9688, d_vqgan: 145997.3125
+[2025-05-09 23:47:18] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3438
+[2025-05-09 23:47:18] (step=0013400) Train Loss: 0.8266, Train Steps/Sec: 1.48
+[2025-05-09 23:48:25] (Generator) rec_loss: 0.0639, perceptual_loss: 0.3828, vq_loss: 0.0152, commit_loss: 0.0038, entropy_loss: 0.0000, codebook_usage: 0.4777, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3468, d_vqkd: 133600.0625, d_vqgan: 146202.4375
+[2025-05-09 23:48:25] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3438
+[2025-05-09 23:48:25] (step=0013500) Train Loss: 0.8200, Train Steps/Sec: 1.48
+[2025-05-09 23:49:32] (Generator) rec_loss: 0.0277, perceptual_loss: 0.3516, vq_loss: 0.0145, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.4901, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3449, d_vqkd: 133968.8750, d_vqgan: 146130.2500
+[2025-05-09 23:49:33] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3047, logits_fake: -1.3125
+[2025-05-09 23:49:33] (step=0013600) Train Loss: 0.8108, Train Steps/Sec: 1.48
+[2025-05-09 23:50:40] (Generator) rec_loss: 0.0264, perceptual_loss: 0.4043, vq_loss: 0.0133, commit_loss: 0.0033, entropy_loss: 0.0000, codebook_usage: 0.4685, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3812, d_vqkd: 133648.6562, d_vqgan: 146125.7344
+[2025-05-09 23:50:40] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3203, logits_fake: -1.3203
+[2025-05-09 23:50:40] (step=0013700) Train Loss: 0.8159, Train Steps/Sec: 1.48
+[2025-05-09 23:51:47] (Generator) rec_loss: 0.0499, perceptual_loss: 0.4004, vq_loss: 0.0136, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.4775, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3975, d_vqkd: 134039.3594, d_vqgan: 145946.0625
+[2025-05-09 23:51:48] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3203
+[2025-05-09 23:51:48] (step=0013800) Train Loss: 0.8217, Train Steps/Sec: 1.48
+[2025-05-09 23:52:55] (Generator) rec_loss: 0.0318, perceptual_loss: 0.3301, vq_loss: 0.0132, commit_loss: 0.0033, entropy_loss: 0.0000, codebook_usage: 0.4824, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3812, d_vqkd: 133805.8281, d_vqgan: 145909.0625
+[2025-05-09 23:52:55] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3125, logits_fake: -1.3125
+[2025-05-09 23:52:55] (step=0013900) Train Loss: 0.8217, Train Steps/Sec: 1.48
+[2025-05-09 23:54:02] (Generator) rec_loss: 0.0399, perceptual_loss: 0.4160, vq_loss: 0.0128, commit_loss: 0.0032, entropy_loss: 0.0000, codebook_usage: 0.4741, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3942, d_vqkd: 133632.3594, d_vqgan: 146198.9219
+[2025-05-09 23:54:02] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3359
+[2025-05-09 23:54:02] (step=0014000) Train Loss: 0.8202, Train Steps/Sec: 1.48
+[2025-05-09 23:55:09] (Generator) rec_loss: 0.0333, perceptual_loss: 0.3809, vq_loss: 0.0134, commit_loss: 0.0033, entropy_loss: 0.0000, codebook_usage: 0.4392, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3820, d_vqkd: 133160.9219, d_vqgan: 146225.9844
+[2025-05-09 23:55:10] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3672
+[2025-05-09 23:55:10] (step=0014100) Train Loss: 0.8135, Train Steps/Sec: 1.48
+[2025-05-09 23:56:17] (Generator) rec_loss: 0.0308, perceptual_loss: 0.3535, vq_loss: 0.0141, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4351, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3618, d_vqkd: 133627.0312, d_vqgan: 146221.1719
+[2025-05-09 23:56:17] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3203, logits_fake: -1.3125
+[2025-05-09 23:56:17] (step=0014200) Train Loss: 0.8190, Train Steps/Sec: 1.48
+[2025-05-09 23:57:24] (Generator) rec_loss: 0.0342, perceptual_loss: 0.3750, vq_loss: 0.0141, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4885, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3582, d_vqkd: 133526.8906, d_vqgan: 146275.4531
+[2025-05-09 23:57:25] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3125, logits_fake: -1.3203
+[2025-05-09 23:57:25] (step=0014300) Train Loss: 0.8056, Train Steps/Sec: 1.48
+[2025-05-09 23:58:32] (Generator) rec_loss: 0.0344, perceptual_loss: 0.3770, vq_loss: 0.0124, commit_loss: 0.0031, entropy_loss: 0.0000, codebook_usage: 0.4764, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3755, d_vqkd: 133096.7031, d_vqgan: 146050.4844
+[2025-05-09 23:58:32] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3984, logits_fake: -1.4062
+[2025-05-09 23:58:32] (step=0014400) Train Loss: 0.8263, Train Steps/Sec: 1.48
+[2025-05-09 23:59:39] (Generator) rec_loss: 0.0470, perceptual_loss: 0.3730, vq_loss: 0.0132, commit_loss: 0.0033, entropy_loss: 0.0000, codebook_usage: 0.4837, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3782, d_vqkd: 133378.6875, d_vqgan: 145935.6250
+[2025-05-09 23:59:40] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3438
+[2025-05-09 23:59:40] (step=0014500) Train Loss: 0.8100, Train Steps/Sec: 1.48
+[2025-05-10 00:00:47] (Generator) rec_loss: 0.0359, perceptual_loss: 0.4102, vq_loss: 0.0131, commit_loss: 0.0033, entropy_loss: 0.0000, codebook_usage: 0.4400, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4264, d_vqkd: 133388.8281, d_vqgan: 146116.5469
+[2025-05-10 00:00:47] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3516
+[2025-05-10 00:00:47] (step=0014600) Train Loss: 0.8266, Train Steps/Sec: 1.48
+[2025-05-10 00:01:54] (Generator) rec_loss: 0.0451, perceptual_loss: 0.3848, vq_loss: 0.0138, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4669, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3810, d_vqkd: 133527.8125, d_vqgan: 146335.8750
+[2025-05-10 00:01:54] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3594
+[2025-05-10 00:01:54] (step=0014700) Train Loss: 0.7958, Train Steps/Sec: 1.48
+[2025-05-10 00:03:01] (Generator) rec_loss: 0.0301, perceptual_loss: 0.3652, vq_loss: 0.0133, commit_loss: 0.0033, entropy_loss: 0.0000, codebook_usage: 0.4876, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3788, d_vqkd: 133801.5000, d_vqgan: 146016.7188
+[2025-05-10 00:03:02] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3438
+[2025-05-10 00:03:02] (step=0014800) Train Loss: 0.7942, Train Steps/Sec: 1.48
+[2025-05-10 00:04:09] (Generator) rec_loss: 0.0314, perceptual_loss: 0.3867, vq_loss: 0.0138, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4336, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3726, d_vqkd: 133125.6406, d_vqgan: 146079.8594
+[2025-05-10 00:04:09] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3906
+[2025-05-10 00:04:09] (step=0014900) Train Loss: 0.8143, Train Steps/Sec: 1.48
+[2025-05-10 00:05:16] (Generator) rec_loss: 0.0497, perceptual_loss: 0.3945, vq_loss: 0.0134, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.5098, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3923, d_vqkd: 133247.2969, d_vqgan: 146221.3125
+[2025-05-10 00:05:17] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3203
+[2025-05-10 00:05:17] (step=0015000) Train Loss: 0.7959, Train Steps/Sec: 1.48
+[2025-05-10 00:06:24] (Generator) rec_loss: 0.0343, perceptual_loss: 0.3691, vq_loss: 0.0146, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.4832, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3647, d_vqkd: 133753.3438, d_vqgan: 146390.7812
+[2025-05-10 00:06:24] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3516
+[2025-05-10 00:06:24] (step=0015100) Train Loss: 0.7930, Train Steps/Sec: 1.48
+[2025-05-10 00:07:31] (Generator) rec_loss: 0.0400, perceptual_loss: 0.3594, vq_loss: 0.0147, commit_loss: 0.0037, entropy_loss: 0.0000, codebook_usage: 0.4847, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3489, d_vqkd: 134067.4844, d_vqgan: 146294.4844
+[2025-05-10 00:07:32] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3438
+[2025-05-10 00:07:32] (step=0015200) Train Loss: 0.7997, Train Steps/Sec: 1.48
+[2025-05-10 00:08:38] (Generator) rec_loss: 0.0484, perceptual_loss: 0.3457, vq_loss: 0.0132, commit_loss: 0.0033, entropy_loss: 0.0000, codebook_usage: 0.4602, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3407, d_vqkd: 133798.4531, d_vqgan: 146241.0938
+[2025-05-10 00:08:39] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3125, logits_fake: -1.3359
+[2025-05-10 00:08:39] (step=0015300) Train Loss: 0.7949, Train Steps/Sec: 1.48
+[2025-05-10 00:09:46] (Generator) rec_loss: 0.0306, perceptual_loss: 0.3477, vq_loss: 0.0146, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.4766, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3333, d_vqkd: 133992.3750, d_vqgan: 146096.8750
+[2025-05-10 00:09:46] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.2891, logits_fake: -1.3125
+[2025-05-10 00:09:46] (step=0015400) Train Loss: 0.8023, Train Steps/Sec: 1.48
+[2025-05-10 00:10:53] (Generator) rec_loss: 0.0269, perceptual_loss: 0.3867, vq_loss: 0.0134, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.4462, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3600, d_vqkd: 133782.7656, d_vqgan: 146162.6250
+[2025-05-10 00:10:54] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3281
+[2025-05-10 00:10:54] (step=0015500) Train Loss: 0.7904, Train Steps/Sec: 1.48
+[2025-05-10 00:12:01] (Generator) rec_loss: 0.0559, perceptual_loss: 0.3926, vq_loss: 0.0125, commit_loss: 0.0031, entropy_loss: 0.0000, codebook_usage: 0.4579, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3621, d_vqkd: 133452.3906, d_vqgan: 146302.4062
+[2025-05-10 00:12:01] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3359
+[2025-05-10 00:12:01] (step=0015600) Train Loss: 0.7913, Train Steps/Sec: 1.48
+[2025-05-10 00:13:08] (Generator) rec_loss: 0.0496, perceptual_loss: 0.3613, vq_loss: 0.0129, commit_loss: 0.0032, entropy_loss: 0.0000, codebook_usage: 0.4860, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3570, d_vqkd: 133760.6406, d_vqgan: 146093.0156
+[2025-05-10 00:13:09] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3516
+[2025-05-10 00:13:09] (step=0015700) Train Loss: 0.8054, Train Steps/Sec: 1.49
+[2025-05-10 00:14:15] (Generator) rec_loss: 0.0623, perceptual_loss: 0.4160, vq_loss: 0.0140, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4742, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3644, d_vqkd: 133997.3125, d_vqgan: 146332.5000
+[2025-05-10 00:14:16] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3125
+[2025-05-10 00:14:16] (step=0015800) Train Loss: 0.7919, Train Steps/Sec: 1.48
+[2025-05-10 00:15:23] (Generator) rec_loss: 0.0353, perceptual_loss: 0.3613, vq_loss: 0.0146, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.4815, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3795, d_vqkd: 133355.6875, d_vqgan: 146645.7031
+[2025-05-10 00:15:23] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3125
+[2025-05-10 00:15:23] (step=0015900) Train Loss: 0.8036, Train Steps/Sec: 1.49
+[2025-05-10 00:16:30] (Generator) rec_loss: 0.0414, perceptual_loss: 0.3848, vq_loss: 0.0129, commit_loss: 0.0032, entropy_loss: 0.0000, codebook_usage: 0.4834, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3847, d_vqkd: 133752.2656, d_vqgan: 146134.9844
+[2025-05-10 00:16:31] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3438
+[2025-05-10 00:16:31] (step=0016000) Train Loss: 0.8045, Train Steps/Sec: 1.48
+[2025-05-10 00:16:34] Saved checkpoint to ck_cnn/004-TokenFlow/checkpoints/0016000.pt
+[2025-05-10 00:17:41] (Generator) rec_loss: 0.0390, perceptual_loss: 0.3828, vq_loss: 0.0143, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.4787, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3844, d_vqkd: 133505.8750, d_vqgan: 146257.9375
+[2025-05-10 00:17:41] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3516
+[2025-05-10 00:17:41] (step=0016100) Train Loss: 0.7980, Train Steps/Sec: 1.42
+[2025-05-10 00:18:48] (Generator) rec_loss: 0.0376, perceptual_loss: 0.3574, vq_loss: 0.0131, commit_loss: 0.0033, entropy_loss: 0.0000, codebook_usage: 0.4654, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3648, d_vqkd: 133534.6562, d_vqgan: 146292.0625
+[2025-05-10 00:18:49] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3672
+[2025-05-10 00:18:49] (step=0016200) Train Loss: 0.7839, Train Steps/Sec: 1.48
+[2025-05-10 00:19:56] (Generator) rec_loss: 0.0511, perceptual_loss: 0.3828, vq_loss: 0.0140, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4796, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3503, d_vqkd: 133648.1719, d_vqgan: 146390.9531
+[2025-05-10 00:19:56] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3125, logits_fake: -1.3047
+[2025-05-10 00:19:56] (step=0016300) Train Loss: 0.7825, Train Steps/Sec: 1.48
+[2025-05-10 00:21:03] (Generator) rec_loss: 0.0435, perceptual_loss: 0.3750, vq_loss: 0.0135, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.4695, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3838, d_vqkd: 133957.1562, d_vqgan: 146270.1719
+[2025-05-10 00:21:04] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3594
+[2025-05-10 00:21:04] (step=0016400) Train Loss: 0.7797, Train Steps/Sec: 1.48
+[2025-05-10 00:22:10] (Generator) rec_loss: 0.0380, perceptual_loss: 0.3789, vq_loss: 0.0147, commit_loss: 0.0037, entropy_loss: 0.0000, codebook_usage: 0.4771, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3841, d_vqkd: 133669.8750, d_vqgan: 146328.6875
+[2025-05-10 00:22:11] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3516
+[2025-05-10 00:22:11] (step=0016500) Train Loss: 0.7888, Train Steps/Sec: 1.48
+[2025-05-10 00:23:18] (Generator) rec_loss: 0.0629, perceptual_loss: 0.4180, vq_loss: 0.0139, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4609, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3559, d_vqkd: 133585.2969, d_vqgan: 146582.0625
+[2025-05-10 00:23:18] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3359
+[2025-05-10 00:23:18] (step=0016600) Train Loss: 0.7891, Train Steps/Sec: 1.48
+[2025-05-10 00:24:25] (Generator) rec_loss: 0.0419, perceptual_loss: 0.3887, vq_loss: 0.0134, commit_loss: 0.0033, entropy_loss: 0.0000, codebook_usage: 0.4828, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3988, d_vqkd: 133714.1875, d_vqgan: 146298.6250
+[2025-05-10 00:24:26] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3438
+[2025-05-10 00:24:26] (step=0016700) Train Loss: 0.7797, Train Steps/Sec: 1.48
+[2025-05-10 00:25:33] (Generator) rec_loss: 0.0404, perceptual_loss: 0.3672, vq_loss: 0.0136, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.4791, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3880, d_vqkd: 134121.3125, d_vqgan: 146321.8438
+[2025-05-10 00:25:33] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3828
+[2025-05-10 00:25:33] (step=0016800) Train Loss: 0.7908, Train Steps/Sec: 1.48
+[2025-05-10 00:26:40] (Generator) rec_loss: 0.0465, perceptual_loss: 0.3496, vq_loss: 0.0148, commit_loss: 0.0037, entropy_loss: 0.0000, codebook_usage: 0.4915, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3673, d_vqkd: 133283.6875, d_vqgan: 146390.2812
+[2025-05-10 00:26:41] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3203, logits_fake: -1.3047
+[2025-05-10 00:26:41] (step=0016900) Train Loss: 0.7936, Train Steps/Sec: 1.48
+[2025-05-10 00:27:48] (Generator) rec_loss: 0.0424, perceptual_loss: 0.3477, vq_loss: 0.0138, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.4444, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3384, d_vqkd: 133370.7188, d_vqgan: 146213.6406
+[2025-05-10 00:27:48] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3359
+[2025-05-10 00:27:48] (step=0017000) Train Loss: 0.7842, Train Steps/Sec: 1.48
+[2025-05-10 00:28:55] (Generator) rec_loss: 0.0340, perceptual_loss: 0.3242, vq_loss: 0.0127, commit_loss: 0.0032, entropy_loss: 0.0000, codebook_usage: 0.4795, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3357, d_vqkd: 133811.2812, d_vqgan: 146162.0938
+[2025-05-10 00:28:55] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3125
+[2025-05-10 00:28:55] (step=0017100) Train Loss: 0.7696, Train Steps/Sec: 1.48
+[2025-05-10 00:30:02] (Generator) rec_loss: 0.0470, perceptual_loss: 0.3594, vq_loss: 0.0137, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.4852, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3666, d_vqkd: 134233.7812, d_vqgan: 146256.5469
+[2025-05-10 00:30:03] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3438
+[2025-05-10 00:30:03] (step=0017200) Train Loss: 0.7759, Train Steps/Sec: 1.48
+[2025-05-10 00:31:10] (Generator) rec_loss: 0.0235, perceptual_loss: 0.3320, vq_loss: 0.0149, commit_loss: 0.0037, entropy_loss: 0.0000, codebook_usage: 0.4838, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3953, d_vqkd: 133546.5938, d_vqgan: 146449.3906
+[2025-05-10 00:31:10] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3359
+[2025-05-10 00:31:10] (step=0017300) Train Loss: 0.7837, Train Steps/Sec: 1.49
+[2025-05-10 00:32:17] (Generator) rec_loss: 0.0432, perceptual_loss: 0.3828, vq_loss: 0.0136, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.4831, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.4079, d_vqkd: 133236.4844, d_vqgan: 146404.9375
+[2025-05-10 00:32:17] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3438
+[2025-05-10 00:32:17] (step=0017400) Train Loss: 0.7858, Train Steps/Sec: 1.48
+[2025-05-10 00:33:24] (Generator) rec_loss: 0.0318, perceptual_loss: 0.3281, vq_loss: 0.0145, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.4781, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3254, d_vqkd: 133589.4844, d_vqgan: 146458.4375
+[2025-05-10 00:33:25] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3203, logits_fake: -1.3281
+[2025-05-10 00:33:25] (step=0017500) Train Loss: 0.7838, Train Steps/Sec: 1.48
+[2025-05-10 00:34:32] (Generator) rec_loss: 0.0414, perceptual_loss: 0.3008, vq_loss: 0.0152, commit_loss: 0.0038, entropy_loss: 0.0000, codebook_usage: 0.4939, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3168, d_vqkd: 133724.5469, d_vqgan: 146649.8594
+[2025-05-10 00:34:32] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3203, logits_fake: -1.3438
+[2025-05-10 00:34:32] (step=0017600) Train Loss: 0.7696, Train Steps/Sec: 1.48
+[2025-05-10 00:35:39] (Generator) rec_loss: 0.0481, perceptual_loss: 0.4004, vq_loss: 0.0139, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4614, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3888, d_vqkd: 133467.8438, d_vqgan: 146573.3438
+[2025-05-10 00:35:40] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3359
+[2025-05-10 00:35:40] (step=0017700) Train Loss: 0.7682, Train Steps/Sec: 1.48
+[2025-05-10 00:36:47] (Generator) rec_loss: 0.0313, perceptual_loss: 0.3438, vq_loss: 0.0120, commit_loss: 0.0030, entropy_loss: 0.0000, codebook_usage: 0.4685, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3866, d_vqkd: 132847.4688, d_vqgan: 146273.7344
+[2025-05-10 00:36:47] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3750
+[2025-05-10 00:36:47] (step=0017800) Train Loss: 0.7838, Train Steps/Sec: 1.48
+[2025-05-10 00:37:54] (Generator) rec_loss: 0.0572, perceptual_loss: 0.3848, vq_loss: 0.0136, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.4687, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3792, d_vqkd: 133534.3125, d_vqgan: 146687.2969
+[2025-05-10 00:37:55] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3516
+[2025-05-10 00:37:55] (step=0017900) Train Loss: 0.7688, Train Steps/Sec: 1.48
+[2025-05-10 00:39:02] (Generator) rec_loss: 0.0318, perceptual_loss: 0.3105, vq_loss: 0.0159, commit_loss: 0.0040, entropy_loss: 0.0000, codebook_usage: 0.5084, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3568, d_vqkd: 133904.3750, d_vqgan: 146469.5000
+[2025-05-10 00:39:02] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3594
+[2025-05-10 00:39:02] (step=0018000) Train Loss: 0.7759, Train Steps/Sec: 1.48
+[2025-05-10 00:40:09] (Generator) rec_loss: 0.0301, perceptual_loss: 0.3066, vq_loss: 0.0133, commit_loss: 0.0033, entropy_loss: 0.0000, codebook_usage: 0.4606, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3357, d_vqkd: 133743.2188, d_vqgan: 146236.6875
+[2025-05-10 00:40:09] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3281
+[2025-05-10 00:40:09] (step=0018100) Train Loss: 0.7642, Train Steps/Sec: 1.48
+[2025-05-10 00:41:16] (Generator) rec_loss: 0.0214, perceptual_loss: 0.3438, vq_loss: 0.0134, commit_loss: 0.0033, entropy_loss: 0.0000, codebook_usage: 0.4539, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3195, d_vqkd: 133472.4531, d_vqgan: 146282.9219
+[2025-05-10 00:41:17] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3203, logits_fake: -1.3125
+[2025-05-10 00:41:17] (step=0018200) Train Loss: 0.7675, Train Steps/Sec: 1.49
+[2025-05-10 00:42:24] (Generator) rec_loss: 0.0282, perceptual_loss: 0.3457, vq_loss: 0.0135, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.4919, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3448, d_vqkd: 133347.2656, d_vqgan: 146557.1562
+[2025-05-10 00:42:24] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3203
+[2025-05-10 00:42:24] (step=0018300) Train Loss: 0.7699, Train Steps/Sec: 1.48
+[2025-05-10 00:43:31] (Generator) rec_loss: 0.0499, perceptual_loss: 0.3711, vq_loss: 0.0141, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4582, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3775, d_vqkd: 133675.2031, d_vqgan: 146343.8750
+[2025-05-10 00:43:32] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3359
+[2025-05-10 00:43:32] (step=0018400) Train Loss: 0.7695, Train Steps/Sec: 1.48
+[2025-05-10 00:44:38] (Generator) rec_loss: 0.0299, perceptual_loss: 0.3184, vq_loss: 0.0143, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.4649, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3700, d_vqkd: 133162.5000, d_vqgan: 146433.6562
+[2025-05-10 00:44:39] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3516
+[2025-05-10 00:44:39] (step=0018500) Train Loss: 0.7639, Train Steps/Sec: 1.48
+[2025-05-10 00:45:46] (Generator) rec_loss: 0.0533, perceptual_loss: 0.3359, vq_loss: 0.0136, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.4691, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3710, d_vqkd: 133506.4219, d_vqgan: 146380.7344
+[2025-05-10 00:45:46] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3750
+[2025-05-10 00:45:46] (step=0018600) Train Loss: 0.7668, Train Steps/Sec: 1.48
+[2025-05-10 00:46:53] (Generator) rec_loss: 0.0161, perceptual_loss: 0.2988, vq_loss: 0.0141, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4794, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3158, d_vqkd: 133285.8750, d_vqgan: 146396.8438
+[2025-05-10 00:46:54] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3672
+[2025-05-10 00:46:54] (step=0018700) Train Loss: 0.7685, Train Steps/Sec: 1.49
+[2025-05-10 00:48:01] (Generator) rec_loss: 0.0319, perceptual_loss: 0.3496, vq_loss: 0.0135, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.4673, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3588, d_vqkd: 133288.5000, d_vqgan: 146426.6406
+[2025-05-10 00:48:01] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3438, logits_fake: -1.3281
+[2025-05-10 00:48:01] (step=0018800) Train Loss: 0.7714, Train Steps/Sec: 1.48
+[2025-05-10 00:49:08] (Generator) rec_loss: 0.0554, perceptual_loss: 0.3418, vq_loss: 0.0136, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.4643, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3364, d_vqkd: 134004.3125, d_vqgan: 146405.6875
+[2025-05-10 00:49:08] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3594
+[2025-05-10 00:49:08] (step=0018900) Train Loss: 0.7591, Train Steps/Sec: 1.49
+[2025-05-10 00:50:15] (Generator) rec_loss: 0.0257, perceptual_loss: 0.3242, vq_loss: 0.0144, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.4767, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3278, d_vqkd: 133127.2812, d_vqgan: 146450.9844
+[2025-05-10 00:50:16] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3438
+[2025-05-10 00:50:16] (step=0019000) Train Loss: 0.7603, Train Steps/Sec: 1.48
+[2025-05-10 00:51:23] (Generator) rec_loss: 0.0323, perceptual_loss: 0.2969, vq_loss: 0.0159, commit_loss: 0.0040, entropy_loss: 0.0000, codebook_usage: 0.4862, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3293, d_vqkd: 133155.5625, d_vqgan: 146647.5781
+[2025-05-10 00:51:23] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3750
+[2025-05-10 00:51:23] (step=0019100) Train Loss: 0.7647, Train Steps/Sec: 1.48
+[2025-05-10 00:52:30] (Generator) rec_loss: 0.0280, perceptual_loss: 0.3516, vq_loss: 0.0139, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4643, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3516, d_vqkd: 133314.8750, d_vqgan: 146568.1719
+[2025-05-10 00:52:31] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3359, logits_fake: -1.3438
+[2025-05-10 00:52:31] (step=0019200) Train Loss: 0.7659, Train Steps/Sec: 1.49
+[2025-05-10 00:53:37] (Generator) rec_loss: 0.0370, perceptual_loss: 0.3438, vq_loss: 0.0132, commit_loss: 0.0033, entropy_loss: 0.0000, codebook_usage: 0.4767, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3684, d_vqkd: 133237.2344, d_vqgan: 146444.5000
+[2025-05-10 00:53:38] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3281
+[2025-05-10 00:53:38] (step=0019300) Train Loss: 0.7589, Train Steps/Sec: 1.48
+[2025-05-10 00:54:45] (Generator) rec_loss: 0.0457, perceptual_loss: 0.3555, vq_loss: 0.0118, commit_loss: 0.0030, entropy_loss: 0.0000, codebook_usage: 0.4559, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3735, d_vqkd: 132264.1406, d_vqgan: 146275.7500
+[2025-05-10 00:54:46] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3594, logits_fake: -1.3438
+[2025-05-10 00:54:46] (step=0019400) Train Loss: 0.7563, Train Steps/Sec: 1.48
+[2025-05-10 00:55:52] (Generator) rec_loss: 0.0807, perceptual_loss: 0.3750, vq_loss: 0.0132, commit_loss: 0.0033, entropy_loss: 0.0000, codebook_usage: 0.4577, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3825, d_vqkd: 133565.4844, d_vqgan: 146496.3125
+[2025-05-10 00:55:53] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3203
+[2025-05-10 00:55:53] (step=0019500) Train Loss: 0.7595, Train Steps/Sec: 1.48
+[2025-05-10 00:57:00] (Generator) rec_loss: 0.0313, perceptual_loss: 0.3340, vq_loss: 0.0137, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.4790, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3308, d_vqkd: 133891.0000, d_vqgan: 146233.2500
+[2025-05-10 00:57:00] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3125, logits_fake: -1.3203
+[2025-05-10 00:57:00] (step=0019600) Train Loss: 0.7458, Train Steps/Sec: 1.48
+[2025-05-10 00:58:07] (Generator) rec_loss: 0.0300, perceptual_loss: 0.3496, vq_loss: 0.0139, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4692, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3889, d_vqkd: 133451.9688, d_vqgan: 146522.2812
+[2025-05-10 00:58:08] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3672, logits_fake: -1.3594
+[2025-05-10 00:58:08] (step=0019700) Train Loss: 0.7598, Train Steps/Sec: 1.49
+[2025-05-10 00:59:15] (Generator) rec_loss: 0.0524, perceptual_loss: 0.3379, vq_loss: 0.0155, commit_loss: 0.0039, entropy_loss: 0.0000, codebook_usage: 0.4745, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3636, d_vqkd: 133580.9531, d_vqgan: 146640.2656
+[2025-05-10 00:59:15] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3281, logits_fake: -1.3359
+[2025-05-10 00:59:15] (step=0019800) Train Loss: 0.7460, Train Steps/Sec: 1.48
+[2025-05-10 01:00:22] (Generator) rec_loss: 0.0328, perceptual_loss: 0.2988, vq_loss: 0.0145, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.4899, generator_adv_loss: 0.0000, disc_adaptive_weight: 1.0000, disc_weight: 0.0000, vqkd_loss: 0.3264, d_vqkd: 133568.4375, d_vqgan: 146606.3906
+[2025-05-10 01:00:22] (Discriminator) discriminator_adv_loss: 0.0000, disc_weight: 0.0000, logits_real: -1.3516, logits_fake: -1.3438
+[2025-05-10 01:00:22] (step=0019900) Train Loss: 0.7627, Train Steps/Sec: 1.48
+[2025-05-10 01:01:29] (Generator) rec_loss: 0.0334, perceptual_loss: 0.3574, vq_loss: 0.0133, commit_loss: 0.0033, entropy_loss: 0.0000, codebook_usage: 0.4905, generator_adv_loss: 0.6641, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.4073, d_vqkd: 133034.1875, d_vqgan: 146497.7812
+[2025-05-10 01:01:30] (Discriminator) discriminator_adv_loss: 0.6602, disc_weight: 0.5000, logits_real: -1.3281, logits_fake: -1.3281
+[2025-05-10 01:01:30] (step=0020000) Train Loss: 0.7695, Train Steps/Sec: 1.48
+[2025-05-10 01:02:37] (Generator) rec_loss: 0.0713, perceptual_loss: 0.3535, vq_loss: 0.0143, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.4512, generator_adv_loss: -0.0251, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3521, d_vqkd: 133453.5312, d_vqgan: 146418.2188
+[2025-05-10 01:02:37] (Discriminator) discriminator_adv_loss: 0.4883, disc_weight: 0.5000, logits_real: 0.1011, logits_fake: 0.0503
+[2025-05-10 01:02:37] (step=0020100) Train Loss: 1.3405, Train Steps/Sec: 1.48
+[2025-05-10 01:03:44] (Generator) rec_loss: 0.0525, perceptual_loss: 0.4180, vq_loss: 0.0153, commit_loss: 0.0038, entropy_loss: 0.0000, codebook_usage: 0.4858, generator_adv_loss: 0.1924, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.4025, d_vqkd: 132948.3750, d_vqgan: 146589.2969
+[2025-05-10 01:03:45] (Discriminator) discriminator_adv_loss: 0.4844, disc_weight: 0.5000, logits_real: -0.3164, logits_fake: -0.3848
+[2025-05-10 01:03:45] (step=0020200) Train Loss: 1.3550, Train Steps/Sec: 1.48
+[2025-05-10 01:04:52] (Generator) rec_loss: 0.0546, perceptual_loss: 0.4102, vq_loss: 0.0143, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.4922, generator_adv_loss: -0.1533, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.4057, d_vqkd: 133579.1562, d_vqgan: 146477.7344
+[2025-05-10 01:04:52] (Discriminator) discriminator_adv_loss: 0.4961, disc_weight: 0.5000, logits_real: 0.3301, logits_fake: 0.3066
+[2025-05-10 01:04:52] (step=0020300) Train Loss: 1.3610, Train Steps/Sec: 1.48
+[2025-05-10 01:05:59] (Generator) rec_loss: 0.0625, perceptual_loss: 0.3613, vq_loss: 0.0147, commit_loss: 0.0037, entropy_loss: 0.0000, codebook_usage: 0.5192, generator_adv_loss: -0.0481, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3658, d_vqkd: 133834.8438, d_vqgan: 146658.8438
+[2025-05-10 01:05:59] (Discriminator) discriminator_adv_loss: 0.5078, disc_weight: 0.5000, logits_real: 0.0723, logits_fake: 0.0962
+[2025-05-10 01:05:59] (step=0020400) Train Loss: 1.3456, Train Steps/Sec: 1.48
+[2025-05-10 01:07:06] (Generator) rec_loss: 0.0509, perceptual_loss: 0.3613, vq_loss: 0.0148, commit_loss: 0.0037, entropy_loss: 0.0000, codebook_usage: 0.4962, generator_adv_loss: -0.1631, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3630, d_vqkd: 133522.6406, d_vqgan: 146517.8750
+[2025-05-10 01:07:07] (Discriminator) discriminator_adv_loss: 0.4980, disc_weight: 0.5000, logits_real: 0.3652, logits_fake: 0.3262
+[2025-05-10 01:07:07] (step=0020500) Train Loss: 1.3391, Train Steps/Sec: 1.48
+[2025-05-10 01:08:14] (Generator) rec_loss: 0.0536, perceptual_loss: 0.3398, vq_loss: 0.0136, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.4779, generator_adv_loss: 0.2461, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3772, d_vqkd: 133380.2344, d_vqgan: 146442.4219
+[2025-05-10 01:08:14] (Discriminator) discriminator_adv_loss: 0.5078, disc_weight: 0.5000, logits_real: -0.5000, logits_fake: -0.4922
+[2025-05-10 01:08:14] (step=0020600) Train Loss: 1.3638, Train Steps/Sec: 1.48
+[2025-05-10 01:09:21] (Generator) rec_loss: 0.1000, perceptual_loss: 0.3906, vq_loss: 0.0137, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.5121, generator_adv_loss: 0.0033, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3766, d_vqkd: 133464.6562, d_vqgan: 146603.7031
+[2025-05-10 01:09:22] (Discriminator) discriminator_adv_loss: 0.5000, disc_weight: 0.5000, logits_real: -0.0135, logits_fake: -0.0067
+[2025-05-10 01:09:22] (step=0020700) Train Loss: 1.3386, Train Steps/Sec: 1.48
+[2025-05-10 01:10:29] (Generator) rec_loss: 0.0783, perceptual_loss: 0.3965, vq_loss: 0.0156, commit_loss: 0.0039, entropy_loss: 0.0000, codebook_usage: 0.4588, generator_adv_loss: -0.0505, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3905, d_vqkd: 133494.2031, d_vqgan: 146894.3750
+[2025-05-10 01:10:29] (Discriminator) discriminator_adv_loss: 0.4980, disc_weight: 0.5000, logits_real: 0.1206, logits_fake: 0.1011
+[2025-05-10 01:10:29] (step=0020800) Train Loss: 1.3234, Train Steps/Sec: 1.48
+[2025-05-10 01:11:36] (Generator) rec_loss: 0.0403, perceptual_loss: 0.3809, vq_loss: 0.0158, commit_loss: 0.0039, entropy_loss: 0.0000, codebook_usage: 0.4724, generator_adv_loss: -0.1338, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3976, d_vqkd: 132680.6875, d_vqgan: 146765.8594
+[2025-05-10 01:11:36] (Discriminator) discriminator_adv_loss: 0.5000, disc_weight: 0.5000, logits_real: 0.2812, logits_fake: 0.2676
+[2025-05-10 01:11:36] (step=0020900) Train Loss: 1.3512, Train Steps/Sec: 1.48
+[2025-05-10 01:12:43] (Generator) rec_loss: 0.0456, perceptual_loss: 0.3359, vq_loss: 0.0154, commit_loss: 0.0039, entropy_loss: 0.0000, codebook_usage: 0.4834, generator_adv_loss: 0.2354, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3352, d_vqkd: 133576.5625, d_vqgan: 146541.4844
+[2025-05-10 01:12:44] (Discriminator) discriminator_adv_loss: 0.5117, disc_weight: 0.5000, logits_real: -0.4922, logits_fake: -0.4707
+[2025-05-10 01:12:44] (step=0021000) Train Loss: 1.3330, Train Steps/Sec: 1.48
+[2025-05-10 01:13:51] (Generator) rec_loss: 0.0525, perceptual_loss: 0.3652, vq_loss: 0.0145, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.4441, generator_adv_loss: -0.0835, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3834, d_vqkd: 132714.4531, d_vqgan: 146627.7969
+[2025-05-10 01:13:51] (Discriminator) discriminator_adv_loss: 0.5000, disc_weight: 0.5000, logits_real: 0.1562, logits_fake: 0.1670
+[2025-05-10 01:13:51] (step=0021100) Train Loss: 1.3841, Train Steps/Sec: 1.49
+[2025-05-10 01:14:58] (Generator) rec_loss: 0.0553, perceptual_loss: 0.3633, vq_loss: 0.0154, commit_loss: 0.0039, entropy_loss: 0.0000, codebook_usage: 0.5134, generator_adv_loss: 0.0008, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3740, d_vqkd: 134760.8281, d_vqgan: 146601.4062
+[2025-05-10 01:14:59] (Discriminator) discriminator_adv_loss: 0.4922, disc_weight: 0.5000, logits_real: 0.0277, logits_fake: -0.0016
+[2025-05-10 01:14:59] (step=0021200) Train Loss: 1.3373, Train Steps/Sec: 1.48
+[2025-05-10 01:16:06] (Generator) rec_loss: 0.0510, perceptual_loss: 0.4238, vq_loss: 0.0152, commit_loss: 0.0038, entropy_loss: 0.0000, codebook_usage: 0.4750, generator_adv_loss: 0.0265, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3819, d_vqkd: 133418.9219, d_vqgan: 146701.7812
+[2025-05-10 01:16:06] (Discriminator) discriminator_adv_loss: 0.4844, disc_weight: 0.5000, logits_real: 0.0060, logits_fake: -0.0530
+[2025-05-10 01:16:06] (step=0021300) Train Loss: 1.3292, Train Steps/Sec: 1.48
+[2025-05-10 01:17:13] (Generator) rec_loss: 0.0713, perceptual_loss: 0.4062, vq_loss: 0.0143, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.4823, generator_adv_loss: 0.1406, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3840, d_vqkd: 133218.3750, d_vqgan: 146461.6406
+[2025-05-10 01:17:13] (Discriminator) discriminator_adv_loss: 0.4941, disc_weight: 0.5000, logits_real: -0.2598, logits_fake: -0.2812
+[2025-05-10 01:17:13] (step=0021400) Train Loss: 1.3766, Train Steps/Sec: 1.48
+[2025-05-10 01:18:20] (Generator) rec_loss: 0.0554, perceptual_loss: 0.3789, vq_loss: 0.0155, commit_loss: 0.0039, entropy_loss: 0.0000, codebook_usage: 0.5094, generator_adv_loss: 0.0569, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3510, d_vqkd: 133308.5625, d_vqgan: 146691.7344
+[2025-05-10 01:18:21] (Discriminator) discriminator_adv_loss: 0.4961, disc_weight: 0.5000, logits_real: -0.0903, logits_fake: -0.1138
+[2025-05-10 01:18:21] (step=0021500) Train Loss: 1.3828, Train Steps/Sec: 1.49
+[2025-05-10 01:19:28] (Generator) rec_loss: 0.0688, perceptual_loss: 0.3965, vq_loss: 0.0158, commit_loss: 0.0039, entropy_loss: 0.0000, codebook_usage: 0.4789, generator_adv_loss: -0.2148, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.4007, d_vqkd: 133675.1562, d_vqgan: 146564.8438
+[2025-05-10 01:19:28] (Discriminator) discriminator_adv_loss: 0.4922, disc_weight: 0.5000, logits_real: 0.4746, logits_fake: 0.4297
+[2025-05-10 01:19:28] (step=0021600) Train Loss: 1.3630, Train Steps/Sec: 1.48
+[2025-05-10 01:20:35] (Generator) rec_loss: 0.0712, perceptual_loss: 0.3477, vq_loss: 0.0134, commit_loss: 0.0033, entropy_loss: 0.0000, codebook_usage: 0.4703, generator_adv_loss: 0.0884, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3812, d_vqkd: 132608.0625, d_vqgan: 146532.3125
+[2025-05-10 01:20:35] (Discriminator) discriminator_adv_loss: 0.5000, disc_weight: 0.5000, logits_real: -0.1777, logits_fake: -0.1768
+[2025-05-10 01:20:35] (step=0021700) Train Loss: 1.3235, Train Steps/Sec: 1.48
+[2025-05-10 01:21:42] (Generator) rec_loss: 0.0393, perceptual_loss: 0.3457, vq_loss: 0.0148, commit_loss: 0.0037, entropy_loss: 0.0000, codebook_usage: 0.4809, generator_adv_loss: 0.2285, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3637, d_vqkd: 132671.2344, d_vqgan: 146482.3594
+[2025-05-10 01:21:43] (Discriminator) discriminator_adv_loss: 0.4922, disc_weight: 0.5000, logits_real: -0.4297, logits_fake: -0.4570
+[2025-05-10 01:21:43] (step=0021800) Train Loss: 1.3313, Train Steps/Sec: 1.48
+[2025-05-10 01:22:50] (Generator) rec_loss: 0.0509, perceptual_loss: 0.3340, vq_loss: 0.0148, commit_loss: 0.0037, entropy_loss: 0.0000, codebook_usage: 0.4784, generator_adv_loss: 0.1787, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3036, d_vqkd: 133315.6875, d_vqgan: 146443.3438
+[2025-05-10 01:22:50] (Discriminator) discriminator_adv_loss: 0.5078, disc_weight: 0.5000, logits_real: -0.3848, logits_fake: -0.3574
+[2025-05-10 01:22:50] (step=0021900) Train Loss: 1.3562, Train Steps/Sec: 1.48
+[2025-05-10 01:23:57] (Generator) rec_loss: 0.0524, perceptual_loss: 0.3809, vq_loss: 0.0140, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4354, generator_adv_loss: 0.1465, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3239, d_vqkd: 132701.6875, d_vqgan: 146487.5781
+[2025-05-10 01:23:58] (Discriminator) discriminator_adv_loss: 0.5078, disc_weight: 0.5000, logits_real: -0.3320, logits_fake: -0.2930
+[2025-05-10 01:23:58] (step=0022000) Train Loss: 1.3680, Train Steps/Sec: 1.48
+[2025-05-10 01:25:05] (Generator) rec_loss: 0.0552, perceptual_loss: 0.3477, vq_loss: 0.0154, commit_loss: 0.0039, entropy_loss: 0.0000, codebook_usage: 0.4835, generator_adv_loss: -0.0957, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3806, d_vqkd: 133017.1875, d_vqgan: 146822.8125
+[2025-05-10 01:25:05] (Discriminator) discriminator_adv_loss: 0.5039, disc_weight: 0.5000, logits_real: 0.1787, logits_fake: 0.1914
+[2025-05-10 01:25:05] (step=0022100) Train Loss: 1.3699, Train Steps/Sec: 1.48
+[2025-05-10 01:26:12] (Generator) rec_loss: 0.0607, perceptual_loss: 0.3574, vq_loss: 0.0138, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4894, generator_adv_loss: -0.2090, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3647, d_vqkd: 132802.3906, d_vqgan: 146619.1875
+[2025-05-10 01:26:13] (Discriminator) discriminator_adv_loss: 0.5156, disc_weight: 0.5000, logits_real: 0.3770, logits_fake: 0.4180
+[2025-05-10 01:26:13] (step=0022200) Train Loss: 1.3020, Train Steps/Sec: 1.48
+[2025-05-10 01:27:20] (Generator) rec_loss: 0.0451, perceptual_loss: 0.3828, vq_loss: 0.0128, commit_loss: 0.0032, entropy_loss: 0.0000, codebook_usage: 0.4549, generator_adv_loss: -0.2520, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3938, d_vqkd: 132304.4375, d_vqgan: 146292.2344
+[2025-05-10 01:27:20] (Discriminator) discriminator_adv_loss: 0.4961, disc_weight: 0.5000, logits_real: 0.5195, logits_fake: 0.5039
+[2025-05-10 01:27:20] (step=0022300) Train Loss: 1.3252, Train Steps/Sec: 1.48
+[2025-05-10 01:28:27] (Generator) rec_loss: 0.0528, perceptual_loss: 0.3457, vq_loss: 0.0135, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.5047, generator_adv_loss: 0.0054, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3753, d_vqkd: 131706.8906, d_vqgan: 146516.3281
+[2025-05-10 01:28:28] (Discriminator) discriminator_adv_loss: 0.4902, disc_weight: 0.5000, logits_real: 0.0277, logits_fake: -0.0108
+[2025-05-10 01:28:28] (step=0022400) Train Loss: 1.3133, Train Steps/Sec: 1.48
+[2025-05-10 01:29:34] (Generator) rec_loss: 0.0684, perceptual_loss: 0.3848, vq_loss: 0.0155, commit_loss: 0.0039, entropy_loss: 0.0000, codebook_usage: 0.5269, generator_adv_loss: 0.1035, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3598, d_vqkd: 133016.0000, d_vqgan: 146354.2344
+[2025-05-10 01:29:35] (Discriminator) discriminator_adv_loss: 0.4941, disc_weight: 0.5000, logits_real: -0.1787, logits_fake: -0.2070
+[2025-05-10 01:29:35] (step=0022500) Train Loss: 1.3538, Train Steps/Sec: 1.48
+[2025-05-10 01:30:42] (Generator) rec_loss: 0.0672, perceptual_loss: 0.4102, vq_loss: 0.0127, commit_loss: 0.0032, entropy_loss: 0.0000, codebook_usage: 0.4425, generator_adv_loss: -0.3066, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.4003, d_vqkd: 133290.5469, d_vqgan: 146395.2344
+[2025-05-10 01:30:43] (Discriminator) discriminator_adv_loss: 0.5117, disc_weight: 0.5000, logits_real: 0.5781, logits_fake: 0.6133
+[2025-05-10 01:30:43] (step=0022600) Train Loss: 1.3248, Train Steps/Sec: 1.48
+[2025-05-10 01:31:49] (Generator) rec_loss: 0.0497, perceptual_loss: 0.3594, vq_loss: 0.0157, commit_loss: 0.0039, entropy_loss: 0.0000, codebook_usage: 0.4883, generator_adv_loss: -0.0781, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3879, d_vqkd: 132691.9531, d_vqgan: 146709.7812
+[2025-05-10 01:31:50] (Discriminator) discriminator_adv_loss: 0.5000, disc_weight: 0.5000, logits_real: 0.1553, logits_fake: 0.1562
+[2025-05-10 01:31:50] (step=0022700) Train Loss: 1.3270, Train Steps/Sec: 1.49
+[2025-05-10 01:32:57] (Generator) rec_loss: 0.0452, perceptual_loss: 0.3320, vq_loss: 0.0166, commit_loss: 0.0041, entropy_loss: 0.0000, codebook_usage: 0.4963, generator_adv_loss: 0.0417, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.2828, d_vqkd: 133942.7188, d_vqgan: 146569.4688
+[2025-05-10 01:32:57] (Discriminator) discriminator_adv_loss: 0.5000, disc_weight: 0.5000, logits_real: -0.0820, logits_fake: -0.0835
+[2025-05-10 01:32:57] (step=0022800) Train Loss: 1.3029, Train Steps/Sec: 1.48
+[2025-05-10 01:34:04] (Generator) rec_loss: 0.0671, perceptual_loss: 0.3887, vq_loss: 0.0145, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.4711, generator_adv_loss: 0.1226, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.4061, d_vqkd: 132858.2500, d_vqgan: 146730.8750
+[2025-05-10 01:34:05] (Discriminator) discriminator_adv_loss: 0.5039, disc_weight: 0.5000, logits_real: -0.2598, logits_fake: -0.2451
+[2025-05-10 01:34:05] (step=0022900) Train Loss: 1.3340, Train Steps/Sec: 1.48
+[2025-05-10 01:35:12] (Generator) rec_loss: 0.0730, perceptual_loss: 0.3828, vq_loss: 0.0129, commit_loss: 0.0032, entropy_loss: 0.0000, codebook_usage: 0.4611, generator_adv_loss: 0.0942, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3681, d_vqkd: 132541.2031, d_vqgan: 146528.8125
+[2025-05-10 01:35:12] (Discriminator) discriminator_adv_loss: 0.5039, disc_weight: 0.5000, logits_real: -0.2031, logits_fake: -0.1885
+[2025-05-10 01:35:12] (step=0023000) Train Loss: 1.3207, Train Steps/Sec: 1.48
+[2025-05-10 01:36:19] (Generator) rec_loss: 0.0617, perceptual_loss: 0.3691, vq_loss: 0.0131, commit_loss: 0.0033, entropy_loss: 0.0000, codebook_usage: 0.4490, generator_adv_loss: 0.0408, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3561, d_vqkd: 132439.6719, d_vqgan: 146474.1875
+[2025-05-10 01:36:20] (Discriminator) discriminator_adv_loss: 0.5039, disc_weight: 0.5000, logits_real: -0.1006, logits_fake: -0.0815
+[2025-05-10 01:36:20] (step=0023100) Train Loss: 1.3142, Train Steps/Sec: 1.48
+[2025-05-10 01:37:27] (Generator) rec_loss: 0.0616, perceptual_loss: 0.3418, vq_loss: 0.0149, commit_loss: 0.0037, entropy_loss: 0.0000, codebook_usage: 0.4798, generator_adv_loss: 0.1260, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3516, d_vqkd: 132510.9375, d_vqgan: 146243.7344
+[2025-05-10 01:37:27] (Discriminator) discriminator_adv_loss: 0.4961, disc_weight: 0.5000, logits_real: -0.2373, logits_fake: -0.2520
+[2025-05-10 01:37:27] (step=0023200) Train Loss: 1.3022, Train Steps/Sec: 1.48
+[2025-05-10 01:38:34] (Generator) rec_loss: 0.0468, perceptual_loss: 0.3633, vq_loss: 0.0143, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.4570, generator_adv_loss: -0.1021, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3821, d_vqkd: 133066.1094, d_vqgan: 146625.1719
+[2025-05-10 01:38:34] (Discriminator) discriminator_adv_loss: 0.4961, disc_weight: 0.5000, logits_real: 0.2246, logits_fake: 0.2041
+[2025-05-10 01:38:34] (step=0023300) Train Loss: 1.3115, Train Steps/Sec: 1.48
+[2025-05-10 01:39:09] Beginning epoch 1...
+[2025-05-10 01:39:42] (Generator) rec_loss: 0.0675, perceptual_loss: 0.3867, vq_loss: 0.0155, commit_loss: 0.0039, entropy_loss: 0.0000, codebook_usage: 0.4984, generator_adv_loss: 0.0171, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3706, d_vqkd: 133058.5156, d_vqgan: 146861.8594
+[2025-05-10 01:39:42] (Discriminator) discriminator_adv_loss: 0.4961, disc_weight: 0.5000, logits_real: -0.0173, logits_fake: -0.0342
+[2025-05-10 01:39:42] (step=0023400) Train Loss: 1.3131, Train Steps/Sec: 1.47
+[2025-05-10 01:40:49] (Generator) rec_loss: 0.0689, perceptual_loss: 0.3945, vq_loss: 0.0129, commit_loss: 0.0032, entropy_loss: 0.0000, codebook_usage: 0.4893, generator_adv_loss: -0.0057, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.4239, d_vqkd: 132587.9062, d_vqgan: 146500.5000
+[2025-05-10 01:40:50] (Discriminator) discriminator_adv_loss: 0.5039, disc_weight: 0.5000, logits_real: 0.0079, logits_fake: 0.0114
+[2025-05-10 01:40:50] (step=0023500) Train Loss: 1.3238, Train Steps/Sec: 1.48
+[2025-05-10 01:41:57] (Generator) rec_loss: 0.0448, perceptual_loss: 0.3340, vq_loss: 0.0167, commit_loss: 0.0042, entropy_loss: 0.0000, codebook_usage: 0.5161, generator_adv_loss: -0.1196, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3493, d_vqkd: 133277.7812, d_vqgan: 146879.6562
+[2025-05-10 01:41:57] (Discriminator) discriminator_adv_loss: 0.5039, disc_weight: 0.5000, logits_real: 0.2227, logits_fake: 0.2393
+[2025-05-10 01:41:57] (step=0023600) Train Loss: 1.3564, Train Steps/Sec: 1.49
+[2025-05-10 01:43:04] (Generator) rec_loss: 0.0662, perceptual_loss: 0.3984, vq_loss: 0.0149, commit_loss: 0.0037, entropy_loss: 0.0000, codebook_usage: 0.4892, generator_adv_loss: -0.0981, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3335, d_vqkd: 132968.1719, d_vqgan: 146801.6875
+[2025-05-10 01:43:04] (Discriminator) discriminator_adv_loss: 0.4922, disc_weight: 0.5000, logits_real: 0.2285, logits_fake: 0.1963
+[2025-05-10 01:43:04] (step=0023700) Train Loss: 1.3463, Train Steps/Sec: 1.48
+[2025-05-10 01:44:11] (Generator) rec_loss: 0.0742, perceptual_loss: 0.3730, vq_loss: 0.0154, commit_loss: 0.0039, entropy_loss: 0.0000, codebook_usage: 0.4878, generator_adv_loss: 0.0947, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3625, d_vqkd: 132536.2500, d_vqgan: 146820.6250
+[2025-05-10 01:44:12] (Discriminator) discriminator_adv_loss: 0.4961, disc_weight: 0.5000, logits_real: -0.1602, logits_fake: -0.1895
+[2025-05-10 01:44:12] (step=0023800) Train Loss: 1.2879, Train Steps/Sec: 1.48
+[2025-05-10 01:45:19] (Generator) rec_loss: 0.0587, perceptual_loss: 0.3398, vq_loss: 0.0146, commit_loss: 0.0037, entropy_loss: 0.0000, codebook_usage: 0.4833, generator_adv_loss: -0.0186, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3642, d_vqkd: 132335.7031, d_vqgan: 146465.8125
+[2025-05-10 01:45:19] (Discriminator) discriminator_adv_loss: 0.4902, disc_weight: 0.5000, logits_real: 0.0786, logits_fake: 0.0371
+[2025-05-10 01:45:19] (step=0023900) Train Loss: 1.2740, Train Steps/Sec: 1.48
+[2025-05-10 01:46:26] (Generator) rec_loss: 0.0556, perceptual_loss: 0.3516, vq_loss: 0.0140, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4752, generator_adv_loss: -0.1128, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3644, d_vqkd: 133000.7969, d_vqgan: 146623.7500
+[2025-05-10 01:46:27] (Discriminator) discriminator_adv_loss: 0.4961, disc_weight: 0.5000, logits_real: 0.2490, logits_fake: 0.2256
+[2025-05-10 01:46:27] (step=0024000) Train Loss: 1.3390, Train Steps/Sec: 1.48
+[2025-05-10 01:46:30] Saved checkpoint to ck_cnn/004-TokenFlow/checkpoints/0024000.pt
+[2025-05-10 01:47:37] (Generator) rec_loss: 0.0458, perceptual_loss: 0.2988, vq_loss: 0.0149, commit_loss: 0.0037, entropy_loss: 0.0000, codebook_usage: 0.4657, generator_adv_loss: -0.2207, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3321, d_vqkd: 133083.7969, d_vqgan: 146808.6094
+[2025-05-10 01:47:38] (Discriminator) discriminator_adv_loss: 0.5039, disc_weight: 0.5000, logits_real: 0.4375, logits_fake: 0.4414
+[2025-05-10 01:47:38] (step=0024100) Train Loss: 1.2652, Train Steps/Sec: 1.41
+[2025-05-10 01:48:45] (Generator) rec_loss: 0.0823, perceptual_loss: 0.3789, vq_loss: 0.0140, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4751, generator_adv_loss: -0.2197, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.4047, d_vqkd: 133261.9375, d_vqgan: 146618.5938
+[2025-05-10 01:48:45] (Discriminator) discriminator_adv_loss: 0.4883, disc_weight: 0.5000, logits_real: 0.4863, logits_fake: 0.4395
+[2025-05-10 01:48:45] (step=0024200) Train Loss: 1.3097, Train Steps/Sec: 1.49
+[2025-05-10 01:49:52] (Generator) rec_loss: 0.0475, perceptual_loss: 0.3594, vq_loss: 0.0139, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4709, generator_adv_loss: -0.1094, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.4009, d_vqkd: 132746.4062, d_vqgan: 146518.0469
+[2025-05-10 01:49:53] (Discriminator) discriminator_adv_loss: 0.5078, disc_weight: 0.5000, logits_real: 0.1797, logits_fake: 0.2188
+[2025-05-10 01:49:53] (step=0024300) Train Loss: 1.3034, Train Steps/Sec: 1.48
+[2025-05-10 01:50:59] (Generator) rec_loss: 0.0642, perceptual_loss: 0.3281, vq_loss: 0.0133, commit_loss: 0.0033, entropy_loss: 0.0000, codebook_usage: 0.4647, generator_adv_loss: 0.1338, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3234, d_vqkd: 131784.0469, d_vqgan: 146646.1406
+[2025-05-10 01:51:00] (Discriminator) discriminator_adv_loss: 0.4902, disc_weight: 0.5000, logits_real: -0.2266, logits_fake: -0.2676
+[2025-05-10 01:51:00] (step=0024400) Train Loss: 1.3012, Train Steps/Sec: 1.48
+[2025-05-10 01:52:07] (Generator) rec_loss: 0.0575, perceptual_loss: 0.3340, vq_loss: 0.0143, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.4857, generator_adv_loss: 0.0198, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3471, d_vqkd: 133033.2969, d_vqgan: 146152.7031
+[2025-05-10 01:52:07] (Discriminator) discriminator_adv_loss: 0.5078, disc_weight: 0.5000, logits_real: -0.0752, logits_fake: -0.0396
+[2025-05-10 01:52:07] (step=0024500) Train Loss: 1.3075, Train Steps/Sec: 1.48
+[2025-05-10 01:53:14] (Generator) rec_loss: 0.0714, perceptual_loss: 0.4004, vq_loss: 0.0138, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.4518, generator_adv_loss: 0.0248, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3788, d_vqkd: 131781.3594, d_vqgan: 146579.3125
+[2025-05-10 01:53:15] (Discriminator) discriminator_adv_loss: 0.5039, disc_weight: 0.5000, logits_real: -0.0732, logits_fake: -0.0496
+[2025-05-10 01:53:15] (step=0024600) Train Loss: 1.3058, Train Steps/Sec: 1.48
+[2025-05-10 01:54:22] (Generator) rec_loss: 0.0541, perceptual_loss: 0.3574, vq_loss: 0.0133, commit_loss: 0.0033, entropy_loss: 0.0000, codebook_usage: 0.4904, generator_adv_loss: -0.0153, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3662, d_vqkd: 132406.5625, d_vqgan: 146468.3281
+[2025-05-10 01:54:22] (Discriminator) discriminator_adv_loss: 0.5039, disc_weight: 0.5000, logits_real: 0.0187, logits_fake: 0.0306
+[2025-05-10 01:54:22] (step=0024700) Train Loss: 1.2623, Train Steps/Sec: 1.48
+[2025-05-10 01:55:29] (Generator) rec_loss: 0.0539, perceptual_loss: 0.3398, vq_loss: 0.0132, commit_loss: 0.0033, entropy_loss: 0.0000, codebook_usage: 0.4489, generator_adv_loss: -0.0028, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3698, d_vqkd: 132289.1250, d_vqgan: 146603.7812
+[2025-05-10 01:55:30] (Discriminator) discriminator_adv_loss: 0.5000, disc_weight: 0.5000, logits_real: -0.0002, logits_fake: 0.0056
+[2025-05-10 01:55:30] (step=0024800) Train Loss: 1.3267, Train Steps/Sec: 1.48
+[2025-05-10 01:56:37] (Generator) rec_loss: 0.0884, perceptual_loss: 0.3594, vq_loss: 0.0137, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.4677, generator_adv_loss: 0.0123, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3855, d_vqkd: 132175.6719, d_vqgan: 146559.7031
+[2025-05-10 01:56:37] (Discriminator) discriminator_adv_loss: 0.5078, disc_weight: 0.5000, logits_real: -0.0608, logits_fake: -0.0247
+[2025-05-10 01:56:37] (step=0024900) Train Loss: 1.2974, Train Steps/Sec: 1.48
+[2025-05-10 01:57:44] (Generator) rec_loss: 0.0680, perceptual_loss: 0.3652, vq_loss: 0.0142, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.4785, generator_adv_loss: -0.0454, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3570, d_vqkd: 131768.8594, d_vqgan: 146658.9375
+[2025-05-10 01:57:44] (Discriminator) discriminator_adv_loss: 0.5117, disc_weight: 0.5000, logits_real: 0.0474, logits_fake: 0.0908
+[2025-05-10 01:57:44] (step=0025000) Train Loss: 1.3053, Train Steps/Sec: 1.48
+[2025-05-10 01:58:51] (Generator) rec_loss: 0.0541, perceptual_loss: 0.3418, vq_loss: 0.0145, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.4783, generator_adv_loss: 0.0815, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3473, d_vqkd: 132013.6094, d_vqgan: 146763.3438
+[2025-05-10 01:58:52] (Discriminator) discriminator_adv_loss: 0.5000, disc_weight: 0.5000, logits_real: -0.1602, logits_fake: -0.1631
+[2025-05-10 01:58:52] (step=0025100) Train Loss: 1.3102, Train Steps/Sec: 1.48
+[2025-05-10 01:59:59] (Generator) rec_loss: 0.0730, perceptual_loss: 0.3535, vq_loss: 0.0135, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.4745, generator_adv_loss: -0.0231, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3604, d_vqkd: 132469.1094, d_vqgan: 146643.2656
+[2025-05-10 01:59:59] (Discriminator) discriminator_adv_loss: 0.5078, disc_weight: 0.5000, logits_real: 0.0143, logits_fake: 0.0461
+[2025-05-10 01:59:59] (step=0025200) Train Loss: 1.2749, Train Steps/Sec: 1.48
+[2025-05-10 02:01:06] (Generator) rec_loss: 0.0715, perceptual_loss: 0.3633, vq_loss: 0.0154, commit_loss: 0.0039, entropy_loss: 0.0000, codebook_usage: 0.4842, generator_adv_loss: -0.0300, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3662, d_vqkd: 133494.4375, d_vqgan: 146760.7812
+[2025-05-10 02:01:07] (Discriminator) discriminator_adv_loss: 0.5078, disc_weight: 0.5000, logits_real: 0.0344, logits_fake: 0.0601
+[2025-05-10 02:01:07] (step=0025300) Train Loss: 1.3094, Train Steps/Sec: 1.48
+[2025-05-10 02:02:13] (Generator) rec_loss: 0.0498, perceptual_loss: 0.3633, vq_loss: 0.0138, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.4880, generator_adv_loss: -0.2061, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3892, d_vqkd: 132182.6875, d_vqgan: 146845.5312
+[2025-05-10 02:02:14] (Discriminator) discriminator_adv_loss: 0.5078, disc_weight: 0.5000, logits_real: 0.3828, logits_fake: 0.4121
+[2025-05-10 02:02:14] (step=0025400) Train Loss: 1.3200, Train Steps/Sec: 1.49
+[2025-05-10 02:03:21] (Generator) rec_loss: 0.0525, perceptual_loss: 0.3711, vq_loss: 0.0153, commit_loss: 0.0038, entropy_loss: 0.0000, codebook_usage: 0.4795, generator_adv_loss: -0.1943, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3426, d_vqkd: 132069.4688, d_vqgan: 146900.9844
+[2025-05-10 02:03:21] (Discriminator) discriminator_adv_loss: 0.5039, disc_weight: 0.5000, logits_real: 0.3984, logits_fake: 0.3887
+[2025-05-10 02:03:21] (step=0025500) Train Loss: 1.3299, Train Steps/Sec: 1.49
+[2025-05-10 02:04:28] (Generator) rec_loss: 0.0677, perceptual_loss: 0.3867, vq_loss: 0.0171, commit_loss: 0.0043, entropy_loss: 0.0000, codebook_usage: 0.4901, generator_adv_loss: 0.1914, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3620, d_vqkd: 132516.0781, d_vqgan: 147130.1562
+[2025-05-10 02:04:28] (Discriminator) discriminator_adv_loss: 0.5039, disc_weight: 0.5000, logits_real: -0.3828, logits_fake: -0.3828
+[2025-05-10 02:04:28] (step=0025600) Train Loss: 1.3150, Train Steps/Sec: 1.48
+[2025-05-10 02:05:36] (Generator) rec_loss: 0.0421, perceptual_loss: 0.3496, vq_loss: 0.0136, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.4835, generator_adv_loss: -0.0496, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3639, d_vqkd: 131979.9219, d_vqgan: 146767.9219
+[2025-05-10 02:05:36] (Discriminator) discriminator_adv_loss: 0.5078, disc_weight: 0.5000, logits_real: 0.0767, logits_fake: 0.0991
+[2025-05-10 02:05:36] (step=0025700) Train Loss: 1.2519, Train Steps/Sec: 1.48
+[2025-05-10 02:06:43] (Generator) rec_loss: 0.0593, perceptual_loss: 0.3828, vq_loss: 0.0141, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4659, generator_adv_loss: -0.1318, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3563, d_vqkd: 131630.7188, d_vqgan: 146707.7344
+[2025-05-10 02:06:43] (Discriminator) discriminator_adv_loss: 0.4980, disc_weight: 0.5000, logits_real: 0.2734, logits_fake: 0.2637
+[2025-05-10 02:06:43] (step=0025800) Train Loss: 1.3212, Train Steps/Sec: 1.48
+[2025-05-10 02:07:50] (Generator) rec_loss: 0.0428, perceptual_loss: 0.3340, vq_loss: 0.0126, commit_loss: 0.0031, entropy_loss: 0.0000, codebook_usage: 0.4913, generator_adv_loss: 0.0320, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3452, d_vqkd: 131801.4531, d_vqgan: 146737.3438
+[2025-05-10 02:07:51] (Discriminator) discriminator_adv_loss: 0.5000, disc_weight: 0.5000, logits_real: -0.0728, logits_fake: -0.0640
+[2025-05-10 02:07:51] (step=0025900) Train Loss: 1.2588, Train Steps/Sec: 1.48
+[2025-05-10 02:08:58] (Generator) rec_loss: 0.0642, perceptual_loss: 0.3809, vq_loss: 0.0142, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4865, generator_adv_loss: -0.1406, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3313, d_vqkd: 131951.5312, d_vqgan: 146595.5625
+[2025-05-10 02:08:58] (Discriminator) discriminator_adv_loss: 0.5078, disc_weight: 0.5000, logits_real: 0.2598, logits_fake: 0.2812
+[2025-05-10 02:08:58] (step=0026000) Train Loss: 1.2991, Train Steps/Sec: 1.48
+[2025-05-10 02:10:05] (Generator) rec_loss: 0.0405, perceptual_loss: 0.3398, vq_loss: 0.0142, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4837, generator_adv_loss: -0.0732, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3457, d_vqkd: 132010.7031, d_vqgan: 146691.6719
+[2025-05-10 02:10:06] (Discriminator) discriminator_adv_loss: 0.5000, disc_weight: 0.5000, logits_real: 0.1514, logits_fake: 0.1465
+[2025-05-10 02:10:06] (step=0026100) Train Loss: 1.2750, Train Steps/Sec: 1.48
+[2025-05-10 02:11:12] (Generator) rec_loss: 0.0506, perceptual_loss: 0.3809, vq_loss: 0.0140, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4842, generator_adv_loss: 0.1084, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3448, d_vqkd: 132123.7969, d_vqgan: 146747.3906
+[2025-05-10 02:11:13] (Discriminator) discriminator_adv_loss: 0.5039, disc_weight: 0.5000, logits_real: -0.2266, logits_fake: -0.2168
+[2025-05-10 02:11:13] (step=0026200) Train Loss: 1.3155, Train Steps/Sec: 1.48
+[2025-05-10 02:12:20] (Generator) rec_loss: 0.0522, perceptual_loss: 0.3516, vq_loss: 0.0140, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4993, generator_adv_loss: 0.1157, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3487, d_vqkd: 132704.6875, d_vqgan: 146553.5625
+[2025-05-10 02:12:20] (Discriminator) discriminator_adv_loss: 0.5000, disc_weight: 0.5000, logits_real: -0.2295, logits_fake: -0.2314
+[2025-05-10 02:12:20] (step=0026300) Train Loss: 1.2503, Train Steps/Sec: 1.48
+[2025-05-10 02:13:27] (Generator) rec_loss: 0.0420, perceptual_loss: 0.3281, vq_loss: 0.0145, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.4846, generator_adv_loss: -0.0029, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3374, d_vqkd: 132666.7656, d_vqgan: 146829.1875
+[2025-05-10 02:13:28] (Discriminator) discriminator_adv_loss: 0.5078, disc_weight: 0.5000, logits_real: -0.0240, logits_fake: 0.0059
+[2025-05-10 02:13:28] (step=0026400) Train Loss: 1.2777, Train Steps/Sec: 1.48
+[2025-05-10 02:14:35] (Generator) rec_loss: 0.0799, perceptual_loss: 0.3965, vq_loss: 0.0145, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.4807, generator_adv_loss: -0.0417, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3857, d_vqkd: 131993.2344, d_vqgan: 146855.9688
+[2025-05-10 02:14:35] (Discriminator) discriminator_adv_loss: 0.4961, disc_weight: 0.5000, logits_real: 0.1064, logits_fake: 0.0835
+[2025-05-10 02:14:35] (step=0026500) Train Loss: 1.2862, Train Steps/Sec: 1.48
+[2025-05-10 02:15:42] (Generator) rec_loss: 0.0440, perceptual_loss: 0.3633, vq_loss: 0.0141, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4874, generator_adv_loss: 0.0198, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3260, d_vqkd: 131960.6875, d_vqgan: 146734.6094
+[2025-05-10 02:15:43] (Discriminator) discriminator_adv_loss: 0.4980, disc_weight: 0.5000, logits_real: -0.0337, logits_fake: -0.0396
+[2025-05-10 02:15:43] (step=0026600) Train Loss: 1.3116, Train Steps/Sec: 1.49
+[2025-05-10 02:16:49] (Generator) rec_loss: 0.0530, perceptual_loss: 0.3906, vq_loss: 0.0142, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.4862, generator_adv_loss: 0.1738, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3692, d_vqkd: 132398.3125, d_vqgan: 146652.3281
+[2025-05-10 02:16:50] (Discriminator) discriminator_adv_loss: 0.4961, disc_weight: 0.5000, logits_real: -0.3359, logits_fake: -0.3477
+[2025-05-10 02:16:50] (step=0026700) Train Loss: 1.2798, Train Steps/Sec: 1.48
+[2025-05-10 02:17:57] (Generator) rec_loss: 0.0459, perceptual_loss: 0.3672, vq_loss: 0.0146, commit_loss: 0.0037, entropy_loss: 0.0000, codebook_usage: 0.5108, generator_adv_loss: 0.1025, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3934, d_vqkd: 132673.1562, d_vqgan: 146727.0938
+[2025-05-10 02:17:57] (Discriminator) discriminator_adv_loss: 0.5000, disc_weight: 0.5000, logits_real: -0.2031, logits_fake: -0.2051
+[2025-05-10 02:17:57] (step=0026800) Train Loss: 1.2996, Train Steps/Sec: 1.49
+[2025-05-10 02:19:04] (Generator) rec_loss: 0.0480, perceptual_loss: 0.3965, vq_loss: 0.0116, commit_loss: 0.0029, entropy_loss: 0.0000, codebook_usage: 0.4887, generator_adv_loss: -0.1177, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3855, d_vqkd: 131010.1562, d_vqgan: 146680.2969
+[2025-05-10 02:19:05] (Discriminator) discriminator_adv_loss: 0.5000, disc_weight: 0.5000, logits_real: 0.2305, logits_fake: 0.2354
+[2025-05-10 02:19:05] (step=0026900) Train Loss: 1.2844, Train Steps/Sec: 1.48
+[2025-05-10 02:20:12] (Generator) rec_loss: 0.0525, perceptual_loss: 0.3652, vq_loss: 0.0133, commit_loss: 0.0033, entropy_loss: 0.0000, codebook_usage: 0.4708, generator_adv_loss: 0.0410, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3797, d_vqkd: 131879.8750, d_vqgan: 146545.7188
+[2025-05-10 02:20:12] (Discriminator) discriminator_adv_loss: 0.5000, disc_weight: 0.5000, logits_real: -0.0796, logits_fake: -0.0820
+[2025-05-10 02:20:12] (step=0027000) Train Loss: 1.3146, Train Steps/Sec: 1.48
+[2025-05-10 02:21:19] (Generator) rec_loss: 0.0648, perceptual_loss: 0.3633, vq_loss: 0.0126, commit_loss: 0.0031, entropy_loss: 0.0000, codebook_usage: 0.4922, generator_adv_loss: 0.1504, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3616, d_vqkd: 130469.5078, d_vqgan: 146657.2812
+[2025-05-10 02:21:19] (Discriminator) discriminator_adv_loss: 0.5000, disc_weight: 0.5000, logits_real: -0.3027, logits_fake: -0.3008
+[2025-05-10 02:21:19] (step=0027100) Train Loss: 1.2796, Train Steps/Sec: 1.48
+[2025-05-10 02:22:26] (Generator) rec_loss: 0.0545, perceptual_loss: 0.3535, vq_loss: 0.0143, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.4972, generator_adv_loss: 0.1592, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3760, d_vqkd: 132030.0156, d_vqgan: 146741.8281
+[2025-05-10 02:22:27] (Discriminator) discriminator_adv_loss: 0.4961, disc_weight: 0.5000, logits_real: -0.3008, logits_fake: -0.3184
+[2025-05-10 02:22:27] (step=0027200) Train Loss: 1.2350, Train Steps/Sec: 1.48
+[2025-05-10 02:23:34] (Generator) rec_loss: 0.0579, perceptual_loss: 0.3301, vq_loss: 0.0140, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4760, generator_adv_loss: -0.3008, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3272, d_vqkd: 131150.2656, d_vqgan: 146725.8906
+[2025-05-10 02:23:34] (Discriminator) discriminator_adv_loss: 0.5039, disc_weight: 0.5000, logits_real: 0.5898, logits_fake: 0.6016
+[2025-05-10 02:23:34] (step=0027300) Train Loss: 1.3208, Train Steps/Sec: 1.48
+[2025-05-10 02:24:41] (Generator) rec_loss: 0.0495, perceptual_loss: 0.3340, vq_loss: 0.0140, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4881, generator_adv_loss: 0.1040, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3558, d_vqkd: 131716.8750, d_vqgan: 146868.3125
+[2025-05-10 02:24:42] (Discriminator) discriminator_adv_loss: 0.4961, disc_weight: 0.5000, logits_real: -0.1904, logits_fake: -0.2080
+[2025-05-10 02:24:42] (step=0027400) Train Loss: 1.2969, Train Steps/Sec: 1.48
+[2025-05-10 02:25:49] (Generator) rec_loss: 0.0733, perceptual_loss: 0.3848, vq_loss: 0.0138, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.4804, generator_adv_loss: -0.1089, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3650, d_vqkd: 130872.1875, d_vqgan: 146578.6406
+[2025-05-10 02:25:49] (Discriminator) discriminator_adv_loss: 0.5039, disc_weight: 0.5000, logits_real: 0.2031, logits_fake: 0.2178
+[2025-05-10 02:25:49] (step=0027500) Train Loss: 1.2527, Train Steps/Sec: 1.49
+[2025-05-10 02:26:56] (Generator) rec_loss: 0.0498, perceptual_loss: 0.3223, vq_loss: 0.0143, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.5005, generator_adv_loss: 0.0947, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3031, d_vqkd: 131376.9062, d_vqgan: 146737.7969
+[2025-05-10 02:26:56] (Discriminator) discriminator_adv_loss: 0.5000, disc_weight: 0.5000, logits_real: -0.1982, logits_fake: -0.1895
+[2025-05-10 02:26:56] (step=0027600) Train Loss: 1.2996, Train Steps/Sec: 1.49
+[2025-05-10 02:28:03] (Generator) rec_loss: 0.0715, perceptual_loss: 0.3672, vq_loss: 0.0119, commit_loss: 0.0030, entropy_loss: 0.0000, codebook_usage: 0.4785, generator_adv_loss: -0.0020, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3477, d_vqkd: 130746.2109, d_vqgan: 146524.4531
+[2025-05-10 02:28:04] (Discriminator) discriminator_adv_loss: 0.4961, disc_weight: 0.5000, logits_real: 0.0277, logits_fake: 0.0040
+[2025-05-10 02:28:04] (step=0027700) Train Loss: 1.2580, Train Steps/Sec: 1.49
+[2025-05-10 02:29:11] (Generator) rec_loss: 0.0602, perceptual_loss: 0.3594, vq_loss: 0.0140, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4756, generator_adv_loss: -0.0967, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3301, d_vqkd: 131922.5312, d_vqgan: 146753.9062
+[2025-05-10 02:29:11] (Discriminator) discriminator_adv_loss: 0.4922, disc_weight: 0.5000, logits_real: 0.2256, logits_fake: 0.1934
+[2025-05-10 02:29:11] (step=0027800) Train Loss: 1.2431, Train Steps/Sec: 1.48
+[2025-05-10 02:30:18] (Generator) rec_loss: 0.0434, perceptual_loss: 0.2793, vq_loss: 0.0140, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4991, generator_adv_loss: 0.0505, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3053, d_vqkd: 131449.0469, d_vqgan: 146710.4375
+[2025-05-10 02:30:19] (Discriminator) discriminator_adv_loss: 0.5039, disc_weight: 0.5000, logits_real: -0.1069, logits_fake: -0.1011
+[2025-05-10 02:30:19] (step=0027900) Train Loss: 1.2912, Train Steps/Sec: 1.48
+[2025-05-10 02:31:25] (Generator) rec_loss: 0.0806, perceptual_loss: 0.3828, vq_loss: 0.0124, commit_loss: 0.0031, entropy_loss: 0.0000, codebook_usage: 0.4766, generator_adv_loss: -0.1895, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3521, d_vqkd: 130091.2344, d_vqgan: 146742.1875
+[2025-05-10 02:31:26] (Discriminator) discriminator_adv_loss: 0.4941, disc_weight: 0.5000, logits_real: 0.4082, logits_fake: 0.3789
+[2025-05-10 02:31:26] (step=0028000) Train Loss: 1.2763, Train Steps/Sec: 1.48
+[2025-05-10 02:32:33] (Generator) rec_loss: 0.0364, perceptual_loss: 0.3223, vq_loss: 0.0123, commit_loss: 0.0031, entropy_loss: 0.0000, codebook_usage: 0.5049, generator_adv_loss: 0.2227, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3290, d_vqkd: 131645.3125, d_vqgan: 146548.8750
+[2025-05-10 02:32:33] (Discriminator) discriminator_adv_loss: 0.4980, disc_weight: 0.5000, logits_real: -0.4375, logits_fake: -0.4453
+[2025-05-10 02:32:33] (step=0028100) Train Loss: 1.2940, Train Steps/Sec: 1.48
+[2025-05-10 02:33:40] (Generator) rec_loss: 0.0384, perceptual_loss: 0.3027, vq_loss: 0.0136, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.4811, generator_adv_loss: -0.2002, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3364, d_vqkd: 130853.0000, d_vqgan: 146538.2656
+[2025-05-10 02:33:41] (Discriminator) discriminator_adv_loss: 0.5000, disc_weight: 0.5000, logits_real: 0.4023, logits_fake: 0.4004
+[2025-05-10 02:33:41] (step=0028200) Train Loss: 1.2940, Train Steps/Sec: 1.48
+[2025-05-10 02:34:48] (Generator) rec_loss: 0.0381, perceptual_loss: 0.3242, vq_loss: 0.0147, commit_loss: 0.0037, entropy_loss: 0.0000, codebook_usage: 0.4751, generator_adv_loss: 0.0115, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3329, d_vqkd: 132159.2500, d_vqgan: 146736.9219
+[2025-05-10 02:34:48] (Discriminator) discriminator_adv_loss: 0.4961, disc_weight: 0.5000, logits_real: -0.0098, logits_fake: -0.0229
+[2025-05-10 02:34:48] (step=0028300) Train Loss: 1.2742, Train Steps/Sec: 1.48
+[2025-05-10 02:35:55] (Generator) rec_loss: 0.0478, perceptual_loss: 0.3477, vq_loss: 0.0130, commit_loss: 0.0032, entropy_loss: 0.0000, codebook_usage: 0.4805, generator_adv_loss: -0.1177, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3265, d_vqkd: 130830.4922, d_vqgan: 146668.6562
+[2025-05-10 02:35:56] (Discriminator) discriminator_adv_loss: 0.5078, disc_weight: 0.5000, logits_real: 0.2158, logits_fake: 0.2354
+[2025-05-10 02:35:56] (step=0028400) Train Loss: 1.3117, Train Steps/Sec: 1.48
+[2025-05-10 02:37:03] (Generator) rec_loss: 0.0364, perceptual_loss: 0.3438, vq_loss: 0.0144, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.4839, generator_adv_loss: 0.1270, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3424, d_vqkd: 132095.0625, d_vqgan: 146808.4531
+[2025-05-10 02:37:03] (Discriminator) discriminator_adv_loss: 0.5000, disc_weight: 0.5000, logits_real: -0.2559, logits_fake: -0.2539
+[2025-05-10 02:37:03] (step=0028500) Train Loss: 1.2811, Train Steps/Sec: 1.48
+[2025-05-10 02:38:10] (Generator) rec_loss: 0.0673, perceptual_loss: 0.3379, vq_loss: 0.0137, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.5102, generator_adv_loss: 0.0859, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3439, d_vqkd: 132552.4531, d_vqgan: 146608.8125
+[2025-05-10 02:38:10] (Discriminator) discriminator_adv_loss: 0.5117, disc_weight: 0.5000, logits_real: -0.2158, logits_fake: -0.1719
+[2025-05-10 02:38:10] (step=0028600) Train Loss: 1.2897, Train Steps/Sec: 1.48
+[2025-05-10 02:39:17] (Generator) rec_loss: 0.0436, perceptual_loss: 0.3418, vq_loss: 0.0141, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4889, generator_adv_loss: 0.0175, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3604, d_vqkd: 132678.6094, d_vqgan: 146528.9844
+[2025-05-10 02:39:18] (Discriminator) discriminator_adv_loss: 0.5039, disc_weight: 0.5000, logits_real: -0.0559, logits_fake: -0.0349
+[2025-05-10 02:39:18] (step=0028700) Train Loss: 1.2600, Train Steps/Sec: 1.48
+[2025-05-10 02:40:25] (Generator) rec_loss: 0.0310, perceptual_loss: 0.3008, vq_loss: 0.0112, commit_loss: 0.0028, entropy_loss: 0.0000, codebook_usage: 0.4794, generator_adv_loss: 0.0073, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3020, d_vqkd: 129260.1641, d_vqgan: 146423.1875
+[2025-05-10 02:40:25] (Discriminator) discriminator_adv_loss: 0.5000, disc_weight: 0.5000, logits_real: -0.0243, logits_fake: -0.0145
+[2025-05-10 02:40:25] (step=0028800) Train Loss: 1.3150, Train Steps/Sec: 1.48
+[2025-05-10 02:41:32] (Generator) rec_loss: 0.0402, perceptual_loss: 0.3125, vq_loss: 0.0136, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.4822, generator_adv_loss: 0.1338, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3344, d_vqkd: 131812.2500, d_vqgan: 146674.8438
+[2025-05-10 02:41:33] (Discriminator) discriminator_adv_loss: 0.5000, disc_weight: 0.5000, logits_real: -0.2656, logits_fake: -0.2676
+[2025-05-10 02:41:33] (step=0028900) Train Loss: 1.2647, Train Steps/Sec: 1.48
+[2025-05-10 02:42:40] (Generator) rec_loss: 0.0547, perceptual_loss: 0.3809, vq_loss: 0.0132, commit_loss: 0.0033, entropy_loss: 0.0000, codebook_usage: 0.4916, generator_adv_loss: -0.1162, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3627, d_vqkd: 130897.9375, d_vqgan: 146667.4688
+[2025-05-10 02:42:40] (Discriminator) discriminator_adv_loss: 0.4980, disc_weight: 0.5000, logits_real: 0.2422, logits_fake: 0.2324
+[2025-05-10 02:42:40] (step=0029000) Train Loss: 1.2818, Train Steps/Sec: 1.48
+[2025-05-10 02:43:47] (Generator) rec_loss: 0.0561, perceptual_loss: 0.3496, vq_loss: 0.0132, commit_loss: 0.0033, entropy_loss: 0.0000, codebook_usage: 0.4870, generator_adv_loss: 0.0049, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3476, d_vqkd: 131979.6875, d_vqgan: 146630.9531
+[2025-05-10 02:43:48] (Discriminator) discriminator_adv_loss: 0.4961, disc_weight: 0.5000, logits_real: 0.0039, logits_fake: -0.0098
+[2025-05-10 02:43:48] (step=0029100) Train Loss: 1.2594, Train Steps/Sec: 1.48
+[2025-05-10 02:44:55] (Generator) rec_loss: 0.0575, perceptual_loss: 0.3633, vq_loss: 0.0140, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4942, generator_adv_loss: 0.0894, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3406, d_vqkd: 131716.4531, d_vqgan: 146720.8438
+[2025-05-10 02:44:55] (Discriminator) discriminator_adv_loss: 0.4980, disc_weight: 0.5000, logits_real: -0.1699, logits_fake: -0.1787
+[2025-05-10 02:44:55] (step=0029200) Train Loss: 1.2878, Train Steps/Sec: 1.48
+[2025-05-10 02:46:02] (Generator) rec_loss: 0.0423, perceptual_loss: 0.3281, vq_loss: 0.0132, commit_loss: 0.0033, entropy_loss: 0.0000, codebook_usage: 0.4823, generator_adv_loss: 0.1338, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3637, d_vqkd: 130864.2734, d_vqgan: 146592.8281
+[2025-05-10 02:46:03] (Discriminator) discriminator_adv_loss: 0.5039, disc_weight: 0.5000, logits_real: -0.2812, logits_fake: -0.2676
+[2025-05-10 02:46:03] (step=0029300) Train Loss: 1.2948, Train Steps/Sec: 1.48
+[2025-05-10 02:47:10] (Generator) rec_loss: 0.0595, perceptual_loss: 0.3398, vq_loss: 0.0145, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.4976, generator_adv_loss: 0.0425, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3414, d_vqkd: 132009.7656, d_vqgan: 146848.5625
+[2025-05-10 02:47:10] (Discriminator) discriminator_adv_loss: 0.5000, disc_weight: 0.5000, logits_real: -0.0962, logits_fake: -0.0850
+[2025-05-10 02:47:10] (step=0029400) Train Loss: 1.2747, Train Steps/Sec: 1.48
+[2025-05-10 02:48:17] (Generator) rec_loss: 0.0375, perceptual_loss: 0.3066, vq_loss: 0.0139, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4857, generator_adv_loss: 0.0229, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3302, d_vqkd: 130944.3828, d_vqgan: 146718.3281
+[2025-05-10 02:48:17] (Discriminator) discriminator_adv_loss: 0.4980, disc_weight: 0.5000, logits_real: -0.0391, logits_fake: -0.0459
+[2025-05-10 02:48:17] (step=0029500) Train Loss: 1.2555, Train Steps/Sec: 1.48
+[2025-05-10 02:49:25] (Generator) rec_loss: 0.0390, perceptual_loss: 0.3105, vq_loss: 0.0130, commit_loss: 0.0032, entropy_loss: 0.0000, codebook_usage: 0.4873, generator_adv_loss: 0.1001, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3419, d_vqkd: 130873.2344, d_vqgan: 146568.3906
+[2025-05-10 02:49:25] (Discriminator) discriminator_adv_loss: 0.5000, disc_weight: 0.5000, logits_real: -0.2070, logits_fake: -0.2002
+[2025-05-10 02:49:25] (step=0029600) Train Loss: 1.2850, Train Steps/Sec: 1.48
+[2025-05-10 02:50:32] (Generator) rec_loss: 0.0448, perceptual_loss: 0.3145, vq_loss: 0.0133, commit_loss: 0.0033, entropy_loss: 0.0000, codebook_usage: 0.4774, generator_adv_loss: 0.0591, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3670, d_vqkd: 131280.3906, d_vqgan: 146573.3438
+[2025-05-10 02:50:33] (Discriminator) discriminator_adv_loss: 0.5039, disc_weight: 0.5000, logits_real: -0.1348, logits_fake: -0.1182
+[2025-05-10 02:50:33] (step=0029700) Train Loss: 1.2708, Train Steps/Sec: 1.48
+[2025-05-10 02:51:39] (Generator) rec_loss: 0.0521, perceptual_loss: 0.3320, vq_loss: 0.0140, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4940, generator_adv_loss: 0.1533, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3691, d_vqkd: 131358.3438, d_vqgan: 146877.3281
+[2025-05-10 02:51:40] (Discriminator) discriminator_adv_loss: 0.5078, disc_weight: 0.5000, logits_real: -0.3262, logits_fake: -0.3066
+[2025-05-10 02:51:40] (step=0029800) Train Loss: 1.2921, Train Steps/Sec: 1.48
+[2025-05-10 02:52:47] (Generator) rec_loss: 0.0597, perceptual_loss: 0.3691, vq_loss: 0.0141, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4996, generator_adv_loss: 0.0449, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3803, d_vqkd: 131205.9844, d_vqgan: 146794.9375
+[2025-05-10 02:52:47] (Discriminator) discriminator_adv_loss: 0.5000, disc_weight: 0.5000, logits_real: -0.0835, logits_fake: -0.0898
+[2025-05-10 02:52:47] (step=0029900) Train Loss: 1.2104, Train Steps/Sec: 1.48
+[2025-05-10 02:53:54] (Generator) rec_loss: 0.0552, perceptual_loss: 0.3613, vq_loss: 0.0136, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.4778, generator_adv_loss: -0.1611, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3549, d_vqkd: 130526.4844, d_vqgan: 146898.5156
+[2025-05-10 02:53:55] (Discriminator) discriminator_adv_loss: 0.4980, disc_weight: 0.5000, logits_real: 0.3262, logits_fake: 0.3223
+[2025-05-10 02:53:55] (step=0030000) Train Loss: 1.2910, Train Steps/Sec: 1.48
+[2025-05-10 02:55:02] (Generator) rec_loss: 0.0496, perceptual_loss: 0.3164, vq_loss: 0.0143, commit_loss: 0.0036, entropy_loss: 0.0000, codebook_usage: 0.4904, generator_adv_loss: 0.0579, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3200, d_vqkd: 131742.7031, d_vqgan: 146551.8281
+[2025-05-10 02:55:02] (Discriminator) discriminator_adv_loss: 0.5000, disc_weight: 0.5000, logits_real: -0.1221, logits_fake: -0.1157
+[2025-05-10 02:55:02] (step=0030100) Train Loss: 1.2490, Train Steps/Sec: 1.48
+[2025-05-10 02:56:09] (Generator) rec_loss: 0.0384, perceptual_loss: 0.3301, vq_loss: 0.0138, commit_loss: 0.0035, entropy_loss: 0.0000, codebook_usage: 0.4896, generator_adv_loss: -0.0603, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3364, d_vqkd: 131699.0156, d_vqgan: 146772.2500
+[2025-05-10 02:56:10] (Discriminator) discriminator_adv_loss: 0.4980, disc_weight: 0.5000, logits_real: 0.1260, logits_fake: 0.1206
+[2025-05-10 02:56:10] (step=0030200) Train Loss: 1.2909, Train Steps/Sec: 1.48
+[2025-05-10 02:57:17] (Generator) rec_loss: 0.0432, perceptual_loss: 0.3184, vq_loss: 0.0136, commit_loss: 0.0034, entropy_loss: 0.0000, codebook_usage: 0.4992, generator_adv_loss: 0.0669, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.2968, d_vqkd: 130992.2344, d_vqgan: 146850.5156
+[2025-05-10 02:57:17] (Discriminator) discriminator_adv_loss: 0.4980, disc_weight: 0.5000, logits_real: -0.1279, logits_fake: -0.1338
+[2025-05-10 02:57:17] (step=0030300) Train Loss: 1.2387, Train Steps/Sec: 1.48
+[2025-05-10 02:58:24] (Generator) rec_loss: 0.0448, perceptual_loss: 0.3242, vq_loss: 0.0127, commit_loss: 0.0032, entropy_loss: 0.0000, codebook_usage: 0.4859, generator_adv_loss: -0.0347, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3315, d_vqkd: 130311.8906, d_vqgan: 146733.1250
+[2025-05-10 02:58:25] (Discriminator) discriminator_adv_loss: 0.5000, disc_weight: 0.5000, logits_real: 0.0737, logits_fake: 0.0693
+[2025-05-10 02:58:25] (step=0030400) Train Loss: 1.2582, Train Steps/Sec: 1.48
+[2025-05-10 02:59:32] (Generator) rec_loss: 0.0459, perceptual_loss: 0.3379, vq_loss: 0.0128, commit_loss: 0.0032, entropy_loss: 0.0000, codebook_usage: 0.4802, generator_adv_loss: 0.0723, disc_adaptive_weight: 1.0000, disc_weight: 0.5000, vqkd_loss: 0.3504, d_vqkd: 130655.9219, d_vqgan: 146751.7812
+[2025-05-10 02:59:32] (Discriminator) discriminator_adv_loss: 0.5039, disc_weight: 0.5000, logits_real: -0.1523, logits_fake: -0.1445
+[2025-05-10 02:59:32] (step=0030500) Train Loss: 1.2552, Train Steps/Sec: 1.48