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+ state: + name: video_dataset + args: &id001 !!python/object/new:easydict.EasyDict + state: + root_path: data/metadata + split: train + frame_num: 16 + rand_augment: 'no' + csv_file: ucf101_train.csv + cls_vid_num: -1_-1 + crop_size: 128 + scale: 1.0 + aspect_ratio: 1.0 + rand_flip: 'yes' + use_all_frames: false + pre_load: false + dictitems: + root_path: data/metadata + split: train + frame_num: 16 + rand_augment: 'no' + csv_file: ucf101_train.csv + cls_vid_num: -1_-1 + crop_size: 128 + scale: 1.0 + aspect_ratio: 1.0 + rand_flip: 'yes' + use_all_frames: false + pre_load: false + loader: &id002 !!python/object/new:easydict.EasyDict + state: + batch_size: 64 + num_workers: 32 + dictitems: + batch_size: 64 + num_workers: 32 + dictitems: + name: video_dataset + args: *id001 + loader: *id002 + test_dataset: &id021 !!python/object/new:easydict.EasyDict + state: + name: video_dataset + args: &id003 !!python/object/new:easydict.EasyDict + state: + root_path: data/metadata + frame_num: 16 + cls_vid_num: -1_-1 + crop_size: 128 + use_all_frames: false + pre_load: false + dictitems: + root_path: data/metadata + frame_num: 16 + cls_vid_num: -1_-1 + crop_size: 128 + use_all_frames: false + pre_load: false + csv_paths: &id004 !!python/object/new:easydict.EasyDict + state: + ucf101_val: ucf101_val.csv + dictitems: + ucf101_val: ucf101_val.csv + loader: &id005 !!python/object/new:easydict.EasyDict + state: + batch_size: 64 + num_workers: 32 + dictitems: + batch_size: 64 + num_workers: 32 + dictitems: + name: video_dataset + args: *id003 + csv_paths: *id004 + loader: *id005 + model: &id022 !!python/object/new:easydict.EasyDict + state: + name: dyn_tokenizer + args: &id016 !!python/object/new:easydict.EasyDict + state: + noise_schedule: &id012 !!python/object/new:easydict.EasyDict + state: + name: min_rf_noise_module + args: &id006 !!python/object/new:easydict.EasyDict + state: + clean_data_read_key: clean_data + noised_data_write_key: noisy_input + noise_write_key: flow_noise + timesteps_write_key: timesteps + sigmas_write_key: sigmas + ln: false + stratisfied: false + mode_scale: 0.25 + dictitems: + clean_data_read_key: clean_data + noised_data_write_key: noisy_input + noise_write_key: flow_noise + timesteps_write_key: timesteps + sigmas_write_key: sigmas + ln: false + stratisfied: false + mode_scale: 0.25 + dictitems: + name: min_rf_noise_module + args: *id006 + bottleneck: &id013 !!python/object/new:easydict.EasyDict + state: + name: bottleneck + args: &id009 !!python/object/new:easydict.EasyDict + state: + regularizer: &id008 !!python/object/new:easydict.EasyDict + state: + name: vector_quantize + args: &id007 !!python/object/new:easydict.EasyDict + state: + codebook_dim: 16 + codebook_size: 8192 + ema_update: true + decay: 0.99 + kmeans_init: true + kmeans_iters: 10 + threshold_ema_dead_code: 0.2 + use_cosine_sim: true + commitment_weight: 1.0 + diversity_weight: 0.0 + smart_re_K: 0 + continuous: false + reg: + - 0.1 + - 0.3 + reset_cluster_size: 0.2 + ema_entropy_ratio: 0.8 + vq_start_step: 0 + dictitems: + codebook_dim: 16 + codebook_size: 8192 + ema_update: true + decay: 0.99 + kmeans_init: true + kmeans_iters: 10 + threshold_ema_dead_code: 0.2 + use_cosine_sim: true + commitment_weight: 1.0 + diversity_weight: 0.0 + smart_re_K: 0 + continuous: false + reg: + - 0.1 + - 0.3 + reset_cluster_size: 0.2 + ema_entropy_ratio: 0.8 + vq_start_step: 0 + dictitems: + name: vector_quantize + args: *id007 + dictitems: + regularizer: *id008 + dictitems: + name: bottleneck + args: *id009 + prior_model: &id014 !!python/object/new:easydict.EasyDict + state: + name: none + use_mix_ss: true + mix_ss_max_ratio: 0.5 + mix_ss_peak_steps_ratio: 0.3 + n_rounds: 2 + avg_loss_over_rounds: true + no_grad_before_last_round: false + no_dropout: false + latent_ce_temperature: 1.0 + args: &id010 !!python/object/new:easydict.EasyDict + state: + l2_normalized: true + dictitems: + l2_normalized: true + dictitems: + name: none + use_mix_ss: true + mix_ss_max_ratio: 0.5 + mix_ss_peak_steps_ratio: 0.3 + n_rounds: 2 + avg_loss_over_rounds: true + no_grad_before_last_round: false + no_dropout: false + latent_ce_temperature: 1.0 + args: *id010 + dec_time_embedder: &id015 !!python/object/new:easydict.EasyDict + state: + name: timestep_embedder + args: &id011 !!python/object/new:easydict.EasyDict + state: + timesteps_read_key: timesteps + time_embedding_write_key: dec_temb + dim: 1152 + frequency_embedding_size: 256 + max_timestep: 1000.0 + dictitems: + timesteps_read_key: timesteps + time_embedding_write_key: dec_temb + dim: 1152 + frequency_embedding_size: 256 + max_timestep: 1000.0 + dictitems: + name: timestep_embedder + args: *id011 + transformer_name: transformer_encoder_parallel + encoder_name: none + decoder_name: transformer_AdaLN_decoder_parallel + bottleneck_token_num: 1024 + input_size: 128 + frame_num: 16 + temporal_patch_size: 4 + patch_size: 8 + decoder_temporal_patch_size: 4 + decoder_patch_size: 8 + in_channels: 3 + encoder_hidden_size: 768 + decoder_hidden_size: 1152 + encoder_num_heads: 12 + decoder_num_heads: 18 + encoder_depth: 12 + decoder_depth: 18 + encoder_block_name: block_timm + decoder_block_name: adaLN_block_timm + encoder_mask_mode: full + decoder_mask_mode: full + learned_encoder_patch_pe: false + learned_encoder_latent_query_embed: true + learned_decoder_latent_pe: false + learned_decoder_patch_query_embed: false + use_encoder_patch_token_type_embed: false + use_encoder_latent_query_token_type_embed: false + enable_decoder_query: false + learned_decoder_pe: false + use_decoder_latent_token_type_embed: false + use_decoder_patch_query_token_type_embed: true + encoder_query_gaussian_init: true + latent_pe_scale_factor: 10000 + query_init_std: 0.02 + adaLN_expansion: 2 + final_layer_init: xavier_uniform + enable_vq: true + qk_norm: true + use_rope: true + rope_dim: + - 16 + - 24 + - 24 + final_layer_type: adanorm + dictitems: + noise_schedule: *id012 + bottleneck: *id013 + prior_model: *id014 + dec_time_embedder: *id015 + transformer_name: transformer_encoder_parallel + encoder_name: none + decoder_name: transformer_AdaLN_decoder_parallel + bottleneck_token_num: 1024 + input_size: 128 + frame_num: 16 + temporal_patch_size: 4 + patch_size: 8 + decoder_temporal_patch_size: 4 + decoder_patch_size: 8 + in_channels: 3 + encoder_hidden_size: 768 + decoder_hidden_size: 1152 + encoder_num_heads: 12 + decoder_num_heads: 18 + encoder_depth: 12 + decoder_depth: 18 + encoder_block_name: block_timm + decoder_block_name: adaLN_block_timm + encoder_mask_mode: full + decoder_mask_mode: full + learned_encoder_patch_pe: false + learned_encoder_latent_query_embed: true + learned_decoder_latent_pe: false + learned_decoder_patch_query_embed: false + use_encoder_patch_token_type_embed: false + use_encoder_latent_query_token_type_embed: false + enable_decoder_query: false + learned_decoder_pe: false + use_decoder_latent_token_type_embed: false + use_decoder_patch_query_token_type_embed: true + encoder_query_gaussian_init: true + latent_pe_scale_factor: 10000 + query_init_std: 0.02 + adaLN_expansion: 2 + final_layer_init: xavier_uniform + enable_vq: true + qk_norm: true + use_rope: true + rope_dim: + - 16 + - 24 + - 24 + final_layer_type: adanorm + dictitems: + name: dyn_tokenizer + args: *id016 + loss: &id023 !!python/object/new:easydict.EasyDict + state: + name: fm_disc_loss + args: &id017 !!python/object/new:easydict.EasyDict + state: + disc_type: transformer + disc_start: 999999 + disc_self_start: -1 + perceptual_weight: 0.5 + perceptual_loss: lpips + perceptual_fp16: false + lecam_weight: 0.001 + disc_loss: ns_smooth + disc_weight: 0.0 + r1_gp_weight: 0.0 + d_update_freq: 5 + spectral_norm: false + disc_tran_hidden_size: 512 + disc_tran_n_heads: 8 + disc_tran_n_layers: 12 + disc_tran_temporal_patch_size: 4 + disc_tran_patch_size: 8 + input_spatial_size: 128 + frame_num: 16 + fm_loss_weight: 1.0 + dictitems: + disc_type: transformer + disc_start: 999999 + disc_self_start: -1 + perceptual_weight: 0.5 + perceptual_loss: lpips + perceptual_fp16: false + lecam_weight: 0.001 + disc_loss: ns_smooth + disc_weight: 0.0 + r1_gp_weight: 0.0 + d_update_freq: 5 + spectral_norm: false + disc_tran_hidden_size: 512 + disc_tran_n_heads: 8 + disc_tran_n_layers: 12 + disc_tran_temporal_patch_size: 4 + disc_tran_patch_size: 8 + input_spatial_size: 128 + frame_num: 16 + fm_loss_weight: 1.0 + dictitems: + name: fm_disc_loss + args: *id017 + optimizer: &id024 !!python/object/new:easydict.EasyDict + state: + name: adamw + loss_name: adam + args: &id018 !!python/object/new:easydict.EasyDict + state: + lr: 0.0001 + betas: + - 0.9 + - 0.99 + dictitems: + lr: 0.0001 + betas: + - 0.9 + - 0.99 + loss_args: &id019 !!python/object/new:easydict.EasyDict + state: + lr: 3.0e-05 + betas: + - 0.5 + - 0.9 + dictitems: + lr: 3.0e-05 + betas: + - 0.5 + - 0.9 + lr_type: step + lr_step_pcts: 0.9_0.95 + warmup_epoch: 10 + min_lr_mult: 0.1 + prior_lr_mult: 1.0 + emb_lr_mult: 1.0 + dictitems: + name: adamw + loss_name: adam + args: *id018 + loss_args: *id019 + lr_type: step + lr_step_pcts: 0.9_0.95 + warmup_epoch: 10 + min_lr_mult: 0.1 + prior_lr_mult: 1.0 + emb_lr_mult: 1.0 + max_epoch: 2000 + eval_epoch: 25 + vis_epoch: 25 + latest_interval: 25 + save_epoch: 100000000 + save_best: true + stepwise_logging: false + ema_decay: _ + use_amp: true + amp_dtype: float16 + compile: true + compile_mode: default + flash_attn: false + loss_q_weight: 0.1 + loss_q_warmup: '1.0_1' + loss_kl_weight: 0.0 + kl_decay_epoch: -1 + loss_latent_ce_weight: 0.0 + sqt_start_end_epoch: 0.0_0.0_0 + clip_grad_max_norm: 0.0 + init_checkpoint: '' + timesteps: 25 + verbose: false + guidance_scale: 1.0 + env: &id025 !!python/object/new:easydict.EasyDict + state: + tot_gpus: 8 + cudnn: false + wandb_upload: true + wandb_entity: lingmin + wandb_project: dyn_tokenizer + exp_name: base_vq_dim_16_decay_0_99_lr_step_p_loss_1_0_dec_rope_fixed/b64_btn1024_vector_quantize_rcs8192__ + save_dir: save/tokenizer_ours/tokenizer_e12_d18/base_vq_dim_16_decay_0_99_lr_step_p_loss_1_0_dec_rope_fixed/b64_btn1024_vector_quantize_rcs8192__ + port: '4190' + dictitems: + tot_gpus: 8 + cudnn: false + wandb_upload: true + wandb_entity: lingmin + wandb_project: dyn_tokenizer + exp_name: base_vq_dim_16_decay_0_99_lr_step_p_loss_1_0_dec_rope_fixed/b64_btn1024_vector_quantize_rcs8192__ + save_dir: save/tokenizer_ours/tokenizer_e12_d18/base_vq_dim_16_decay_0_99_lr_step_p_loss_1_0_dec_rope_fixed/b64_btn1024_vector_quantize_rcs8192__ + port: '4190' + comment: '' + manualSeed: 66667 +dictitems: + trainer: our_tokenizer_trainer + train_dataset: *id020 + test_dataset: *id021 + model: *id022 + loss: *id023 + optimizer: *id024 + max_epoch: 2000 + eval_epoch: 25 + vis_epoch: 25 + latest_interval: 25 + save_epoch: 100000000 + save_best: true + stepwise_logging: false + ema_decay: _ + use_amp: true + amp_dtype: float16 + compile: true + compile_mode: default + flash_attn: false + loss_q_weight: 0.1 + loss_q_warmup: '1.0_1' + loss_kl_weight: 0.0 + kl_decay_epoch: -1 + loss_latent_ce_weight: 0.0 + sqt_start_end_epoch: 0.0_0.0_0 + clip_grad_max_norm: 0.0 + init_checkpoint: '' + timesteps: 25 + verbose: false + guidance_scale: 1.0 + env: *id025 + comment: '' + manualSeed: 66667 diff --git a/base_vq_dim_16_decay_0_99_lr_step_p_loss_1_0_dec_rope_fixed/b64_btn1024_vector_quantize_rcs8192__/epoch-last.pth b/base_vq_dim_16_decay_0_99_lr_step_p_loss_1_0_dec_rope_fixed/b64_btn1024_vector_quantize_rcs8192__/epoch-last.pth new file mode 100644 index 0000000000000000000000000000000000000000..c00159acd006577f9adb728e983a3fd9fa1542f6 --- /dev/null +++ b/base_vq_dim_16_decay_0_99_lr_step_p_loss_1_0_dec_rope_fixed/b64_btn1024_vector_quantize_rcs8192__/epoch-last.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3e57d5cfe834ff5ccb82bb310384aab6f8be867e2077c2d17b1e5f3ccb4ce3b7 +size 8223495768 diff --git a/base_vq_dim_16_decay_0_99_lr_step_p_loss_1_0_dec_rope_fixed/b64_btn1024_vector_quantize_rcs8192__/log_2025_09_29_00_01_58.txt b/base_vq_dim_16_decay_0_99_lr_step_p_loss_1_0_dec_rope_fixed/b64_btn1024_vector_quantize_rcs8192__/log_2025_09_29_00_01_58.txt new file mode 100644 index 0000000000000000000000000000000000000000..21d7380861c5ea9ba1b0770b102641571a700007 --- /dev/null +++ b/base_vq_dim_16_decay_0_99_lr_step_p_loss_1_0_dec_rope_fixed/b64_btn1024_vector_quantize_rcs8192__/log_2025_09_29_00_01_58.txt @@ -0,0 +1,4328 @@ +[09-29 00:02:04] Distributed training enabled. +[09-29 00:02:05] Environment setup done. +[09-29 00:02:05] Train dataset: len=9537 +[09-29 00:02:05] Test dataset: ucf101_val, len=3783 +[09-29 00:02:25] DYNTokenizer( + (x_embedder): PatchEmbed3D( + (proj): Conv3d(3, 768, kernel_size=(4, 8, 8), stride=(4, 8, 8)) + (norm): Identity() + ) + (encoder): TransformerEncoderParallel( + (blocks): ModuleList( + (0-11): 12 x AttentionBlock( + (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True) + (attn): Attention( + (qkv): Linear(in_features=768, out_features=2304, bias=False) + (q_norm): LayerNorm((64,), eps=1e-06, elementwise_affine=True) + (k_norm): LayerNorm((64,), eps=1e-06, elementwise_affine=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (norm): Identity() + (proj): Linear(in_features=768, out_features=768, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (ls1): Identity() + (drop_path1): Identity() + (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True) + (mlp): Mlp( + (fc1): Linear(in_features=768, out_features=3072, bias=True) + (act): GELU(approximate='none') + (drop1): Dropout(p=0.0, inplace=False) + (norm): Identity() + (fc2): Linear(in_features=3072, out_features=768, bias=True) + (drop2): Dropout(p=0.0, inplace=False) + ) + (ls2): Identity() + (drop_path2): Identity() + ) + ) + ) + (decoder): TransformerAdaLNDecoderParallel( + (blocks): ModuleList( + (0-17): 18 x DiffusionAttentionBlock( + (norm1): LayerNorm((1152,), eps=1e-06, elementwise_affine=True) + (attn): Attention( + (qkv): Linear(in_features=1152, out_features=3456, bias=False) + (q_norm): LayerNorm((64,), eps=1e-06, elementwise_affine=True) + (k_norm): LayerNorm((64,), eps=1e-06, elementwise_affine=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (norm): Identity() + (proj): Linear(in_features=1152, out_features=1152, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (ls1): Identity() + (drop_path1): Identity() + (norm2): LayerNorm((1152,), eps=1e-06, elementwise_affine=True) + (mlp): Mlp( + (fc1): Linear(in_features=1152, out_features=4608, bias=True) + (act): GELU(approximate='none') + (drop1): Dropout(p=0.0, inplace=False) + (norm): Identity() + (fc2): Linear(in_features=4608, out_features=1152, bias=True) + (drop2): Dropout(p=0.0, inplace=False) + ) + (ls2): Identity() + (drop_path2): Identity() + (adaLN_modulation): Sequential( + (0): SiLU() + (1): Linear(in_features=1152, out_features=13824, bias=True) + ) + ) + ) + (rope): HunyuanVideoRotaryPosEmbed() + ) + (bottleneck): VectorQuantize( + (project_in): Linear(in_features=768, out_features=16, bias=True) + (project_out): Linear(in_features=16, out_features=1152, bias=True) + (_codebook): CosineSimCodebook() + ) + (final_layer): AdaLNOutputLayer( + (norm_final): AdaLayerNormContinuous( + (silu): SiLU() + (linear): Linear(in_features=1152, out_features=2304, bias=True) + (norm): LayerNorm((1152,), eps=1e-06, elementwise_affine=False) + ) + (linear): Linear(in_features=1152, out_features=768, bias=True) + ) + (flow_matching_noise_module): MinRFNoiseModule() + (dec_time_embedder): TimestepEmbedder( + (mlp): Sequential( + (0): Linear(in_features=256, out_features=1152, bias=True) + (1): SiLU() + (2): Linear(in_features=1152, out_features=1152, bias=True) + ) + ) + (dec_x_embedder): PatchEmbed3D( + (proj): Conv3d(3, 1152, kernel_size=(4, 8, 8), stride=(4, 8, 8)) + (norm): Identity() + ) +) +[09-29 00:02:25] Model: #params=666.3M +[09-29 00:02:25] SLURM_JOB_ID: None +[09-29 00:02:25] SLUMR_ARRAY_JOB_ID: None +[09-29 00:02:25] SLURM_ARRAY_TASK_ID: None +[09-29 00:02:25] wandb_name: base_vq_dim_16_decay_0_99_lr_step_p_loss_1_0_dec_rope_fixed/b64_btn1024_vector_quantize_rcs8192_____ +[09-29 00:02:25] Compiling model with mode: default +[09-29 00:02:41] Discriminator: #params=38.2M +[09-29 00:02:41] compiling loss with mode default +[09-29 00:02:41] Epoch 1 started. +[09-29 00:43:10] Epoch 1 training done. Time: 2428.70s +[09-29 00:43:10] Epoch 1, train: fm_loss=1.1994 perceptual_loss=0.7870 rp_loss=1.5929 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=7.5029 ssim=0.0966 loss_q=0.0003 index_usage_batch=0.0134 perplexity=336.0214 loss_commit=0.0003 loss=1.5930 fps=23.1869, 40.5m (d 0.71) 40.5m/1349.3h +[09-29 00:43:10] Epoch 2 started. +[09-29 00:44:14] Epoch 2 training done. Time: 64.38s +[09-29 00:44:14] Epoch 2, train: fm_loss=0.9102 perceptual_loss=0.7608 rp_loss=1.2906 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=8.8369 ssim=0.1116 loss_q=0.0000 index_usage_batch=0.0176 perplexity=1938.4323 loss_commit=0.0000 loss=1.2906 fps=23.9288, 1.1m (d 0.01) 41.6m/692.5h +[09-29 00:44:14] Epoch 3 started. +[09-29 00:45:08] Epoch 3 training done. Time: 54.16s +[09-29 00:45:08] Epoch 3, train: fm_loss=0.6584 perceptual_loss=0.7413 rp_loss=1.0291 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=10.1423 ssim=0.1214 loss_q=0.0000 index_usage_batch=0.0102 perplexity=3699.8506 loss_commit=0.0000 loss=1.0291 fps=23.2680, 54.2s (d 0.01) 42.5m/471.7h +[09-29 00:45:08] Epoch 4 started. +[09-29 00:45:58] Epoch 4 training done. Time: 50.36s +[09-29 00:45:58] Epoch 4, train: fm_loss=0.5437 perceptual_loss=0.7258 rp_loss=0.9066 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=11.0307 ssim=0.1326 loss_q=0.0000 index_usage_batch=0.0073 perplexity=4725.1006 loss_commit=0.0000 loss=0.9066 fps=23.9719, 50.4s (d 0.01) 43.3m/360.8h +[09-29 00:45:58] Epoch 5 started. +[09-29 00:46:49] Epoch 5 training done. Time: 50.52s +[09-29 00:46:49] Epoch 5, train: fm_loss=0.4648 perceptual_loss=0.7137 rp_loss=0.8216 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=11.6954 ssim=0.1390 loss_q=0.0000 index_usage_batch=0.0065 perplexity=5341.7930 loss_commit=0.0000 loss=0.8216 fps=23.9214, 50.5s (d 0.01) 44.1m/294.2h +[09-29 00:46:49] Epoch 6 started. +[09-29 00:47:39] Epoch 6 training done. Time: 50.39s +[09-29 00:47:39] Epoch 6, train: fm_loss=0.4024 perceptual_loss=0.6970 rp_loss=0.7509 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=12.4915 ssim=0.1517 loss_q=0.0000 index_usage_batch=0.0067 perplexity=5781.1846 loss_commit=0.0000 loss=0.7509 fps=23.9745, 50.4s (d 0.01) 45.0m/249.9h +[09-29 00:47:39] Epoch 7 started. +[09-29 00:48:30] Epoch 7 training done. Time: 50.36s +[09-29 00:48:30] Epoch 7, train: fm_loss=0.3447 perceptual_loss=0.6866 rp_loss=0.6880 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=13.0632 ssim=0.1566 loss_q=0.0000 index_usage_batch=0.0070 perplexity=6150.0093 loss_commit=0.0000 loss=0.6880 fps=23.9735, 50.4s (d 0.01) 45.8m/218.2h +[09-29 00:48:30] Epoch 8 started. +[09-29 00:49:22] Epoch 8 training done. Time: 52.60s +[09-29 00:49:22] Epoch 8, train: fm_loss=0.3083 perceptual_loss=0.6684 rp_loss=0.6425 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=13.9268 ssim=0.1735 loss_q=0.0000 index_usage_batch=0.0077 perplexity=6419.4678 loss_commit=0.0000 loss=0.6425 fps=23.5135, 52.6s (d 0.01) 46.7m/194.5h +[09-29 00:49:22] Epoch 9 started. +[09-29 00:50:14] Epoch 9 training done. Time: 51.72s +[09-29 00:50:14] Epoch 9, train: fm_loss=0.2672 perceptual_loss=0.6546 rp_loss=0.5945 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=14.5548 ssim=0.1841 loss_q=0.0000 index_usage_batch=0.0108 perplexity=6635.8735 loss_commit=0.0000 loss=0.5946 fps=23.7228, 51.7s (d 0.01) 47.6m/176.1h +[09-29 00:50:14] Epoch 10 started. +[09-29 00:51:04] Epoch 10 training done. Time: 50.25s +[09-29 00:51:04] Epoch 10, train: fm_loss=0.2343 perceptual_loss=0.6400 rp_loss=0.5542 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=15.2371 ssim=0.1947 loss_q=0.0001 index_usage_batch=0.0189 perplexity=6816.6768 loss_commit=0.0001 loss=0.5542 fps=24.0348, 50.3s (d 0.01) 48.4m/161.3h +[09-29 00:51:04] Epoch 11 started. +[09-29 00:51:55] Epoch 11 training done. Time: 50.38s +[09-29 00:51:55] Epoch 11, train: fm_loss=0.2024 perceptual_loss=0.6246 rp_loss=0.5147 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=15.8690 ssim=0.2071 loss_q=0.0001 index_usage_batch=0.0284 perplexity=6986.4648 loss_commit=0.0001 loss=0.5147 fps=23.9841, 50.4s (d 0.01) 49.2m/149.2h +[09-29 00:51:55] Epoch 12 started. +[09-29 00:52:45] Epoch 12 training done. Time: 50.37s +[09-29 00:52:45] Epoch 12, train: fm_loss=0.1731 perceptual_loss=0.6077 rp_loss=0.4770 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=16.6234 ssim=0.2224 loss_q=0.0001 index_usage_batch=0.0416 perplexity=7107.5396 loss_commit=0.0001 loss=0.4770 fps=23.9803, 50.4s (d 0.01) 50.1m/139.1h +[09-29 00:52:45] Epoch 13 started. +[09-29 00:53:36] Epoch 13 training done. Time: 51.28s +[09-29 00:53:36] Epoch 13, train: fm_loss=0.1571 perceptual_loss=0.5899 rp_loss=0.4520 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=17.3182 ssim=0.2397 loss_q=0.0001 index_usage_batch=0.0543 perplexity=7218.2876 loss_commit=0.0001 loss=0.4520 fps=23.7981, 51.3s (d 0.01) 50.9m/130.6h +[09-29 00:53:36] Epoch 14 started. +[09-29 00:54:29] Epoch 14 training done. Time: 52.72s +[09-29 00:54:29] Epoch 14, train: fm_loss=0.1416 perceptual_loss=0.5783 rp_loss=0.4308 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=17.7660 ssim=0.2520 loss_q=0.0002 index_usage_batch=0.0580 perplexity=7309.4341 loss_commit=0.0002 loss=0.4308 fps=23.4621, 52.7s (d 0.01) 51.8m/123.3h +[09-29 00:54:29] Epoch 15 started. +[09-29 00:55:20] Epoch 15 training done. Time: 50.89s +[09-29 00:55:20] Epoch 15, train: fm_loss=0.1286 perceptual_loss=0.5664 rp_loss=0.4118 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=18.1803 ssim=0.2627 loss_q=0.0004 index_usage_batch=0.0379 perplexity=7370.7051 loss_commit=0.0004 loss=0.4119 fps=23.8691, 50.9s (d 0.01) 52.7m/117.0h +[09-29 00:55:20] Epoch 16 started. +[09-29 00:56:11] Epoch 16 training done. Time: 50.60s +[09-29 00:56:11] Epoch 16, train: fm_loss=0.1190 perceptual_loss=0.5537 rp_loss=0.3958 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=18.5894 ssim=0.2748 loss_q=0.0002 index_usage_batch=0.0536 perplexity=7421.8550 loss_commit=0.0002 loss=0.3958 fps=23.8666, 50.6s (d 0.01) 53.5m/111.4h +[09-29 00:56:11] Epoch 17 started. +[09-29 00:57:01] Epoch 17 training done. Time: 50.56s +[09-29 00:57:01] Epoch 17, train: fm_loss=0.1142 perceptual_loss=0.5445 rp_loss=0.3865 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=18.8759 ssim=0.2821 loss_q=0.0002 index_usage_batch=0.0646 perplexity=7474.4805 loss_commit=0.0002 loss=0.3865 fps=23.8846, 50.6s (d 0.01) 54.3m/106.5h +[09-29 00:57:01] Epoch 18 started. +[09-29 00:57:52] Epoch 18 training done. Time: 50.94s +[09-29 00:57:52] Epoch 18, train: fm_loss=0.1082 perceptual_loss=0.5341 rp_loss=0.3753 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=19.2215 ssim=0.2945 loss_q=0.0002 index_usage_batch=0.0729 perplexity=7522.0347 loss_commit=0.0002 loss=0.3753 fps=23.8446, 50.9s (d 0.01) 55.2m/102.2h +[09-29 00:57:52] Epoch 19 started. +[09-29 00:58:44] Epoch 19 training done. Time: 52.15s +[09-29 00:58:44] Epoch 19, train: fm_loss=0.1045 perceptual_loss=0.5227 rp_loss=0.3658 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=19.6128 ssim=0.3083 loss_q=0.0002 index_usage_batch=0.0835 perplexity=7562.7646 loss_commit=0.0002 loss=0.3658 fps=23.5913, 52.2s (d 0.01) 56.1m/98.3h +[09-29 00:58:44] Epoch 20 started. +[09-29 00:59:36] Epoch 20 training done. Time: 51.75s +[09-29 00:59:36] Epoch 20, train: fm_loss=0.1011 perceptual_loss=0.5145 rp_loss=0.3583 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=19.8371 ssim=0.3157 loss_q=0.0001 index_usage_batch=0.0944 perplexity=7599.1982 loss_commit=0.0001 loss=0.3583 fps=23.6967, 51.8s (d 0.01) 56.9m/94.9h +[09-29 00:59:36] Epoch 21 started. +[09-29 01:00:26] Epoch 21 training done. Time: 50.43s +[09-29 01:00:26] Epoch 21, train: fm_loss=0.0910 perceptual_loss=0.5108 rp_loss=0.3464 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=19.9718 ssim=0.3207 loss_q=0.0002 index_usage_batch=0.1049 perplexity=7630.4102 loss_commit=0.0002 loss=0.3465 fps=23.9482, 50.4s (d 0.01) 57.8m/91.7h +[09-29 01:00:26] Epoch 22 started. +[09-29 01:01:17] Epoch 22 training done. Time: 50.33s +[09-29 01:01:17] Epoch 22, train: fm_loss=0.0876 perceptual_loss=0.5039 rp_loss=0.3396 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=20.1192 ssim=0.3283 loss_q=0.0002 index_usage_batch=0.1175 perplexity=7657.2769 loss_commit=0.0002 loss=0.3396 fps=23.9933, 50.3s (d 0.01) 58.6m/88.8h +[09-29 01:01:17] Epoch 23 started. +[09-29 01:02:07] Epoch 23 training done. Time: 50.26s +[09-29 01:02:07] Epoch 23, train: fm_loss=0.0842 perceptual_loss=0.4980 rp_loss=0.3332 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=20.3214 ssim=0.3350 loss_q=0.0002 index_usage_batch=0.1390 perplexity=7682.2529 loss_commit=0.0002 loss=0.3332 fps=24.0222, 50.3s (d 0.01) 59.4m/86.1h +[09-29 01:02:07] Epoch 24 started. +[09-29 01:02:59] Epoch 24 training done. Time: 52.00s +[09-29 01:02:59] Epoch 24, train: fm_loss=0.0824 perceptual_loss=0.4892 rp_loss=0.3270 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=20.5982 ssim=0.3462 loss_q=0.0002 index_usage_batch=0.1828 perplexity=7700.8530 loss_commit=0.0002 loss=0.3270 fps=23.6496, 52.0s (d 0.01) 1.0h/83.8h +[09-29 01:02:59] Epoch 25 started. +[09-29 01:03:51] Epoch 25 training done. Time: 51.56s +[09-29 01:32:54] Calculating FVD with running real stats +[09-29 01:34:19] Converting video data to uint8 +[09-29 01:35:24] Converting video data to uint8 +[09-29 01:35:25] Preparing to save rng states... +[09-29 01:35:25] Saving checkpoint... +[09-29 01:36:02] New best checkpoint saved: best_fvd_3035.34.pth +[09-29 01:36:02] Epoch 25, train: fm_loss=0.0801 perceptual_loss=0.4824 rp_loss=0.3214 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=20.8135 ssim=0.3537 loss_q=0.0002 index_usage_batch=0.2378 perplexity=7715.7598 loss_commit=0.0002 loss=0.3214 fps=23.7393, + eval: ucf101_val_psnr=11.9086 ucf101_val_ssim=0.0612 ucf101_val_fps=2.7190 ucf101_val_fvd=3035.3431, +Latest checkpoint saved. Time: 36.75s +, 33.0m (d 0.87) 1.6h/124.5h +[09-29 01:36:02] Epoch 26 started. +[09-29 01:36:52] Epoch 26 training done. Time: 50.43s +[09-29 01:36:52] Epoch 26, train: fm_loss=0.0756 perceptual_loss=0.4757 rp_loss=0.3134 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=21.0205 ssim=0.3623 loss_q=0.0002 index_usage_batch=0.2869 perplexity=7733.2090 loss_commit=0.0002 loss=0.3134 fps=23.8944, 50.4s (d 0.01) 1.6h/120.8h +[09-29 01:36:52] Epoch 27 started. +[09-29 01:37:42] Epoch 27 training done. Time: 50.28s +[09-29 01:37:42] Epoch 27, train: fm_loss=0.0724 perceptual_loss=0.4695 rp_loss=0.3072 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=21.1520 ssim=0.3692 loss_q=0.0002 index_usage_batch=0.3288 perplexity=7740.5229 loss_commit=0.0002 loss=0.3072 fps=24.0303, 50.3s (d 0.01) 1.6h/117.3h +[09-29 01:37:42] Epoch 28 started. +[09-29 01:38:33] Epoch 28 training done. Time: 50.33s +[09-29 01:38:33] Epoch 28, train: fm_loss=0.0716 perceptual_loss=0.4630 rp_loss=0.3031 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=21.3421 ssim=0.3776 loss_q=0.0003 index_usage_batch=0.3787 perplexity=7746.1963 loss_commit=0.0003 loss=0.3031 fps=23.9959, 50.3s (d 0.01) 1.6h/114.1h +[09-29 01:38:33] Epoch 29 started. +[09-29 01:39:24] Epoch 29 training done. Time: 50.98s +[09-29 01:39:24] Epoch 29, train: fm_loss=0.0681 perceptual_loss=0.4586 rp_loss=0.2974 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=21.4067 ssim=0.3822 loss_q=0.0003 index_usage_batch=0.4117 perplexity=7748.7095 loss_commit=0.0003 loss=0.2974 fps=23.9147, 51.0s (d 0.01) 1.6h/111.2h +[09-29 01:39:24] Epoch 30 started. +[09-29 01:40:15] Epoch 30 training done. Time: 51.54s +[09-29 01:40:15] Epoch 30, train: fm_loss=0.0679 perceptual_loss=0.4507 rp_loss=0.2932 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=21.6792 ssim=0.3949 loss_q=0.0003 index_usage_batch=0.4207 perplexity=7751.4878 loss_commit=0.0003 loss=0.2933 fps=23.7867, 51.5s (d 0.01) 1.6h/108.4h +[09-29 01:40:15] Epoch 31 started. +[09-29 01:41:07] Epoch 31 training done. Time: 51.77s +[09-29 01:41:07] Epoch 31, train: fm_loss=0.0646 perceptual_loss=0.4460 rp_loss=0.2876 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=21.7969 ssim=0.4018 loss_q=0.0002 index_usage_batch=0.4309 perplexity=7753.0532 loss_commit=0.0002 loss=0.2876 fps=23.7412, 51.8s (d 0.01) 1.6h/105.8h +[09-29 01:41:07] Epoch 32 started. +[09-29 01:41:57] Epoch 32 training done. Time: 50.24s +[09-29 01:41:57] Epoch 32, train: fm_loss=0.0635 perceptual_loss=0.4406 rp_loss=0.2838 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=21.9331 ssim=0.4084 loss_q=0.0003 index_usage_batch=0.4331 perplexity=7753.9849 loss_commit=0.0003 loss=0.2838 fps=24.0457, 50.2s (d 0.01) 1.7h/103.4h +[09-29 01:41:57] Epoch 33 started. +[09-29 01:42:47] Epoch 33 training done. Time: 50.18s +[09-29 01:42:47] Epoch 33, train: fm_loss=0.0618 perceptual_loss=0.4378 rp_loss=0.2807 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=21.9222 ssim=0.4096 loss_q=0.0003 index_usage_batch=0.4430 perplexity=7752.5200 loss_commit=0.0003 loss=0.2807 fps=24.0636, 50.2s (d 0.01) 1.7h/101.1h +[09-29 01:42:47] Epoch 34 started. +[09-29 01:43:38] Epoch 34 training done. Time: 51.04s +[09-29 01:43:38] Epoch 34, train: fm_loss=0.0600 perceptual_loss=0.4342 rp_loss=0.2771 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=21.9788 ssim=0.4139 loss_q=0.0003 index_usage_batch=0.4515 perplexity=7751.2017 loss_commit=0.0003 loss=0.2771 fps=23.8987, 51.0s (d 0.01) 1.7h/99.0h +[09-29 01:43:38] Epoch 35 started. +[09-29 01:44:29] Epoch 35 training done. Time: 50.91s +[09-29 01:44:29] Epoch 35, train: fm_loss=0.0608 perceptual_loss=0.4294 rp_loss=0.2755 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=22.1190 ssim=0.4184 loss_q=0.0003 index_usage_batch=0.4586 perplexity=7750.0210 loss_commit=0.0003 loss=0.2756 fps=23.9218, 50.9s (d 0.01) 1.7h/97.0h +[09-29 01:44:29] Epoch 36 started. +[09-29 01:45:21] Epoch 36 training done. Time: 51.54s +[09-29 01:45:21] Epoch 36, train: fm_loss=0.0593 perceptual_loss=0.4234 rp_loss=0.2710 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=22.2700 ssim=0.4276 loss_q=0.0003 index_usage_batch=0.4657 perplexity=7748.1079 loss_commit=0.0003 loss=0.2710 fps=23.7627, 51.5s (d 0.01) 1.7h/95.1h +[09-29 01:45:21] Epoch 37 started. +[09-29 01:46:12] Epoch 37 training done. Time: 50.66s +[09-29 01:46:12] Epoch 37, train: fm_loss=0.0571 perceptual_loss=0.4222 rp_loss=0.2682 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=22.2047 ssim=0.4264 loss_q=0.0004 index_usage_batch=0.4659 perplexity=7745.9839 loss_commit=0.0004 loss=0.2683 fps=23.9813, 50.7s (d 0.01) 1.7h/93.3h +[09-29 01:46:12] Epoch 38 started. +[09-29 01:47:02] Epoch 38 training done. Time: 50.21s +[09-29 01:47:02] Epoch 38, train: fm_loss=0.0575 perceptual_loss=0.4136 rp_loss=0.2643 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=22.4308 ssim=0.4378 loss_q=0.0004 index_usage_batch=0.4691 perplexity=7741.6226 loss_commit=0.0004 loss=0.2643 fps=24.0474, 50.2s (d 0.01) 1.7h/91.5h +[09-29 01:47:02] Epoch 39 started. +[09-29 01:47:52] Epoch 39 training done. Time: 50.12s +[09-29 01:47:52] Epoch 39, train: fm_loss=0.0577 perceptual_loss=0.4099 rp_loss=0.2627 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=22.5010 ssim=0.4402 loss_q=0.0004 index_usage_batch=0.4696 perplexity=7736.3843 loss_commit=0.0004 loss=0.2627 fps=24.0806, 50.1s (d 0.01) 1.8h/89.9h +[09-29 01:47:52] Epoch 40 started. +[09-29 01:48:44] Epoch 40 training done. Time: 51.80s +[09-29 01:48:44] Epoch 40, train: fm_loss=0.0570 perceptual_loss=0.4047 rp_loss=0.2594 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=22.5634 ssim=0.4461 loss_q=0.0004 index_usage_batch=0.4733 perplexity=7731.4087 loss_commit=0.0004 loss=0.2594 fps=23.7616, 51.8s (d 0.02) 1.8h/88.4h +[09-29 01:48:44] Epoch 41 started. +[09-29 01:49:35] Epoch 41 training done. Time: 51.02s +[09-29 01:49:35] Epoch 41, train: fm_loss=0.0525 perceptual_loss=0.4024 rp_loss=0.2537 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=22.5095 ssim=0.4463 loss_q=0.0004 index_usage_batch=0.4818 perplexity=7726.5068 loss_commit=0.0004 loss=0.2538 fps=23.8917, 51.0s (d 0.01) 1.8h/86.9h +[09-29 01:49:35] Epoch 42 started. +[09-29 01:50:26] Epoch 42 training done. Time: 51.43s +[09-29 01:50:26] Epoch 42, train: fm_loss=0.0542 perceptual_loss=0.3968 rp_loss=0.2525 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=22.6142 ssim=0.4514 loss_q=0.0004 index_usage_batch=0.4870 perplexity=7720.6807 loss_commit=0.0004 loss=0.2526 fps=23.8386, 51.4s (d 0.01) 1.8h/85.5h +[09-29 01:50:26] Epoch 43 started. +[09-29 01:51:16] Epoch 43 training done. Time: 50.25s +[09-29 01:51:16] Epoch 43, train: fm_loss=0.0531 perceptual_loss=0.3920 rp_loss=0.2491 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=22.7080 ssim=0.4563 loss_q=0.0004 index_usage_batch=0.4954 perplexity=7715.8496 loss_commit=0.0004 loss=0.2492 fps=24.0167, 50.2s (d 0.01) 1.8h/84.2h +[09-29 01:51:16] Epoch 44 started. +[09-29 01:52:07] Epoch 44 training done. Time: 50.41s +[09-29 01:52:07] Epoch 44, train: fm_loss=0.0540 perceptual_loss=0.3873 rp_loss=0.2477 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=22.7971 ssim=0.4592 loss_q=0.0004 index_usage_batch=0.5009 perplexity=7712.5596 loss_commit=0.0004 loss=0.2477 fps=23.9576, 50.4s (d 0.01) 1.8h/82.9h +[09-29 01:52:07] Epoch 45 started. +[09-29 01:52:58] Epoch 45 training done. Time: 51.57s +[09-29 01:52:58] Epoch 45, train: fm_loss=0.0527 perceptual_loss=0.3832 rp_loss=0.2443 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=22.8040 ssim=0.4616 loss_q=0.0004 index_usage_batch=0.5073 perplexity=7709.5874 loss_commit=0.0004 loss=0.2444 fps=23.7438, 51.6s (d 0.01) 1.8h/81.7h +[09-29 01:52:58] Epoch 46 started. +[09-29 01:53:49] Epoch 46 training done. Time: 50.70s +[09-29 01:53:49] Epoch 46, train: fm_loss=0.0505 perceptual_loss=0.3795 rp_loss=0.2402 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=22.8589 ssim=0.4663 loss_q=0.0003 index_usage_batch=0.5136 perplexity=7709.4136 loss_commit=0.0003 loss=0.2402 fps=23.9282, 50.7s (d 0.01) 1.9h/80.5h +[09-29 01:53:49] Epoch 47 started. +[09-29 01:54:41] Epoch 47 training done. Time: 51.73s +[09-29 01:54:41] Epoch 47, train: fm_loss=0.0506 perceptual_loss=0.3733 rp_loss=0.2372 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=22.9782 ssim=0.4726 loss_q=0.0003 index_usage_batch=0.5208 perplexity=7708.4663 loss_commit=0.0003 loss=0.2373 fps=23.6860, 51.7s (d 0.01) 1.9h/79.4h +[09-29 01:54:41] Epoch 48 started. +[09-29 01:55:31] Epoch 48 training done. Time: 50.65s +[09-29 01:55:31] Epoch 48, train: fm_loss=0.0502 perceptual_loss=0.3724 rp_loss=0.2365 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=22.9149 ssim=0.4698 loss_q=0.0003 index_usage_batch=0.5266 perplexity=7708.5010 loss_commit=0.0003 loss=0.2365 fps=23.9652, 50.7s (d 0.01) 1.9h/78.4h +[09-29 01:55:31] Epoch 49 started. +[09-29 01:56:22] Epoch 49 training done. Time: 50.23s +[09-29 01:56:22] Epoch 49, train: fm_loss=0.0513 perceptual_loss=0.3652 rp_loss=0.2339 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=23.1190 ssim=0.4811 loss_q=0.0003 index_usage_batch=0.5321 perplexity=7709.5298 loss_commit=0.0003 loss=0.2339 fps=24.0384, 50.2s (d 0.01) 1.9h/77.3h +[09-29 01:56:22] Epoch 50 started. +[09-29 01:57:12] Epoch 50 training done. Time: 50.55s +[09-29 02:00:06] Calculating FVD with running real stats +[09-29 02:01:27] Converting video data to uint8 +[09-29 02:02:35] Converting video data to uint8 +[09-29 02:02:36] Preparing to save rng states... +[09-29 02:02:36] Saving checkpoint... +[09-29 02:03:08] New best checkpoint saved: best_fvd_1885.44.pth +[09-29 02:03:08] Epoch 50, train: fm_loss=0.0483 perceptual_loss=0.3631 rp_loss=0.2298 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=23.0663 ssim=0.4807 loss_q=0.0003 index_usage_batch=0.5360 perplexity=7710.8896 loss_commit=0.0003 loss=0.2299 fps=24.0199, + eval: ucf101_val_psnr=15.7971 ucf101_val_ssim=0.1740 ucf101_val_fps=2.7247 ucf101_val_fvd=1885.4422, +Latest checkpoint saved. Time: 32.14s +, 6.8m (d 0.01) 2.0h/80.3h +[09-29 02:03:08] Epoch 51 started. +[09-29 02:03:59] Epoch 51 training done. Time: 50.74s +[09-29 02:03:59] Epoch 51, train: fm_loss=0.0495 perceptual_loss=0.3604 rp_loss=0.2297 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=23.1182 ssim=0.4836 loss_q=0.0003 index_usage_batch=0.5374 perplexity=7712.9448 loss_commit=0.0003 loss=0.2297 fps=23.7871, 50.7s (d 0.01) 2.0h/79.3h +[09-29 02:03:59] Epoch 52 started. +[09-29 02:04:51] Epoch 52 training done. Time: 52.35s +[09-29 02:04:51] Epoch 52, train: fm_loss=0.0483 perceptual_loss=0.3544 rp_loss=0.2255 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=23.2696 ssim=0.4926 loss_q=0.0003 index_usage_batch=0.5423 perplexity=7713.9233 loss_commit=0.0003 loss=0.2255 fps=23.6424, 52.4s (d 0.01) 2.0h/78.3h +[09-29 02:04:51] Epoch 53 started. +[09-29 02:05:42] Epoch 53 training done. Time: 50.79s +[09-29 02:05:42] Epoch 53, train: fm_loss=0.0484 perceptual_loss=0.3529 rp_loss=0.2249 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=23.2331 ssim=0.4909 loss_q=0.0003 index_usage_batch=0.5487 perplexity=7715.4541 loss_commit=0.0003 loss=0.2249 fps=23.8793, 50.8s (d 0.01) 2.1h/77.4h +[09-29 02:05:42] Epoch 54 started. +[09-29 02:06:32] Epoch 54 training done. Time: 50.23s +[09-29 02:06:32] Epoch 54, train: fm_loss=0.0487 perceptual_loss=0.3481 rp_loss=0.2228 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=23.3466 ssim=0.4975 loss_q=0.0003 index_usage_batch=0.5514 perplexity=7718.1816 loss_commit=0.0003 loss=0.2228 fps=24.0411, 50.2s (d 0.01) 2.1h/76.5h +[09-29 02:06:32] Epoch 55 started. +[09-29 02:07:23] Epoch 55 training done. Time: 50.74s +[09-29 02:07:23] Epoch 55, train: fm_loss=0.0466 perceptual_loss=0.3457 rp_loss=0.2195 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=23.3675 ssim=0.4991 loss_q=0.0003 index_usage_batch=0.5502 perplexity=7720.4385 loss_commit=0.0003 loss=0.2195 fps=23.9243, 50.7s (d 0.01) 2.1h/75.6h +[09-29 02:07:23] Epoch 56 started. +[09-29 02:08:14] Epoch 56 training done. Time: 50.65s +[09-29 02:08:14] Epoch 56, train: fm_loss=0.0463 perceptual_loss=0.3441 rp_loss=0.2184 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=23.3182 ssim=0.4983 loss_q=0.0003 index_usage_batch=0.5556 perplexity=7722.6484 loss_commit=0.0003 loss=0.2184 fps=23.9668, 50.7s (d 0.01) 2.1h/74.7h +[09-29 02:08:14] Epoch 57 started. +[09-29 02:09:05] Epoch 57 training done. Time: 51.06s +[09-29 02:09:05] Epoch 57, train: fm_loss=0.0465 perceptual_loss=0.3407 rp_loss=0.2169 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=23.3797 ssim=0.5012 loss_q=0.0003 index_usage_batch=0.5555 perplexity=7725.1152 loss_commit=0.0003 loss=0.2169 fps=23.8827, 51.1s (d 0.01) 2.1h/73.9h +[09-29 02:09:05] Epoch 58 started. +[09-29 02:09:56] Epoch 58 training done. Time: 51.88s +[09-29 02:09:56] Epoch 58, train: fm_loss=0.0469 perceptual_loss=0.3354 rp_loss=0.2146 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=23.5838 ssim=0.5116 loss_q=0.0003 index_usage_batch=0.5581 perplexity=7727.5679 loss_commit=0.0003 loss=0.2147 fps=23.7249, 51.9s (d 0.01) 2.1h/73.1h +[09-29 02:09:56] Epoch 59 started. +[09-29 02:10:47] Epoch 59 training done. Time: 50.13s +[09-29 02:10:47] Epoch 59, train: fm_loss=0.0445 perceptual_loss=0.3353 rp_loss=0.2122 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=23.4483 ssim=0.5078 loss_q=0.0003 index_usage_batch=0.5598 perplexity=7730.2417 loss_commit=0.0003 loss=0.2122 fps=24.0861, 50.1s (d 0.01) 2.1h/72.4h +[09-29 02:10:47] Epoch 60 started. +[09-29 02:11:37] Epoch 60 training done. Time: 50.16s +[09-29 02:11:37] Epoch 60, train: fm_loss=0.0467 perceptual_loss=0.3308 rp_loss=0.2120 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=23.5949 ssim=0.5120 loss_q=0.0003 index_usage_batch=0.5623 perplexity=7733.1572 loss_commit=0.0003 loss=0.2121 fps=24.0660, 50.2s (d 0.01) 2.1h/71.6h +[09-29 02:11:37] Epoch 61 started. +[09-29 02:12:27] Epoch 61 training done. Time: 50.69s +[09-29 02:12:27] Epoch 61, train: fm_loss=0.0437 perceptual_loss=0.3302 rp_loss=0.2088 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=23.4969 ssim=0.5113 loss_q=0.0003 index_usage_batch=0.5634 perplexity=7736.3901 loss_commit=0.0003 loss=0.2088 fps=23.9391, 50.7s (d 0.01) 2.2h/70.9h +[09-29 02:12:27] Epoch 62 started. +[09-29 02:13:18] Epoch 62 training done. Time: 51.01s +[09-29 02:13:18] Epoch 62, train: fm_loss=0.0431 perceptual_loss=0.3258 rp_loss=0.2060 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=23.6046 ssim=0.5170 loss_q=0.0003 index_usage_batch=0.5655 perplexity=7739.2441 loss_commit=0.0003 loss=0.2061 fps=23.8761, 51.0s (d 0.01) 2.2h/70.2h +[09-29 02:13:18] Epoch 63 started. +[09-29 02:14:10] Epoch 63 training done. Time: 51.36s +[09-29 02:14:10] Epoch 63, train: fm_loss=0.0450 perceptual_loss=0.3224 rp_loss=0.2062 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=23.7237 ssim=0.5209 loss_q=0.0003 index_usage_batch=0.5667 perplexity=7742.1919 loss_commit=0.0003 loss=0.2062 fps=23.8515, 51.4s (d 0.01) 2.2h/69.6h +[09-29 02:14:10] Epoch 64 started. +[09-29 02:15:00] Epoch 64 training done. Time: 50.47s +[09-29 02:15:00] Epoch 64, train: fm_loss=0.0435 perceptual_loss=0.3219 rp_loss=0.2045 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=23.6336 ssim=0.5177 loss_q=0.0003 index_usage_batch=0.5671 perplexity=7745.4707 loss_commit=0.0003 loss=0.2045 fps=24.0326, 50.5s (d 0.01) 2.2h/68.9h +[09-29 02:15:00] Epoch 65 started. +[09-29 02:15:50] Epoch 65 training done. Time: 50.07s +[09-29 02:15:50] Epoch 65, train: fm_loss=0.0428 perceptual_loss=0.3174 rp_loss=0.2015 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=23.7567 ssim=0.5257 loss_q=0.0003 index_usage_batch=0.5699 perplexity=7748.7505 loss_commit=0.0003 loss=0.2015 fps=24.1189, 50.1s (d 0.01) 2.2h/68.3h +[09-29 02:15:50] Epoch 66 started. +[09-29 02:16:41] Epoch 66 training done. Time: 50.49s +[09-29 02:16:41] Epoch 66, train: fm_loss=0.0437 perceptual_loss=0.3174 rp_loss=0.2025 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=23.6855 ssim=0.5213 loss_q=0.0003 index_usage_batch=0.5706 perplexity=7752.6865 loss_commit=0.0003 loss=0.2025 fps=24.0411, 50.5s (d 0.01) 2.2h/67.7h +[09-29 02:16:41] Epoch 67 started. +[09-29 02:17:31] Epoch 67 training done. Time: 50.22s +[09-29 02:17:31] Epoch 67, train: fm_loss=0.0432 perceptual_loss=0.3125 rp_loss=0.1994 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=23.8200 ssim=0.5283 loss_q=0.0003 index_usage_batch=0.5713 perplexity=7756.2622 loss_commit=0.0003 loss=0.1994 fps=24.0997, 50.2s (d 0.01) 2.2h/67.1h +[09-29 02:17:31] Epoch 68 started. +[09-29 02:18:22] Epoch 68 training done. Time: 50.93s +[09-29 02:18:22] Epoch 68, train: fm_loss=0.0418 perceptual_loss=0.3119 rp_loss=0.1978 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=23.7886 ssim=0.5275 loss_q=0.0003 index_usage_batch=0.5722 perplexity=7759.9824 loss_commit=0.0003 loss=0.1978 fps=23.9336, 50.9s (d 0.01) 2.3h/66.5h +[09-29 02:18:22] Epoch 69 started. +[09-29 02:19:14] Epoch 69 training done. Time: 52.30s +[09-29 02:19:14] Epoch 69, train: fm_loss=0.0400 perceptual_loss=0.3120 rp_loss=0.1960 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=23.6664 ssim=0.5242 loss_q=0.0003 index_usage_batch=0.5725 perplexity=7764.1465 loss_commit=0.0003 loss=0.1961 fps=23.6397, 52.3s (d 0.01) 2.3h/66.0h +[09-29 02:19:14] Epoch 70 started. +[09-29 02:20:05] Epoch 70 training done. Time: 50.19s +[09-29 02:20:05] Epoch 70, train: fm_loss=0.0422 perceptual_loss=0.3073 rp_loss=0.1958 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=23.8443 ssim=0.5312 loss_q=0.0003 index_usage_batch=0.5739 perplexity=7767.7163 loss_commit=0.0003 loss=0.1958 fps=24.1251, 50.2s (d 0.01) 2.3h/65.4h +[09-29 02:20:05] Epoch 71 started. +[09-29 02:20:55] Epoch 71 training done. Time: 50.03s +[09-29 02:20:55] Epoch 71, train: fm_loss=0.0408 perceptual_loss=0.3059 rp_loss=0.1937 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=23.8194 ssim=0.5316 loss_q=0.0003 index_usage_batch=0.5755 perplexity=7771.5303 loss_commit=0.0003 loss=0.1938 fps=24.1192, 50.0s (d 0.01) 2.3h/64.9h +[09-29 02:20:55] Epoch 72 started. +[09-29 02:21:46] Epoch 72 training done. Time: 51.01s +[09-29 02:21:46] Epoch 72, train: fm_loss=0.0432 perceptual_loss=0.3034 rp_loss=0.1949 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=23.9272 ssim=0.5334 loss_q=0.0003 index_usage_batch=0.5752 perplexity=7775.2827 loss_commit=0.0003 loss=0.1949 fps=23.9369, 51.0s (d 0.01) 2.3h/64.4h +[09-29 02:21:46] Epoch 73 started. +[09-29 02:22:36] Epoch 73 training done. Time: 50.06s +[09-29 02:22:36] Epoch 73, train: fm_loss=0.0408 perceptual_loss=0.3029 rp_loss=0.1922 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=23.8884 ssim=0.5341 loss_q=0.0003 index_usage_batch=0.5770 perplexity=7778.1572 loss_commit=0.0003 loss=0.1923 fps=24.1129, 50.1s (d 0.01) 2.3h/63.9h +[09-29 02:22:36] Epoch 74 started. +[09-29 02:23:28] Epoch 74 training done. Time: 52.02s +[09-29 02:23:28] Epoch 74, train: fm_loss=0.0409 perceptual_loss=0.2994 rp_loss=0.1906 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=23.9720 ssim=0.5378 loss_q=0.0003 index_usage_batch=0.5763 perplexity=7781.2305 loss_commit=0.0003 loss=0.1906 fps=23.7138, 52.0s (d 0.01) 2.3h/63.4h +[09-29 02:23:28] Epoch 75 started. +[09-29 02:24:18] Epoch 75 training done. Time: 50.58s +[09-29 02:27:13] Calculating FVD with running real stats +[09-29 02:28:32] Converting video data to uint8 +[09-29 02:29:41] Converting video data to uint8 +[09-29 02:29:42] Preparing to save rng states... +[09-29 02:29:42] Saving checkpoint... +[09-29 02:30:13] New best checkpoint saved: best_fvd_1340.52.pth +[09-29 02:30:13] Epoch 75, train: fm_loss=0.0414 perceptual_loss=0.2977 rp_loss=0.1902 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.0152 ssim=0.5399 loss_q=0.0003 index_usage_batch=0.5777 perplexity=7784.6035 loss_commit=0.0003 loss=0.1902 fps=23.9846, + eval: ucf101_val_psnr=16.9927 ucf101_val_ssim=0.2537 ucf101_val_fps=2.7170 ucf101_val_fvd=1340.5234, +Latest checkpoint saved. Time: 31.82s +, 6.8m (d 0.01) 2.5h/65.6h +[09-29 02:30:13] Epoch 76 started. +[09-29 02:31:03] Epoch 76 training done. Time: 49.72s +[09-29 02:31:03] Epoch 76, train: fm_loss=0.0417 perceptual_loss=0.2952 rp_loss=0.1893 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.0795 ssim=0.5424 loss_q=0.0003 index_usage_batch=0.5780 perplexity=7789.4165 loss_commit=0.0003 loss=0.1893 fps=24.0483, 49.7s (d 0.01) 2.5h/65.1h +[09-29 02:31:03] Epoch 77 started. +[09-29 02:31:54] Epoch 77 training done. Time: 50.56s +[09-29 02:31:54] Epoch 77, train: fm_loss=0.0393 perceptual_loss=0.2925 rp_loss=0.1855 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.1286 ssim=0.5478 loss_q=0.0003 index_usage_batch=0.5782 perplexity=7792.1401 loss_commit=0.0003 loss=0.1856 fps=24.0021, 50.6s (d 0.01) 2.5h/64.6h +[09-29 02:31:54] Epoch 78 started. +[09-29 02:32:44] Epoch 78 training done. Time: 50.45s +[09-29 02:32:44] Epoch 78, train: fm_loss=0.0405 perceptual_loss=0.2937 rp_loss=0.1873 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.0262 ssim=0.5410 loss_q=0.0003 index_usage_batch=0.5789 perplexity=7795.3682 loss_commit=0.0003 loss=0.1874 fps=24.0333, 50.5s (d 0.01) 2.5h/64.1h +[09-29 02:32:44] Epoch 79 started. +[09-29 02:33:36] Epoch 79 training done. Time: 51.79s +[09-29 02:33:36] Epoch 79, train: fm_loss=0.0397 perceptual_loss=0.2911 rp_loss=0.1852 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.0732 ssim=0.5445 loss_q=0.0003 index_usage_batch=0.5783 perplexity=7797.9600 loss_commit=0.0003 loss=0.1852 fps=23.7512, 51.8s (d 0.01) 2.5h/63.7h +[09-29 02:33:36] Epoch 80 started. +[09-29 02:34:27] Epoch 80 training done. Time: 50.96s +[09-29 02:34:27] Epoch 80, train: fm_loss=0.0403 perceptual_loss=0.2913 rp_loss=0.1859 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.0143 ssim=0.5414 loss_q=0.0003 index_usage_batch=0.5798 perplexity=7800.4194 loss_commit=0.0003 loss=0.1859 fps=23.9091, 51.0s (d 0.01) 2.5h/63.2h +[09-29 02:34:27] Epoch 81 started. +[09-29 02:35:17] Epoch 81 training done. Time: 50.03s +[09-29 02:35:17] Epoch 81, train: fm_loss=0.0400 perceptual_loss=0.2860 rp_loss=0.1830 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.2400 ssim=0.5534 loss_q=0.0003 index_usage_batch=0.5799 perplexity=7803.0610 loss_commit=0.0003 loss=0.1831 fps=24.1316, 50.0s (d 0.01) 2.5h/62.8h +[09-29 02:35:17] Epoch 82 started. +[09-29 02:36:07] Epoch 82 training done. Time: 50.48s +[09-29 02:36:07] Epoch 82, train: fm_loss=0.0396 perceptual_loss=0.2858 rp_loss=0.1825 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.2149 ssim=0.5513 loss_q=0.0003 index_usage_batch=0.5807 perplexity=7805.8662 loss_commit=0.0003 loss=0.1825 fps=24.0339, 50.5s (d 0.01) 2.6h/62.4h +[09-29 02:36:07] Epoch 83 started. +[09-29 02:36:58] Epoch 83 training done. Time: 50.55s +[09-29 02:36:58] Epoch 83, train: fm_loss=0.0394 perceptual_loss=0.2875 rp_loss=0.1831 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.0755 ssim=0.5451 loss_q=0.0003 index_usage_batch=0.5806 perplexity=7808.3848 loss_commit=0.0003 loss=0.1832 fps=23.9959, 50.6s (d 0.01) 2.6h/62.0h +[09-29 02:36:58] Epoch 84 started. +[09-29 02:37:49] Epoch 84 training done. Time: 50.97s +[09-29 02:37:49] Epoch 84, train: fm_loss=0.0389 perceptual_loss=0.2845 rp_loss=0.1812 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.1653 ssim=0.5502 loss_q=0.0003 index_usage_batch=0.5811 perplexity=7811.0620 loss_commit=0.0003 loss=0.1812 fps=23.9230, 51.0s (d 0.01) 2.6h/61.6h +[09-29 02:37:49] Epoch 85 started. +[09-29 02:38:40] Epoch 85 training done. Time: 50.86s +[09-29 02:38:40] Epoch 85, train: fm_loss=0.0391 perceptual_loss=0.2834 rp_loss=0.1808 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.1888 ssim=0.5500 loss_q=0.0003 index_usage_batch=0.5816 perplexity=7813.8604 loss_commit=0.0003 loss=0.1808 fps=23.9627, 50.9s (d 0.01) 2.6h/61.2h +[09-29 02:38:40] Epoch 86 started. +[09-29 02:39:30] Epoch 86 training done. Time: 50.42s +[09-29 02:39:30] Epoch 86, train: fm_loss=0.0364 perceptual_loss=0.2818 rp_loss=0.1773 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.1608 ssim=0.5527 loss_q=0.0003 index_usage_batch=0.5821 perplexity=7816.2051 loss_commit=0.0003 loss=0.1773 fps=24.0540, 50.4s (d 0.01) 2.6h/60.8h +[09-29 02:39:30] Epoch 87 started. +[09-29 02:40:21] Epoch 87 training done. Time: 50.62s +[09-29 02:40:21] Epoch 87, train: fm_loss=0.0388 perceptual_loss=0.2795 rp_loss=0.1786 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.2725 ssim=0.5556 loss_q=0.0003 index_usage_batch=0.5823 perplexity=7818.8286 loss_commit=0.0003 loss=0.1786 fps=23.9956, 50.6s (d 0.01) 2.6h/60.4h +[09-29 02:40:21] Epoch 88 started. +[09-29 02:41:11] Epoch 88 training done. Time: 49.99s +[09-29 02:41:11] Epoch 88, train: fm_loss=0.0381 perceptual_loss=0.2778 rp_loss=0.1771 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.3217 ssim=0.5591 loss_q=0.0003 index_usage_batch=0.5828 perplexity=7821.3438 loss_commit=0.0003 loss=0.1771 fps=24.1637, 50.0s (d 0.01) 2.6h/60.0h +[09-29 02:41:11] Epoch 89 started. +[09-29 02:42:01] Epoch 89 training done. Time: 50.51s +[09-29 02:42:01] Epoch 89, train: fm_loss=0.0384 perceptual_loss=0.2764 rp_loss=0.1766 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.3289 ssim=0.5594 loss_q=0.0003 index_usage_batch=0.5833 perplexity=7824.0107 loss_commit=0.0003 loss=0.1767 fps=24.0198, 50.5s (d 0.01) 2.7h/59.7h +[09-29 02:42:01] Epoch 90 started. +[09-29 02:42:53] Epoch 90 training done. Time: 51.79s +[09-29 02:42:53] Epoch 90, train: fm_loss=0.0379 perceptual_loss=0.2765 rp_loss=0.1762 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.3045 ssim=0.5594 loss_q=0.0003 index_usage_batch=0.5836 perplexity=7826.7285 loss_commit=0.0003 loss=0.1762 fps=23.7855, 51.8s (d 0.01) 2.7h/59.3h +[09-29 02:42:53] Epoch 91 started. +[09-29 02:43:44] Epoch 91 training done. Time: 50.52s +[09-29 02:43:44] Epoch 91, train: fm_loss=0.0378 perceptual_loss=0.2748 rp_loss=0.1752 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.3411 ssim=0.5603 loss_q=0.0003 index_usage_batch=0.5851 perplexity=7829.2832 loss_commit=0.0003 loss=0.1752 fps=24.0114, 50.5s (d 0.01) 2.7h/59.0h +[09-29 02:43:44] Epoch 92 started. +[09-29 02:44:34] Epoch 92 training done. Time: 50.44s +[09-29 02:44:34] Epoch 92, train: fm_loss=0.0380 perceptual_loss=0.2725 rp_loss=0.1743 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.4040 ssim=0.5636 loss_q=0.0003 index_usage_batch=0.5845 perplexity=7831.9062 loss_commit=0.0003 loss=0.1743 fps=24.0490, 50.4s (d 0.01) 2.7h/58.7h +[09-29 02:44:34] Epoch 93 started. +[09-29 02:45:25] Epoch 93 training done. Time: 50.39s +[09-29 02:45:25] Epoch 93, train: fm_loss=0.0381 perceptual_loss=0.2709 rp_loss=0.1735 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.4929 ssim=0.5672 loss_q=0.0003 index_usage_batch=0.5846 perplexity=7834.1016 loss_commit=0.0003 loss=0.1736 fps=24.0732, 50.4s (d 0.01) 2.7h/58.3h +[09-29 02:45:25] Epoch 94 started. +[09-29 02:46:15] Epoch 94 training done. Time: 50.38s +[09-29 02:46:15] Epoch 94, train: fm_loss=0.0373 perceptual_loss=0.2695 rp_loss=0.1721 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.5021 ssim=0.5679 loss_q=0.0003 index_usage_batch=0.5849 perplexity=7836.5762 loss_commit=0.0003 loss=0.1721 fps=24.0976, 50.4s (d 0.01) 2.7h/58.0h +[09-29 02:46:15] Epoch 95 started. +[09-29 02:47:06] Epoch 95 training done. Time: 50.84s +[09-29 02:47:06] Epoch 95, train: fm_loss=0.0371 perceptual_loss=0.2703 rp_loss=0.1722 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.4080 ssim=0.5650 loss_q=0.0003 index_usage_batch=0.5847 perplexity=7839.0151 loss_commit=0.0003 loss=0.1722 fps=24.0033, 50.8s (d 0.01) 2.7h/57.7h +[09-29 02:47:06] Epoch 96 started. +[09-29 02:47:57] Epoch 96 training done. Time: 51.20s +[09-29 02:47:57] Epoch 96, train: fm_loss=0.0383 perceptual_loss=0.2686 rp_loss=0.1726 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.4619 ssim=0.5657 loss_q=0.0003 index_usage_batch=0.5852 perplexity=7841.0244 loss_commit=0.0003 loss=0.1726 fps=23.9047, 51.2s (d 0.01) 2.8h/57.4h +[09-29 02:47:57] Epoch 97 started. +[09-29 02:48:47] Epoch 97 training done. Time: 50.42s +[09-29 02:48:47] Epoch 97, train: fm_loss=0.0366 perceptual_loss=0.2665 rp_loss=0.1698 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.5043 ssim=0.5706 loss_q=0.0003 index_usage_batch=0.5859 perplexity=7843.3516 loss_commit=0.0003 loss=0.1699 fps=24.0601, 50.4s (d 0.01) 2.8h/57.1h +[09-29 02:48:47] Epoch 98 started. +[09-29 02:49:38] Epoch 98 training done. Time: 50.47s +[09-29 02:49:38] Epoch 98, train: fm_loss=0.0366 perceptual_loss=0.2665 rp_loss=0.1698 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.4692 ssim=0.5704 loss_q=0.0003 index_usage_batch=0.5866 perplexity=7845.7173 loss_commit=0.0003 loss=0.1698 fps=24.0225, 50.5s (d 0.01) 2.8h/56.8h +[09-29 02:49:38] Epoch 99 started. +[09-29 02:50:28] Epoch 99 training done. Time: 50.14s +[09-29 02:50:28] Epoch 99, train: fm_loss=0.0377 perceptual_loss=0.2638 rp_loss=0.1696 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.6049 ssim=0.5734 loss_q=0.0003 index_usage_batch=0.5851 perplexity=7847.5942 loss_commit=0.0003 loss=0.1697 fps=24.1075, 50.1s (d 0.01) 2.8h/56.5h +[09-29 02:50:28] Epoch 100 started. +[09-29 02:51:19] Epoch 100 training done. Time: 50.51s +[09-29 02:54:13] Calculating FVD with running real stats +[09-29 02:55:31] Converting video data to uint8 +[09-29 02:56:40] Converting video data to uint8 +[09-29 02:56:41] Preparing to save rng states... +[09-29 02:56:41] Saving checkpoint... +[09-29 02:57:13] New best checkpoint saved: best_fvd_1046.65.pth +[09-29 02:57:13] Epoch 100, train: fm_loss=0.0367 perceptual_loss=0.2629 rp_loss=0.1682 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.5824 ssim=0.5756 loss_q=0.0003 index_usage_batch=0.5877 perplexity=7849.8584 loss_commit=0.0003 loss=0.1682 fps=24.0213, + eval: ucf101_val_psnr=18.0914 ucf101_val_ssim=0.3180 ucf101_val_fps=2.7203 ucf101_val_fvd=1046.6528, +Latest checkpoint saved. Time: 32.79s +, 6.8m (d 0.01) 2.9h/58.2h +[09-29 02:57:13] Epoch 101 started. +[09-29 02:58:05] Epoch 101 training done. Time: 51.88s +[09-29 02:58:05] Epoch 101, train: fm_loss=0.0382 perceptual_loss=0.2622 rp_loss=0.1693 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.6126 ssim=0.5749 loss_q=0.0003 index_usage_batch=0.5875 perplexity=7853.1436 loss_commit=0.0003 loss=0.1694 fps=23.5869, 51.9s (d 0.01) 2.9h/57.9h +[09-29 02:58:05] Epoch 102 started. +[09-29 02:58:56] Epoch 102 training done. Time: 50.45s +[09-29 02:58:56] Epoch 102, train: fm_loss=0.0358 perceptual_loss=0.2620 rp_loss=0.1668 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.5663 ssim=0.5748 loss_q=0.0003 index_usage_batch=0.5879 perplexity=7855.2612 loss_commit=0.0003 loss=0.1668 fps=24.0274, 50.5s (d 0.01) 2.9h/57.6h +[09-29 02:58:56] Epoch 103 started. +[09-29 02:59:46] Epoch 103 training done. Time: 50.39s +[09-29 02:59:46] Epoch 103, train: fm_loss=0.0356 perceptual_loss=0.2613 rp_loss=0.1663 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.5479 ssim=0.5753 loss_q=0.0003 index_usage_batch=0.5874 perplexity=7857.5190 loss_commit=0.0003 loss=0.1663 fps=24.0682, 50.4s (d 0.01) 3.0h/57.3h +[09-29 02:59:46] Epoch 104 started. +[09-29 03:00:36] Epoch 104 training done. Time: 50.01s +[09-29 03:00:36] Epoch 104, train: fm_loss=0.0352 perceptual_loss=0.2605 rp_loss=0.1654 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.5589 ssim=0.5758 loss_q=0.0003 index_usage_batch=0.5875 perplexity=7859.5317 loss_commit=0.0003 loss=0.1654 fps=24.1518, 50.0s (d 0.01) 3.0h/57.0h +[09-29 03:00:36] Epoch 105 started. +[09-29 03:01:27] Epoch 105 training done. Time: 50.68s +[09-29 03:01:27] Epoch 105, train: fm_loss=0.0356 perceptual_loss=0.2591 rp_loss=0.1651 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.6000 ssim=0.5774 loss_q=0.0003 index_usage_batch=0.5879 perplexity=7861.4644 loss_commit=0.0003 loss=0.1651 fps=23.9968, 50.7s (d 0.01) 3.0h/56.8h +[09-29 03:01:27] Epoch 106 started. +[09-29 03:02:18] Epoch 106 training done. Time: 50.97s +[09-29 03:02:18] Epoch 106, train: fm_loss=0.0366 perceptual_loss=0.2581 rp_loss=0.1657 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.6301 ssim=0.5793 loss_q=0.0003 index_usage_batch=0.5870 perplexity=7863.4863 loss_commit=0.0003 loss=0.1657 fps=23.9470, 51.0s (d 0.01) 3.0h/56.5h +[09-29 03:02:18] Epoch 107 started. +[09-29 03:03:09] Epoch 107 training done. Time: 51.33s +[09-29 03:03:09] Epoch 107, train: fm_loss=0.0350 perceptual_loss=0.2570 rp_loss=0.1636 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.6137 ssim=0.5806 loss_q=0.0003 index_usage_batch=0.5878 perplexity=7865.2490 loss_commit=0.0003 loss=0.1636 fps=23.8525, 51.3s (d 0.01) 3.0h/56.2h +[09-29 03:03:09] Epoch 108 started. +[09-29 03:04:00] Epoch 108 training done. Time: 50.53s +[09-29 03:04:00] Epoch 108, train: fm_loss=0.0369 perceptual_loss=0.2557 rp_loss=0.1647 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.6956 ssim=0.5809 loss_q=0.0003 index_usage_batch=0.5890 perplexity=7867.0254 loss_commit=0.0003 loss=0.1648 fps=23.9907, 50.5s (d 0.01) 3.0h/56.0h +[09-29 03:04:00] Epoch 109 started. +[09-29 03:04:50] Epoch 109 training done. Time: 50.50s +[09-29 03:04:50] Epoch 109, train: fm_loss=0.0357 perceptual_loss=0.2544 rp_loss=0.1629 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.7128 ssim=0.5843 loss_q=0.0003 index_usage_batch=0.5893 perplexity=7868.7637 loss_commit=0.0003 loss=0.1630 fps=24.0256, 50.5s (d 0.01) 3.0h/55.7h +[09-29 03:04:50] Epoch 110 started. +[09-29 03:05:41] Epoch 110 training done. Time: 50.62s +[09-29 03:05:41] Epoch 110, train: fm_loss=0.0353 perceptual_loss=0.2547 rp_loss=0.1626 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.6621 ssim=0.5829 loss_q=0.0003 index_usage_batch=0.5886 perplexity=7870.4844 loss_commit=0.0003 loss=0.1627 fps=23.9734, 50.6s (d 0.01) 3.0h/55.5h +[09-29 03:05:41] Epoch 111 started. +[09-29 03:06:31] Epoch 111 training done. Time: 50.57s +[09-29 03:06:31] Epoch 111, train: fm_loss=0.0351 perceptual_loss=0.2527 rp_loss=0.1614 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.7466 ssim=0.5874 loss_q=0.0003 index_usage_batch=0.5891 perplexity=7872.2666 loss_commit=0.0003 loss=0.1614 fps=23.9818, 50.6s (d 0.01) 3.1h/55.2h +[09-29 03:06:31] Epoch 112 started. +[09-29 03:07:23] Epoch 112 training done. Time: 51.39s +[09-29 03:07:23] Epoch 112, train: fm_loss=0.0342 perceptual_loss=0.2516 rp_loss=0.1600 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.6990 ssim=0.5869 loss_q=0.0003 index_usage_batch=0.5891 perplexity=7874.1484 loss_commit=0.0003 loss=0.1600 fps=23.8244, 51.4s (d 0.01) 3.1h/55.0h +[09-29 03:07:23] Epoch 113 started. +[09-29 03:08:14] Epoch 113 training done. Time: 51.04s +[09-29 03:08:14] Epoch 113, train: fm_loss=0.0345 perceptual_loss=0.2509 rp_loss=0.1599 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.7396 ssim=0.5885 loss_q=0.0003 index_usage_batch=0.5896 perplexity=7875.9878 loss_commit=0.0003 loss=0.1599 fps=23.8774, 51.0s (d 0.02) 3.1h/54.7h +[09-29 03:08:14] Epoch 114 started. +[09-29 03:09:04] Epoch 114 training done. Time: 50.49s +[09-29 03:09:04] Epoch 114, train: fm_loss=0.0348 perceptual_loss=0.2502 rp_loss=0.1600 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.7325 ssim=0.5885 loss_q=0.0003 index_usage_batch=0.5901 perplexity=7877.6597 loss_commit=0.0003 loss=0.1600 fps=24.0234, 50.5s (d 0.01) 3.1h/54.5h +[09-29 03:09:04] Epoch 115 started. +[09-29 03:09:54] Epoch 115 training done. Time: 50.17s +[09-29 03:09:54] Epoch 115, train: fm_loss=0.0345 perceptual_loss=0.2504 rp_loss=0.1597 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.7221 ssim=0.5870 loss_q=0.0003 index_usage_batch=0.5898 perplexity=7879.4229 loss_commit=0.0003 loss=0.1598 fps=24.0678, 50.2s (d 0.01) 3.1h/54.3h +[09-29 03:09:54] Epoch 116 started. +[09-29 03:10:45] Epoch 116 training done. Time: 50.63s +[09-29 03:10:45] Epoch 116, train: fm_loss=0.0352 perceptual_loss=0.2479 rp_loss=0.1591 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.8176 ssim=0.5917 loss_q=0.0003 index_usage_batch=0.5902 perplexity=7881.0112 loss_commit=0.0003 loss=0.1592 fps=23.9891, 50.6s (d 0.01) 3.1h/54.0h +[09-29 03:10:45] Epoch 117 started. +[09-29 03:11:37] Epoch 117 training done. Time: 52.00s +[09-29 03:11:37] Epoch 117, train: fm_loss=0.0343 perceptual_loss=0.2458 rp_loss=0.1573 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.8853 ssim=0.5968 loss_q=0.0003 index_usage_batch=0.5902 perplexity=7882.5137 loss_commit=0.0003 loss=0.1573 fps=23.6991, 52.0s (d 0.02) 3.1h/53.8h +[09-29 03:11:37] Epoch 118 started. +[09-29 03:12:28] Epoch 118 training done. Time: 50.92s +[09-29 03:12:28] Epoch 118, train: fm_loss=0.0327 perceptual_loss=0.2477 rp_loss=0.1565 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.7002 ssim=0.5903 loss_q=0.0003 index_usage_batch=0.5895 perplexity=7884.0234 loss_commit=0.0003 loss=0.1565 fps=23.9219, 50.9s (d 0.01) 3.2h/53.6h +[09-29 03:12:28] Epoch 119 started. +[09-29 03:13:18] Epoch 119 training done. Time: 50.03s +[09-29 03:13:18] Epoch 119, train: fm_loss=0.0343 perceptual_loss=0.2440 rp_loss=0.1563 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.9146 ssim=0.6006 loss_q=0.0003 index_usage_batch=0.5902 perplexity=7885.5020 loss_commit=0.0003 loss=0.1563 fps=24.1327, 50.0s (d 0.01) 3.2h/53.4h +[09-29 03:13:18] Epoch 120 started. +[09-29 03:14:08] Epoch 120 training done. Time: 50.50s +[09-29 03:14:08] Epoch 120, train: fm_loss=0.0335 perceptual_loss=0.2429 rp_loss=0.1550 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.9273 ssim=0.6011 loss_q=0.0003 index_usage_batch=0.5906 perplexity=7886.9995 loss_commit=0.0003 loss=0.1550 fps=24.0260, 50.5s (d 0.01) 3.2h/53.2h +[09-29 03:14:08] Epoch 121 started. +[09-29 03:14:59] Epoch 121 training done. Time: 50.50s +[09-29 03:14:59] Epoch 121, train: fm_loss=0.0334 perceptual_loss=0.2445 rp_loss=0.1557 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.7932 ssim=0.5962 loss_q=0.0003 index_usage_batch=0.5889 perplexity=7888.4722 loss_commit=0.0003 loss=0.1557 fps=24.0531, 50.5s (d 0.01) 3.2h/53.0h +[09-29 03:14:59] Epoch 122 started. +[09-29 03:15:50] Epoch 122 training done. Time: 50.89s +[09-29 03:15:50] Epoch 122, train: fm_loss=0.0336 perceptual_loss=0.2405 rp_loss=0.1539 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.9750 ssim=0.6049 loss_q=0.0003 index_usage_batch=0.5893 perplexity=7889.8682 loss_commit=0.0003 loss=0.1539 fps=23.9540, 50.9s (d 0.01) 3.2h/52.8h +[09-29 03:15:50] Epoch 123 started. +[09-29 03:16:42] Epoch 123 training done. Time: 51.62s +[09-29 03:16:42] Epoch 123, train: fm_loss=0.0334 perceptual_loss=0.2412 rp_loss=0.1540 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.9268 ssim=0.6031 loss_q=0.0003 index_usage_batch=0.5891 perplexity=7891.2344 loss_commit=0.0003 loss=0.1540 fps=23.8028, 51.6s (d 0.01) 3.2h/52.6h +[09-29 03:16:42] Epoch 124 started. +[09-29 03:17:32] Epoch 124 training done. Time: 49.99s +[09-29 03:17:32] Epoch 124, train: fm_loss=0.0332 perceptual_loss=0.2407 rp_loss=0.1535 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.9093 ssim=0.6027 loss_q=0.0003 index_usage_batch=0.5896 perplexity=7892.7031 loss_commit=0.0003 loss=0.1535 fps=24.1415, 50.0s (d 0.01) 3.2h/52.4h +[09-29 03:17:32] Epoch 125 started. +[09-29 03:18:22] Epoch 125 training done. Time: 50.55s +[09-29 03:21:17] Calculating FVD with running real stats +[09-29 03:22:39] Converting video data to uint8 +[09-29 03:23:46] Converting video data to uint8 +[09-29 03:23:46] Preparing to save rng states... +[09-29 03:23:46] Saving checkpoint... +[09-29 03:24:18] New best checkpoint saved: best_fvd_906.10.pth +[09-29 03:24:18] Epoch 125, train: fm_loss=0.0323 perceptual_loss=0.2401 rp_loss=0.1523 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.9013 ssim=0.6027 loss_q=0.0003 index_usage_batch=0.5897 perplexity=7894.0464 loss_commit=0.0003 loss=0.1524 fps=24.0485, + eval: ucf101_val_psnr=18.9560 ucf101_val_ssim=0.4002 ucf101_val_fps=2.7113 ucf101_val_fvd=906.0983, +Latest checkpoint saved. Time: 31.99s +, 6.8m (d 0.01) 3.4h/53.8h +[09-29 03:24:18] Epoch 126 started. +[09-29 03:25:08] Epoch 126 training done. Time: 49.81s +[09-29 03:25:08] Epoch 126, train: fm_loss=0.0339 perceptual_loss=0.2367 rp_loss=0.1522 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.0639 ssim=0.6094 loss_q=0.0003 index_usage_batch=0.5885 perplexity=7896.1353 loss_commit=0.0003 loss=0.1523 fps=24.0241, 49.8s (d 0.01) 3.4h/53.6h +[09-29 03:25:08] Epoch 127 started. +[09-29 03:26:00] Epoch 127 training done. Time: 51.39s +[09-29 03:26:00] Epoch 127, train: fm_loss=0.0334 perceptual_loss=0.2368 rp_loss=0.1518 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.0533 ssim=0.6107 loss_q=0.0003 index_usage_batch=0.5892 perplexity=7897.4561 loss_commit=0.0003 loss=0.1518 fps=23.8311, 51.4s (d 0.01) 3.4h/53.4h +[09-29 03:26:00] Epoch 128 started. +[09-29 03:26:51] Epoch 128 training done. Time: 51.31s +[09-29 03:26:51] Epoch 128, train: fm_loss=0.0329 perceptual_loss=0.2374 rp_loss=0.1516 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=24.9700 ssim=0.6058 loss_q=0.0003 index_usage_batch=0.5889 perplexity=7898.7676 loss_commit=0.0003 loss=0.1517 fps=23.8699, 51.3s (d 0.01) 3.4h/53.2h +[09-29 03:26:51] Epoch 129 started. +[09-29 03:27:41] Epoch 129 training done. Time: 50.46s +[09-29 03:27:41] Epoch 129, train: fm_loss=0.0337 perceptual_loss=0.2360 rp_loss=0.1517 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.0460 ssim=0.6091 loss_q=0.0003 index_usage_batch=0.5894 perplexity=7899.8706 loss_commit=0.0003 loss=0.1518 fps=24.0521, 50.5s (d 0.01) 3.4h/53.0h +[09-29 03:27:41] Epoch 130 started. +[09-29 03:28:32] Epoch 130 training done. Time: 50.41s +[09-29 03:28:32] Epoch 130, train: fm_loss=0.0318 perceptual_loss=0.2341 rp_loss=0.1489 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.0718 ssim=0.6126 loss_q=0.0003 index_usage_batch=0.5895 perplexity=7900.9263 loss_commit=0.0003 loss=0.1489 fps=24.0571, 50.4s (d 0.01) 3.4h/52.8h +[09-29 03:28:32] Epoch 131 started. +[09-29 03:29:22] Epoch 131 training done. Time: 50.11s +[09-29 03:29:22] Epoch 131, train: fm_loss=0.0325 perceptual_loss=0.2341 rp_loss=0.1495 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.0448 ssim=0.6121 loss_q=0.0003 index_usage_batch=0.5890 perplexity=7902.0786 loss_commit=0.0003 loss=0.1496 fps=24.0897, 50.1s (d 0.01) 3.4h/52.6h +[09-29 03:29:22] Epoch 132 started. +[09-29 03:30:12] Epoch 132 training done. Time: 50.61s +[09-29 03:30:12] Epoch 132, train: fm_loss=0.0328 perceptual_loss=0.2315 rp_loss=0.1485 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.1679 ssim=0.6176 loss_q=0.0003 index_usage_batch=0.5887 perplexity=7903.2510 loss_commit=0.0003 loss=0.1486 fps=24.0295, 50.6s (d 0.01) 3.5h/52.4h +[09-29 03:30:12] Epoch 133 started. +[09-29 03:31:04] Epoch 133 training done. Time: 51.73s +[09-29 03:31:04] Epoch 133, train: fm_loss=0.0322 perceptual_loss=0.2313 rp_loss=0.1478 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.1380 ssim=0.6167 loss_q=0.0003 index_usage_batch=0.5879 perplexity=7904.2739 loss_commit=0.0003 loss=0.1478 fps=23.7360, 51.7s (d 0.01) 3.5h/52.2h +[09-29 03:31:04] Epoch 134 started. +[09-29 03:31:55] Epoch 134 training done. Time: 51.15s +[09-29 03:31:55] Epoch 134, train: fm_loss=0.0332 perceptual_loss=0.2303 rp_loss=0.1484 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.2183 ssim=0.6184 loss_q=0.0003 index_usage_batch=0.5880 perplexity=7905.3506 loss_commit=0.0003 loss=0.1484 fps=23.8430, 51.1s (d 0.01) 3.5h/52.1h +[09-29 03:31:55] Epoch 135 started. +[09-29 03:32:46] Epoch 135 training done. Time: 50.62s +[09-29 03:32:46] Epoch 135, train: fm_loss=0.0325 perceptual_loss=0.2301 rp_loss=0.1476 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.1431 ssim=0.6178 loss_q=0.0003 index_usage_batch=0.5875 perplexity=7906.6133 loss_commit=0.0003 loss=0.1476 fps=23.9897, 50.6s (d 0.01) 3.5h/51.9h +[09-29 03:32:46] Epoch 136 started. +[09-29 03:33:36] Epoch 136 training done. Time: 50.18s +[09-29 03:33:36] Epoch 136, train: fm_loss=0.0318 perceptual_loss=0.2296 rp_loss=0.1466 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.1216 ssim=0.6180 loss_q=0.0003 index_usage_batch=0.5874 perplexity=7907.8335 loss_commit=0.0003 loss=0.1466 fps=24.0690, 50.2s (d 0.01) 3.5h/51.7h +[09-29 03:33:36] Epoch 137 started. +[09-29 03:34:27] Epoch 137 training done. Time: 50.59s +[09-29 03:34:27] Epoch 137, train: fm_loss=0.0323 perceptual_loss=0.2308 rp_loss=0.1477 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.0682 ssim=0.6150 loss_q=0.0003 index_usage_batch=0.5875 perplexity=7908.7739 loss_commit=0.0003 loss=0.1478 fps=23.9964, 50.6s (d 0.01) 3.5h/51.5h +[09-29 03:34:27] Epoch 138 started. +[09-29 03:35:18] Epoch 138 training done. Time: 50.80s +[09-29 03:35:18] Epoch 138, train: fm_loss=0.0316 perceptual_loss=0.2266 rp_loss=0.1449 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.2494 ssim=0.6246 loss_q=0.0003 index_usage_batch=0.5869 perplexity=7909.6719 loss_commit=0.0003 loss=0.1449 fps=23.9878, 50.8s (d 0.01) 3.5h/51.4h +[09-29 03:35:18] Epoch 139 started. +[09-29 03:36:09] Epoch 139 training done. Time: 51.27s +[09-29 03:36:09] Epoch 139, train: fm_loss=0.0331 perceptual_loss=0.2250 rp_loss=0.1456 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.3241 ssim=0.6262 loss_q=0.0003 index_usage_batch=0.5866 perplexity=7910.7217 loss_commit=0.0003 loss=0.1456 fps=23.8808, 51.3s (d 0.01) 3.6h/51.2h +[09-29 03:36:09] Epoch 140 started. +[09-29 03:36:59] Epoch 140 training done. Time: 50.50s +[09-29 03:36:59] Epoch 140, train: fm_loss=0.0324 perceptual_loss=0.2248 rp_loss=0.1448 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.2716 ssim=0.6265 loss_q=0.0003 index_usage_batch=0.5871 perplexity=7911.7178 loss_commit=0.0003 loss=0.1448 fps=24.0230, 50.5s (d 0.01) 3.6h/51.0h +[09-29 03:36:59] Epoch 141 started. +[09-29 03:37:50] Epoch 141 training done. Time: 50.48s +[09-29 03:37:50] Epoch 141, train: fm_loss=0.0325 perceptual_loss=0.2240 rp_loss=0.1445 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.3009 ssim=0.6271 loss_q=0.0003 index_usage_batch=0.5871 perplexity=7912.7109 loss_commit=0.0003 loss=0.1445 fps=24.0316, 50.5s (d 0.01) 3.6h/50.9h +[09-29 03:37:50] Epoch 142 started. +[09-29 03:38:41] Epoch 142 training done. Time: 50.78s +[09-29 03:38:41] Epoch 142, train: fm_loss=0.0307 perceptual_loss=0.2249 rp_loss=0.1432 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.1811 ssim=0.6251 loss_q=0.0003 index_usage_batch=0.5870 perplexity=7913.5498 loss_commit=0.0003 loss=0.1432 fps=24.0397, 50.8s (d 0.02) 3.6h/50.7h +[09-29 03:38:41] Epoch 143 started. +[09-29 03:39:31] Epoch 143 training done. Time: 50.50s +[09-29 03:39:31] Epoch 143, train: fm_loss=0.0308 perceptual_loss=0.2220 rp_loss=0.1418 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.3251 ssim=0.6322 loss_q=0.0003 index_usage_batch=0.5868 perplexity=7914.2764 loss_commit=0.0003 loss=0.1418 fps=24.0258, 50.5s (d 0.01) 3.6h/50.5h +[09-29 03:39:31] Epoch 144 started. +[09-29 03:40:22] Epoch 144 training done. Time: 51.34s +[09-29 03:40:22] Epoch 144, train: fm_loss=0.0313 perceptual_loss=0.2212 rp_loss=0.1420 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.3523 ssim=0.6328 loss_q=0.0003 index_usage_batch=0.5872 perplexity=7915.0693 loss_commit=0.0003 loss=0.1420 fps=23.8470, 51.3s (d 0.01) 3.6h/50.4h +[09-29 03:40:22] Epoch 145 started. +[09-29 03:41:13] Epoch 145 training done. Time: 50.91s +[09-29 03:41:13] Epoch 145, train: fm_loss=0.0315 perceptual_loss=0.2210 rp_loss=0.1420 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.3453 ssim=0.6318 loss_q=0.0003 index_usage_batch=0.5868 perplexity=7915.8359 loss_commit=0.0003 loss=0.1420 fps=23.9373, 50.9s (d 0.01) 3.6h/50.2h +[09-29 03:41:13] Epoch 146 started. +[09-29 03:42:04] Epoch 146 training done. Time: 50.49s +[09-29 03:42:04] Epoch 146, train: fm_loss=0.0319 perceptual_loss=0.2206 rp_loss=0.1422 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.3807 ssim=0.6332 loss_q=0.0003 index_usage_batch=0.5871 perplexity=7916.4717 loss_commit=0.0003 loss=0.1422 fps=24.0369, 50.5s (d 0.01) 3.7h/50.1h +[09-29 03:42:04] Epoch 147 started. +[09-29 03:42:54] Epoch 147 training done. Time: 50.39s +[09-29 03:42:54] Epoch 147, train: fm_loss=0.0333 perceptual_loss=0.2198 rp_loss=0.1432 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.4344 ssim=0.6327 loss_q=0.0003 index_usage_batch=0.5872 perplexity=7917.2393 loss_commit=0.0003 loss=0.1433 fps=24.0975, 50.4s (d 0.01) 3.7h/49.9h +[09-29 03:42:54] Epoch 148 started. +[09-29 03:43:44] Epoch 148 training done. Time: 49.96s +[09-29 03:43:44] Epoch 148, train: fm_loss=0.0314 perceptual_loss=0.2190 rp_loss=0.1409 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.4075 ssim=0.6347 loss_q=0.0003 index_usage_batch=0.5883 perplexity=7918.0664 loss_commit=0.0003 loss=0.1410 fps=24.1530, 50.0s (d 0.01) 3.7h/49.8h +[09-29 03:43:44] Epoch 149 started. +[09-29 03:44:35] Epoch 149 training done. Time: 51.12s +[09-29 03:44:35] Epoch 149, train: fm_loss=0.0309 perceptual_loss=0.2195 rp_loss=0.1406 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.3291 ssim=0.6326 loss_q=0.0002 index_usage_batch=0.5870 perplexity=7918.9219 loss_commit=0.0002 loss=0.1406 fps=23.9117, 51.1s (d 0.01) 3.7h/49.6h +[09-29 03:44:35] Epoch 150 started. +[09-29 03:45:26] Epoch 150 training done. Time: 50.71s +[09-29 03:48:21] Calculating FVD with running real stats +[09-29 03:49:42] Converting video data to uint8 +[09-29 03:50:51] Converting video data to uint8 +[09-29 03:50:51] Preparing to save rng states... +[09-29 03:50:51] Saving checkpoint... +[09-29 03:51:23] New best checkpoint saved: best_fvd_717.05.pth +[09-29 03:51:23] Epoch 150, train: fm_loss=0.0319 perceptual_loss=0.2167 rp_loss=0.1402 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.4646 ssim=0.6387 loss_q=0.0002 index_usage_batch=0.5870 perplexity=7919.6025 loss_commit=0.0002 loss=0.1403 fps=24.0138, + eval: ucf101_val_psnr=19.1032 ucf101_val_ssim=0.4370 ucf101_val_fps=2.7058 ucf101_val_fvd=717.0529, +Latest checkpoint saved. Time: 31.62s +, 6.8m (d 0.01) 3.8h/50.8h +[09-29 03:51:23] Epoch 151 started. +[09-29 03:52:13] Epoch 151 training done. Time: 50.30s +[09-29 03:52:13] Epoch 151, train: fm_loss=0.0316 perceptual_loss=0.2147 rp_loss=0.1390 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.5605 ssim=0.6441 loss_q=0.0002 index_usage_batch=0.5871 perplexity=7920.5845 loss_commit=0.0002 loss=0.1390 fps=23.8784, 50.3s (d 0.01) 3.8h/50.7h +[09-29 03:52:13] Epoch 152 started. +[09-29 03:53:05] Epoch 152 training done. Time: 51.36s +[09-29 03:53:05] Epoch 152, train: fm_loss=0.0301 perceptual_loss=0.2177 rp_loss=0.1389 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.3507 ssim=0.6364 loss_q=0.0002 index_usage_batch=0.5875 perplexity=7921.4639 loss_commit=0.0002 loss=0.1389 fps=23.8287, 51.4s (d 0.01) 3.8h/50.5h +[09-29 03:53:05] Epoch 153 started. +[09-29 03:53:55] Epoch 153 training done. Time: 50.19s +[09-29 03:53:55] Epoch 153, train: fm_loss=0.0304 perceptual_loss=0.2161 rp_loss=0.1385 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.4206 ssim=0.6391 loss_q=0.0003 index_usage_batch=0.5877 perplexity=7922.1421 loss_commit=0.0003 loss=0.1385 fps=24.0410, 50.2s (d 0.01) 3.9h/50.4h +[09-29 03:53:55] Epoch 154 started. +[09-29 03:54:46] Epoch 154 training done. Time: 51.07s +[09-29 03:54:46] Epoch 154, train: fm_loss=0.0311 perceptual_loss=0.2139 rp_loss=0.1381 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.4454 ssim=0.6406 loss_q=0.0002 index_usage_batch=0.5878 perplexity=7922.7773 loss_commit=0.0002 loss=0.1381 fps=23.8905, 51.1s (d 0.01) 3.9h/50.2h +[09-29 03:54:46] Epoch 155 started. +[09-29 03:55:37] Epoch 155 training done. Time: 50.97s +[09-29 03:55:37] Epoch 155, train: fm_loss=0.0322 perceptual_loss=0.2129 rp_loss=0.1386 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.5325 ssim=0.6430 loss_q=0.0002 index_usage_batch=0.5878 perplexity=7923.3315 loss_commit=0.0002 loss=0.1387 fps=23.9228, 51.0s (d 0.01) 3.9h/50.1h +[09-29 03:55:37] Epoch 156 started. +[09-29 03:56:28] Epoch 156 training done. Time: 51.01s +[09-29 03:56:28] Epoch 156, train: fm_loss=0.0312 perceptual_loss=0.2141 rp_loss=0.1383 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.4666 ssim=0.6399 loss_q=0.0002 index_usage_batch=0.5875 perplexity=7923.8843 loss_commit=0.0002 loss=0.1383 fps=23.9088, 51.0s (d 0.01) 3.9h/50.0h +[09-29 03:56:28] Epoch 157 started. +[09-29 03:57:19] Epoch 157 training done. Time: 51.08s +[09-29 03:57:19] Epoch 157, train: fm_loss=0.0319 perceptual_loss=0.2134 rp_loss=0.1386 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.5220 ssim=0.6418 loss_q=0.0002 index_usage_batch=0.5881 perplexity=7924.5928 loss_commit=0.0002 loss=0.1386 fps=23.8946, 51.1s (d 0.01) 3.9h/49.8h +[09-29 03:57:19] Epoch 158 started. +[09-29 03:58:09] Epoch 158 training done. Time: 49.99s +[09-29 03:58:09] Epoch 158, train: fm_loss=0.0317 perceptual_loss=0.2101 rp_loss=0.1367 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.5700 ssim=0.6474 loss_q=0.0002 index_usage_batch=0.5876 perplexity=7925.1128 loss_commit=0.0002 loss=0.1368 fps=24.1656, 50.0s (d 0.01) 3.9h/49.7h +[09-29 03:58:09] Epoch 159 started. +[09-29 03:59:00] Epoch 159 training done. Time: 50.63s +[09-29 03:59:00] Epoch 159, train: fm_loss=0.0310 perceptual_loss=0.2100 rp_loss=0.1360 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.5969 ssim=0.6490 loss_q=0.0002 index_usage_batch=0.5870 perplexity=7925.5903 loss_commit=0.0002 loss=0.1360 fps=24.0005, 50.6s (d 0.01) 3.9h/49.5h +[09-29 03:59:00] Epoch 160 started. +[09-29 03:59:50] Epoch 160 training done. Time: 50.85s +[09-29 03:59:50] Epoch 160, train: fm_loss=0.0312 perceptual_loss=0.2111 rp_loss=0.1367 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.5423 ssim=0.6465 loss_q=0.0002 index_usage_batch=0.5877 perplexity=7926.1299 loss_commit=0.0002 loss=0.1368 fps=23.9618, 50.9s (d 0.01) 4.0h/49.4h +[09-29 03:59:50] Epoch 161 started. +[09-29 04:00:41] Epoch 161 training done. Time: 51.02s +[09-29 04:00:41] Epoch 161, train: fm_loss=0.0308 perceptual_loss=0.2089 rp_loss=0.1352 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.6403 ssim=0.6511 loss_q=0.0002 index_usage_batch=0.5873 perplexity=7926.7373 loss_commit=0.0002 loss=0.1353 fps=23.9335, 51.0s (d 0.01) 4.0h/49.3h +[09-29 04:00:41] Epoch 162 started. +[09-29 04:01:32] Epoch 162 training done. Time: 50.58s +[09-29 04:01:32] Epoch 162, train: fm_loss=0.0294 perceptual_loss=0.2096 rp_loss=0.1342 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.5601 ssim=0.6504 loss_q=0.0002 index_usage_batch=0.5879 perplexity=7927.2129 loss_commit=0.0002 loss=0.1343 fps=23.9985, 50.6s (d 0.01) 4.0h/49.1h +[09-29 04:01:32] Epoch 163 started. +[09-29 04:02:23] Epoch 163 training done. Time: 50.99s +[09-29 04:02:23] Epoch 163, train: fm_loss=0.0306 perceptual_loss=0.2082 rp_loss=0.1347 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.6072 ssim=0.6516 loss_q=0.0002 index_usage_batch=0.5872 perplexity=7927.4878 loss_commit=0.0002 loss=0.1348 fps=23.9265, 51.0s (d 0.01) 4.0h/49.0h +[09-29 04:02:23] Epoch 164 started. +[09-29 04:03:13] Epoch 164 training done. Time: 50.43s +[09-29 04:03:13] Epoch 164, train: fm_loss=0.0304 perceptual_loss=0.2068 rp_loss=0.1338 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.6333 ssim=0.6536 loss_q=0.0002 index_usage_batch=0.5879 perplexity=7927.8428 loss_commit=0.0002 loss=0.1338 fps=24.0511, 50.4s (d 0.01) 4.0h/48.9h +[09-29 04:03:13] Epoch 165 started. +[09-29 04:04:04] Epoch 165 training done. Time: 50.33s +[09-29 04:04:04] Epoch 165, train: fm_loss=0.0303 perceptual_loss=0.2067 rp_loss=0.1336 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.6248 ssim=0.6525 loss_q=0.0002 index_usage_batch=0.5877 perplexity=7928.1548 loss_commit=0.0002 loss=0.1337 fps=24.1142, 50.3s (d 0.01) 4.0h/48.8h +[09-29 04:04:04] Epoch 166 started. +[09-29 04:04:54] Epoch 166 training done. Time: 50.67s +[09-29 04:04:54] Epoch 166, train: fm_loss=0.0300 perceptual_loss=0.2070 rp_loss=0.1335 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.6029 ssim=0.6506 loss_q=0.0002 index_usage_batch=0.5870 perplexity=7928.3613 loss_commit=0.0002 loss=0.1336 fps=24.0194, 50.7s (d 0.01) 4.0h/48.6h +[09-29 04:04:54] Epoch 167 started. +[09-29 04:05:45] Epoch 167 training done. Time: 50.70s +[09-29 04:05:45] Epoch 167, train: fm_loss=0.0294 perceptual_loss=0.2053 rp_loss=0.1321 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.6698 ssim=0.6558 loss_q=0.0002 index_usage_batch=0.5864 perplexity=7928.6055 loss_commit=0.0002 loss=0.1321 fps=24.0084, 50.7s (d 0.01) 4.1h/48.5h +[09-29 04:05:45] Epoch 168 started. +[09-29 04:06:36] Epoch 168 training done. Time: 50.92s +[09-29 04:06:36] Epoch 168, train: fm_loss=0.0296 perceptual_loss=0.2055 rp_loss=0.1324 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.6323 ssim=0.6540 loss_q=0.0002 index_usage_batch=0.5869 perplexity=7928.8115 loss_commit=0.0002 loss=0.1324 fps=23.9556, 50.9s (d 0.01) 4.1h/48.4h +[09-29 04:06:36] Epoch 169 started. +[09-29 04:07:26] Epoch 169 training done. Time: 50.00s +[09-29 04:07:26] Epoch 169, train: fm_loss=0.0294 perceptual_loss=0.2047 rp_loss=0.1317 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.6349 ssim=0.6554 loss_q=0.0002 index_usage_batch=0.5870 perplexity=7929.1016 loss_commit=0.0002 loss=0.1318 fps=24.1339, 50.0s (d 0.01) 4.1h/48.3h +[09-29 04:07:26] Epoch 170 started. +[09-29 04:08:17] Epoch 170 training done. Time: 50.87s +[09-29 04:08:17] Epoch 170, train: fm_loss=0.0298 perceptual_loss=0.2010 rp_loss=0.1302 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.8301 ssim=0.6637 loss_q=0.0002 index_usage_batch=0.5864 perplexity=7929.3955 loss_commit=0.0002 loss=0.1303 fps=23.9808, 50.9s (d 0.01) 4.1h/48.2h +[09-29 04:08:17] Epoch 171 started. +[09-29 04:09:08] Epoch 171 training done. Time: 50.69s +[09-29 04:09:08] Epoch 171, train: fm_loss=0.0294 perceptual_loss=0.2020 rp_loss=0.1304 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.7420 ssim=0.6620 loss_q=0.0002 index_usage_batch=0.5874 perplexity=7929.6250 loss_commit=0.0002 loss=0.1305 fps=24.0137, 50.7s (d 0.01) 4.1h/48.0h +[09-29 04:09:08] Epoch 172 started. +[09-29 04:09:58] Epoch 172 training done. Time: 49.98s +[09-29 04:09:58] Epoch 172, train: fm_loss=0.0302 perceptual_loss=0.2018 rp_loss=0.1311 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.7689 ssim=0.6616 loss_q=0.0002 index_usage_batch=0.5880 perplexity=7929.8403 loss_commit=0.0002 loss=0.1311 fps=24.1593, 50.0s (d 0.01) 4.1h/47.9h +[09-29 04:09:58] Epoch 173 started. +[09-29 04:10:49] Epoch 173 training done. Time: 51.21s +[09-29 04:10:49] Epoch 173, train: fm_loss=0.0308 perceptual_loss=0.2017 rp_loss=0.1317 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.7617 ssim=0.6613 loss_q=0.0002 index_usage_batch=0.5877 perplexity=7930.0195 loss_commit=0.0002 loss=0.1317 fps=23.9228, 51.2s (d 0.01) 4.1h/47.8h +[09-29 04:10:49] Epoch 174 started. +[09-29 04:11:39] Epoch 174 training done. Time: 50.45s +[09-29 04:11:39] Epoch 174, train: fm_loss=0.0299 perceptual_loss=0.2025 rp_loss=0.1311 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.6901 ssim=0.6583 loss_q=0.0002 index_usage_batch=0.5875 perplexity=7930.1875 loss_commit=0.0002 loss=0.1312 fps=24.0652, 50.4s (d 0.01) 4.1h/47.7h +[09-29 04:11:39] Epoch 175 started. +[09-29 04:12:30] Epoch 175 training done. Time: 50.42s +[09-29 04:15:24] Calculating FVD with running real stats +[09-29 04:16:46] Converting video data to uint8 +[09-29 04:17:52] Converting video data to uint8 +[09-29 04:17:53] Preparing to save rng states... +[09-29 04:17:53] Saving checkpoint... +[09-29 04:18:25] New best checkpoint saved: best_fvd_630.05.pth +[09-29 04:18:25] Epoch 175, train: fm_loss=0.0300 perceptual_loss=0.1999 rp_loss=0.1299 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.7632 ssim=0.6637 loss_q=0.0002 index_usage_batch=0.5876 perplexity=7930.2974 loss_commit=0.0002 loss=0.1299 fps=24.0625, + eval: ucf101_val_psnr=19.4841 ucf101_val_ssim=0.4873 ucf101_val_fps=2.7108 ucf101_val_fvd=630.0455, +Latest checkpoint saved. Time: 32.16s +, 6.8m (d 0.01) 4.3h/48.7h +[09-29 04:18:25] Epoch 176 started. +[09-29 04:19:15] Epoch 176 training done. Time: 50.68s +[09-29 04:19:15] Epoch 176, train: fm_loss=0.0290 perceptual_loss=0.1993 rp_loss=0.1287 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.7696 ssim=0.6663 loss_q=0.0002 index_usage_batch=0.5870 perplexity=7930.4878 loss_commit=0.0002 loss=0.1287 fps=23.8348, 50.7s (d 0.01) 4.3h/48.6h +[09-29 04:19:15] Epoch 177 started. +[09-29 04:20:06] Epoch 177 training done. Time: 50.39s +[09-29 04:20:06] Epoch 177, train: fm_loss=0.0299 perceptual_loss=0.2005 rp_loss=0.1302 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.7306 ssim=0.6609 loss_q=0.0002 index_usage_batch=0.5878 perplexity=7930.6299 loss_commit=0.0002 loss=0.1302 fps=24.0637, 50.4s (d 0.01) 4.3h/48.5h +[09-29 04:20:06] Epoch 178 started. +[09-29 04:20:57] Epoch 178 training done. Time: 50.86s +[09-29 04:20:57] Epoch 178, train: fm_loss=0.0301 perceptual_loss=0.1994 rp_loss=0.1298 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.7782 ssim=0.6635 loss_q=0.0002 index_usage_batch=0.5873 perplexity=7930.7227 loss_commit=0.0002 loss=0.1299 fps=23.9581, 50.9s (d 0.01) 4.3h/48.4h +[09-29 04:20:57] Epoch 179 started. +[09-29 04:21:48] Epoch 179 training done. Time: 51.00s +[09-29 04:21:48] Epoch 179, train: fm_loss=0.0303 perceptual_loss=0.1976 rp_loss=0.1291 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.8894 ssim=0.6678 loss_q=0.0003 index_usage_batch=0.5871 perplexity=7930.7505 loss_commit=0.0003 loss=0.1291 fps=23.9068, 51.0s (d 0.01) 4.3h/48.3h +[09-29 04:21:48] Epoch 180 started. +[09-29 04:22:38] Epoch 180 training done. Time: 50.58s +[09-29 04:22:38] Epoch 180, train: fm_loss=0.0303 perceptual_loss=0.1974 rp_loss=0.1290 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.8261 ssim=0.6651 loss_q=0.0003 index_usage_batch=0.5874 perplexity=7930.8687 loss_commit=0.0003 loss=0.1290 fps=24.0124, 50.6s (d 0.01) 4.3h/48.1h +[09-29 04:22:38] Epoch 181 started. +[09-29 04:23:29] Epoch 181 training done. Time: 50.48s +[09-29 04:23:29] Epoch 181, train: fm_loss=0.0300 perceptual_loss=0.1976 rp_loss=0.1288 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.8253 ssim=0.6650 loss_q=0.0003 index_usage_batch=0.5873 perplexity=7930.9658 loss_commit=0.0003 loss=0.1288 fps=24.0119, 50.5s (d 0.01) 4.3h/48.0h +[09-29 04:23:29] Epoch 182 started. +[09-29 04:24:20] Epoch 182 training done. Time: 51.02s +[09-29 04:24:20] Epoch 182, train: fm_loss=0.0299 perceptual_loss=0.1937 rp_loss=0.1268 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.9488 ssim=0.6736 loss_q=0.0003 index_usage_batch=0.5877 perplexity=7931.0049 loss_commit=0.0003 loss=0.1268 fps=23.8893, 51.0s (d 0.01) 4.4h/47.9h +[09-29 04:24:20] Epoch 183 started. +[09-29 04:25:10] Epoch 183 training done. Time: 50.56s +[09-29 04:25:10] Epoch 183, train: fm_loss=0.0295 perceptual_loss=0.1956 rp_loss=0.1274 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.9147 ssim=0.6701 loss_q=0.0003 index_usage_batch=0.5871 perplexity=7931.0195 loss_commit=0.0003 loss=0.1274 fps=23.9920, 50.6s (d 0.01) 4.4h/47.8h +[09-29 04:25:10] Epoch 184 started. +[09-29 04:26:02] Epoch 184 training done. Time: 51.62s +[09-29 04:26:02] Epoch 184, train: fm_loss=0.0284 perceptual_loss=0.1951 rp_loss=0.1260 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.8063 ssim=0.6681 loss_q=0.0003 index_usage_batch=0.5877 perplexity=7930.9946 loss_commit=0.0003 loss=0.1260 fps=23.8132, 51.6s (d 0.01) 4.4h/47.7h +[09-29 04:26:02] Epoch 185 started. +[09-29 04:26:52] Epoch 185 training done. Time: 50.04s +[09-29 04:26:52] Epoch 185, train: fm_loss=0.0298 perceptual_loss=0.1931 rp_loss=0.1264 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.8937 ssim=0.6726 loss_q=0.0003 index_usage_batch=0.5877 perplexity=7931.0737 loss_commit=0.0003 loss=0.1264 fps=24.1462, 50.0s (d 0.01) 4.4h/47.6h +[09-29 04:26:52] Epoch 186 started. +[09-29 04:27:42] Epoch 186 training done. Time: 50.47s +[09-29 04:27:42] Epoch 186, train: fm_loss=0.0301 perceptual_loss=0.1922 rp_loss=0.1262 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.0340 ssim=0.6770 loss_q=0.0003 index_usage_batch=0.5879 perplexity=7931.1143 loss_commit=0.0003 loss=0.1262 fps=24.0326, 50.5s (d 0.01) 4.4h/47.5h +[09-29 04:27:42] Epoch 187 started. +[09-29 04:28:34] Epoch 187 training done. Time: 51.14s +[09-29 04:28:34] Epoch 187, train: fm_loss=0.0289 perceptual_loss=0.1918 rp_loss=0.1248 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.9722 ssim=0.6768 loss_q=0.0003 index_usage_batch=0.5875 perplexity=7931.1445 loss_commit=0.0003 loss=0.1248 fps=23.9127, 51.1s (d 0.01) 4.4h/47.4h +[09-29 04:28:34] Epoch 188 started. +[09-29 04:29:24] Epoch 188 training done. Time: 50.41s +[09-29 04:29:24] Epoch 188, train: fm_loss=0.0297 perceptual_loss=0.1925 rp_loss=0.1260 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.9368 ssim=0.6742 loss_q=0.0003 index_usage_batch=0.5877 perplexity=7931.0762 loss_commit=0.0003 loss=0.1260 fps=24.0741, 50.4s (d 0.01) 4.4h/47.3h +[09-29 04:29:24] Epoch 189 started. +[09-29 04:30:15] Epoch 189 training done. Time: 51.25s +[09-29 04:30:15] Epoch 189, train: fm_loss=0.0297 perceptual_loss=0.1927 rp_loss=0.1261 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.9371 ssim=0.6723 loss_q=0.0003 index_usage_batch=0.5881 perplexity=7931.0156 loss_commit=0.0003 loss=0.1261 fps=23.8943, 51.3s (d 0.01) 4.5h/47.2h +[09-29 04:30:15] Epoch 190 started. +[09-29 04:31:05] Epoch 190 training done. Time: 49.96s +[09-29 04:31:05] Epoch 190, train: fm_loss=0.0295 perceptual_loss=0.1909 rp_loss=0.1249 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=25.9571 ssim=0.6748 loss_q=0.0003 index_usage_batch=0.5887 perplexity=7930.9883 loss_commit=0.0003 loss=0.1250 fps=24.1687, 50.0s (d 0.01) 4.5h/47.1h +[09-29 04:31:05] Epoch 191 started. +[09-29 04:31:55] Epoch 191 training done. Time: 50.12s +[09-29 04:31:55] Epoch 191, train: fm_loss=0.0282 perceptual_loss=0.1898 rp_loss=0.1231 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.0014 ssim=0.6802 loss_q=0.0003 index_usage_batch=0.5879 perplexity=7930.9033 loss_commit=0.0003 loss=0.1231 fps=24.1022, 50.1s (d 0.01) 4.5h/47.0h +[09-29 04:31:55] Epoch 192 started. +[09-29 04:32:46] Epoch 192 training done. Time: 50.98s +[09-29 04:32:46] Epoch 192, train: fm_loss=0.0287 perceptual_loss=0.1875 rp_loss=0.1224 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.0674 ssim=0.6825 loss_q=0.0003 index_usage_batch=0.5877 perplexity=7930.8228 loss_commit=0.0003 loss=0.1224 fps=23.9435, 51.0s (d 0.01) 4.5h/46.9h +[09-29 04:32:46] Epoch 193 started. +[09-29 04:33:37] Epoch 193 training done. Time: 50.92s +[09-29 04:33:37] Epoch 193, train: fm_loss=0.0290 perceptual_loss=0.1887 rp_loss=0.1234 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.0391 ssim=0.6816 loss_q=0.0003 index_usage_batch=0.5887 perplexity=7930.8018 loss_commit=0.0003 loss=0.1234 fps=23.9155, 50.9s (d 0.01) 4.5h/46.8h +[09-29 04:33:37] Epoch 194 started. +[09-29 04:34:28] Epoch 194 training done. Time: 50.80s +[09-29 04:34:28] Epoch 194, train: fm_loss=0.0287 perceptual_loss=0.1880 rp_loss=0.1227 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.0887 ssim=0.6836 loss_q=0.0003 index_usage_batch=0.5879 perplexity=7930.7158 loss_commit=0.0003 loss=0.1227 fps=23.9619, 50.8s (d 0.01) 4.5h/46.7h +[09-29 04:34:28] Epoch 195 started. +[09-29 04:35:19] Epoch 195 training done. Time: 50.86s +[09-29 04:35:19] Epoch 195, train: fm_loss=0.0286 perceptual_loss=0.1876 rp_loss=0.1224 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.0394 ssim=0.6825 loss_q=0.0003 index_usage_batch=0.5887 perplexity=7930.6182 loss_commit=0.0003 loss=0.1224 fps=23.9566, 50.9s (d 0.01) 4.5h/46.6h +[09-29 04:35:19] Epoch 196 started. +[09-29 04:36:09] Epoch 196 training done. Time: 50.03s +[09-29 04:36:09] Epoch 196, train: fm_loss=0.0292 perceptual_loss=0.1888 rp_loss=0.1236 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.0157 ssim=0.6800 loss_q=0.0003 index_usage_batch=0.5891 perplexity=7930.4888 loss_commit=0.0003 loss=0.1236 fps=24.1523, 50.0s (d 0.01) 4.6h/46.5h +[09-29 04:36:09] Epoch 197 started. +[09-29 04:36:59] Epoch 197 training done. Time: 50.46s +[09-29 04:36:59] Epoch 197, train: fm_loss=0.0276 perceptual_loss=0.1863 rp_loss=0.1207 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.0659 ssim=0.6861 loss_q=0.0003 index_usage_batch=0.5890 perplexity=7930.3667 loss_commit=0.0003 loss=0.1207 fps=24.0388, 50.5s (d 0.01) 4.6h/46.4h +[09-29 04:36:59] Epoch 198 started. +[09-29 04:37:50] Epoch 198 training done. Time: 50.46s +[09-29 04:37:50] Epoch 198, train: fm_loss=0.0283 perceptual_loss=0.1865 rp_loss=0.1215 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.0826 ssim=0.6855 loss_q=0.0003 index_usage_batch=0.5904 perplexity=7930.3584 loss_commit=0.0003 loss=0.1215 fps=24.0505, 50.5s (d 0.01) 4.6h/46.3h +[09-29 04:37:50] Epoch 199 started. +[09-29 04:38:41] Epoch 199 training done. Time: 51.21s +[09-29 04:38:41] Epoch 199, train: fm_loss=0.0282 perceptual_loss=0.1842 rp_loss=0.1203 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.1662 ssim=0.6887 loss_q=0.0003 index_usage_batch=0.5904 perplexity=7930.3682 loss_commit=0.0003 loss=0.1204 fps=23.8747, 51.2s (d 0.01) 4.6h/46.2h +[09-29 04:38:41] Epoch 200 started. +[09-29 04:39:33] Epoch 200 training done. Time: 51.55s +[09-29 04:42:27] Calculating FVD with running real stats +[09-29 04:43:49] Converting video data to uint8 +[09-29 04:44:57] Converting video data to uint8 +[09-29 04:44:57] Preparing to save rng states... +[09-29 04:44:57] Saving checkpoint... +[09-29 04:45:29] New best checkpoint saved: best_fvd_584.63.pth +[09-29 04:45:29] Epoch 200, train: fm_loss=0.0289 perceptual_loss=0.1867 rp_loss=0.1223 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.0574 ssim=0.6830 loss_q=0.0003 index_usage_batch=0.5903 perplexity=7930.1895 loss_commit=0.0003 loss=0.1223 fps=23.7989, + eval: ucf101_val_psnr=20.1615 ucf101_val_ssim=0.5081 ucf101_val_fps=2.7154 ucf101_val_fvd=584.6298, +Latest checkpoint saved. Time: 31.89s +, 6.8m (d 0.01) 4.7h/47.1h +[09-29 04:45:29] Epoch 201 started. +[09-29 04:46:19] Epoch 201 training done. Time: 49.71s +[09-29 04:46:19] Epoch 201, train: fm_loss=0.0281 perceptual_loss=0.1841 rp_loss=0.1201 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.0891 ssim=0.6871 loss_q=0.0003 index_usage_batch=0.5915 perplexity=7930.0942 loss_commit=0.0003 loss=0.1201 fps=24.0673, 49.7s (d 0.01) 4.7h/47.0h +[09-29 04:46:19] Epoch 202 started. +[09-29 04:47:09] Epoch 202 training done. Time: 50.48s +[09-29 04:47:09] Epoch 202, train: fm_loss=0.0286 perceptual_loss=0.1838 rp_loss=0.1205 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.1302 ssim=0.6896 loss_q=0.0003 index_usage_batch=0.5909 perplexity=7930.1216 loss_commit=0.0003 loss=0.1205 fps=24.0250, 50.5s (d 0.01) 4.7h/46.9h +[09-29 04:47:09] Epoch 203 started. +[09-29 04:48:00] Epoch 203 training done. Time: 50.49s +[09-29 04:48:00] Epoch 203, train: fm_loss=0.0287 perceptual_loss=0.1851 rp_loss=0.1212 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.0933 ssim=0.6854 loss_q=0.0004 index_usage_batch=0.5920 perplexity=7930.1143 loss_commit=0.0004 loss=0.1212 fps=24.0168, 50.5s (d 0.01) 4.8h/46.9h +[09-29 04:48:00] Epoch 204 started. +[09-29 04:48:51] Epoch 204 training done. Time: 50.94s +[09-29 04:48:51] Epoch 204, train: fm_loss=0.0275 perceptual_loss=0.1821 rp_loss=0.1186 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.1433 ssim=0.6918 loss_q=0.0004 index_usage_batch=0.5919 perplexity=7930.1172 loss_commit=0.0004 loss=0.1186 fps=23.8985, 50.9s (d 0.01) 4.8h/46.8h +[09-29 04:48:51] Epoch 205 started. +[09-29 04:49:42] Epoch 205 training done. Time: 51.39s +[09-29 04:49:42] Epoch 205, train: fm_loss=0.0278 perceptual_loss=0.1805 rp_loss=0.1180 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.2072 ssim=0.6963 loss_q=0.0004 index_usage_batch=0.5927 perplexity=7930.2349 loss_commit=0.0004 loss=0.1181 fps=23.8244, 51.4s (d 0.01) 4.8h/46.7h +[09-29 04:49:42] Epoch 206 started. +[09-29 04:50:33] Epoch 206 training done. Time: 50.48s +[09-29 04:50:33] Epoch 206, train: fm_loss=0.0286 perceptual_loss=0.1810 rp_loss=0.1190 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.2234 ssim=0.6939 loss_q=0.0005 index_usage_batch=0.5930 perplexity=7930.2622 loss_commit=0.0005 loss=0.1191 fps=24.0320, 50.5s (d 0.01) 4.8h/46.6h +[09-29 04:50:33] Epoch 207 started. +[09-29 04:51:23] Epoch 207 training done. Time: 50.10s +[09-29 04:51:23] Epoch 207, train: fm_loss=0.0278 perceptual_loss=0.1809 rp_loss=0.1182 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.1473 ssim=0.6938 loss_q=0.0005 index_usage_batch=0.5930 perplexity=7930.3770 loss_commit=0.0005 loss=0.1183 fps=24.1157, 50.1s (d 0.01) 4.8h/46.5h +[09-29 04:51:23] Epoch 208 started. +[09-29 04:52:13] Epoch 208 training done. Time: 50.46s +[09-29 04:52:13] Epoch 208, train: fm_loss=0.0287 perceptual_loss=0.1831 rp_loss=0.1203 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.1795 ssim=0.6916 loss_q=0.0006 index_usage_batch=0.5927 perplexity=7930.5591 loss_commit=0.0006 loss=0.1203 fps=24.0442, 50.5s (d 0.01) 4.8h/46.4h +[09-29 04:52:13] Epoch 209 started. +[09-29 04:53:04] Epoch 209 training done. Time: 50.40s +[09-29 04:53:04] Epoch 209, train: fm_loss=0.0285 perceptual_loss=0.1815 rp_loss=0.1192 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.1379 ssim=0.6920 loss_q=0.0006 index_usage_batch=0.5928 perplexity=7930.8516 loss_commit=0.0006 loss=0.1193 fps=24.0738, 50.4s (d 0.01) 4.8h/46.3h +[09-29 04:53:04] Epoch 210 started. +[09-29 04:53:56] Epoch 210 training done. Time: 52.04s +[09-29 04:53:56] Epoch 210, train: fm_loss=0.0269 perceptual_loss=0.1817 rp_loss=0.1178 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.0884 ssim=0.6930 loss_q=0.0006 index_usage_batch=0.5931 perplexity=7931.1099 loss_commit=0.0006 loss=0.1178 fps=23.7785, 52.0s (d 0.01) 4.9h/46.2h +[09-29 04:53:56] Epoch 211 started. +[09-29 04:54:46] Epoch 211 training done. Time: 50.04s +[09-29 04:54:46] Epoch 211, train: fm_loss=0.0274 perceptual_loss=0.1811 rp_loss=0.1180 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.1219 ssim=0.6947 loss_q=0.0006 index_usage_batch=0.5926 perplexity=7931.4893 loss_commit=0.0006 loss=0.1180 fps=24.1228, 50.0s (d 0.01) 4.9h/46.1h +[09-29 04:54:46] Epoch 212 started. +[09-29 04:55:36] Epoch 212 training done. Time: 50.61s +[09-29 04:55:36] Epoch 212, train: fm_loss=0.0284 perceptual_loss=0.1780 rp_loss=0.1174 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.2168 ssim=0.6990 loss_q=0.0006 index_usage_batch=0.5928 perplexity=7931.7217 loss_commit=0.0006 loss=0.1174 fps=24.0365, 50.6s (d 0.01) 4.9h/46.1h +[09-29 04:55:36] Epoch 213 started. +[09-29 04:56:27] Epoch 213 training done. Time: 50.47s +[09-29 04:56:27] Epoch 213, train: fm_loss=0.0278 perceptual_loss=0.1808 rp_loss=0.1182 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.1587 ssim=0.6941 loss_q=0.0006 index_usage_batch=0.5932 perplexity=7931.9619 loss_commit=0.0006 loss=0.1183 fps=24.0414, 50.5s (d 0.01) 4.9h/46.0h +[09-29 04:56:27] Epoch 214 started. +[09-29 04:57:17] Epoch 214 training done. Time: 50.47s +[09-29 04:57:17] Epoch 214, train: fm_loss=0.0280 perceptual_loss=0.1779 rp_loss=0.1170 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.2419 ssim=0.6994 loss_q=0.0006 index_usage_batch=0.5930 perplexity=7932.2305 loss_commit=0.0006 loss=0.1170 fps=24.0424, 50.5s (d 0.01) 4.9h/45.9h +[09-29 04:57:17] Epoch 215 started. +[09-29 04:58:08] Epoch 215 training done. Time: 50.77s +[09-29 04:58:08] Epoch 215, train: fm_loss=0.0282 perceptual_loss=0.1776 rp_loss=0.1170 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.2983 ssim=0.7009 loss_q=0.0006 index_usage_batch=0.5931 perplexity=7932.4341 loss_commit=0.0006 loss=0.1171 fps=23.9660, 50.8s (d 0.01) 4.9h/45.8h +[09-29 04:58:08] Epoch 216 started. +[09-29 04:58:59] Epoch 216 training done. Time: 50.86s +[09-29 04:58:59] Epoch 216, train: fm_loss=0.0279 perceptual_loss=0.1773 rp_loss=0.1166 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.2932 ssim=0.7018 loss_q=0.0006 index_usage_batch=0.5934 perplexity=7932.5820 loss_commit=0.0006 loss=0.1167 fps=23.9783, 50.9s (d 0.01) 4.9h/45.7h +[09-29 04:58:59] Epoch 217 started. +[09-29 04:59:50] Epoch 217 training done. Time: 50.58s +[09-29 04:59:50] Epoch 217, train: fm_loss=0.0280 perceptual_loss=0.1774 rp_loss=0.1167 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.2766 ssim=0.7001 loss_q=0.0006 index_usage_batch=0.5930 perplexity=7932.8354 loss_commit=0.0006 loss=0.1168 fps=24.0449, 50.6s (d 0.01) 5.0h/45.6h +[09-29 04:59:50] Epoch 218 started. +[09-29 05:00:40] Epoch 218 training done. Time: 50.09s +[09-29 05:00:40] Epoch 218, train: fm_loss=0.0279 perceptual_loss=0.1743 rp_loss=0.1151 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.3631 ssim=0.7067 loss_q=0.0006 index_usage_batch=0.5929 perplexity=7932.9761 loss_commit=0.0006 loss=0.1151 fps=24.1123, 50.1s (d 0.01) 5.0h/45.6h +[09-29 05:00:40] Epoch 219 started. +[09-29 05:01:30] Epoch 219 training done. Time: 50.82s +[09-29 05:01:30] Epoch 219, train: fm_loss=0.0270 perceptual_loss=0.1762 rp_loss=0.1151 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.2665 ssim=0.7026 loss_q=0.0006 index_usage_batch=0.5932 perplexity=7933.0864 loss_commit=0.0006 loss=0.1151 fps=23.9623, 50.8s (d 0.01) 5.0h/45.5h +[09-29 05:01:30] Epoch 220 started. +[09-29 05:02:21] Epoch 220 training done. Time: 50.52s +[09-29 05:02:21] Epoch 220, train: fm_loss=0.0283 perceptual_loss=0.1754 rp_loss=0.1160 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.3303 ssim=0.7032 loss_q=0.0006 index_usage_batch=0.5931 perplexity=7933.2344 loss_commit=0.0006 loss=0.1161 fps=24.0247, 50.5s (d 0.01) 5.0h/45.4h +[09-29 05:02:21] Epoch 221 started. +[09-29 05:03:13] Epoch 221 training done. Time: 51.82s +[09-29 05:03:13] Epoch 221, train: fm_loss=0.0284 perceptual_loss=0.1755 rp_loss=0.1162 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.3936 ssim=0.7066 loss_q=0.0006 index_usage_batch=0.5932 perplexity=7933.3589 loss_commit=0.0006 loss=0.1162 fps=23.7395, 51.8s (d 0.01) 5.0h/45.3h +[09-29 05:03:13] Epoch 222 started. +[09-29 05:04:03] Epoch 222 training done. Time: 50.54s +[09-29 05:04:03] Epoch 222, train: fm_loss=0.0261 perceptual_loss=0.1750 rp_loss=0.1136 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.2166 ssim=0.7032 loss_q=0.0006 index_usage_batch=0.5930 perplexity=7933.3691 loss_commit=0.0006 loss=0.1137 fps=24.0144, 50.5s (d 0.01) 5.0h/45.3h +[09-29 05:04:03] Epoch 223 started. +[09-29 05:04:53] Epoch 223 training done. Time: 50.09s +[09-29 05:04:53] Epoch 223, train: fm_loss=0.0266 perceptual_loss=0.1737 rp_loss=0.1134 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.3024 ssim=0.7074 loss_q=0.0006 index_usage_batch=0.5927 perplexity=7933.4453 loss_commit=0.0006 loss=0.1135 fps=24.1165, 50.1s (d 0.01) 5.0h/45.2h +[09-29 05:04:53] Epoch 224 started. +[09-29 05:05:45] Epoch 224 training done. Time: 51.05s +[09-29 05:05:45] Epoch 224, train: fm_loss=0.0274 perceptual_loss=0.1716 rp_loss=0.1132 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.4315 ssim=0.7120 loss_q=0.0006 index_usage_batch=0.5927 perplexity=7933.5742 loss_commit=0.0006 loss=0.1132 fps=23.9068, 51.0s (d 0.01) 5.1h/45.1h +[09-29 05:05:45] Epoch 225 started. +[09-29 05:06:35] Epoch 225 training done. Time: 50.13s +[09-29 05:09:30] Calculating FVD with running real stats +[09-29 05:10:52] Converting video data to uint8 +[09-29 05:11:59] Converting video data to uint8 +[09-29 05:12:00] Preparing to save rng states... +[09-29 05:12:00] Saving checkpoint... +[09-29 05:12:32] New best checkpoint saved: best_fvd_499.71.pth +[09-29 05:12:32] Epoch 225, train: fm_loss=0.0278 perceptual_loss=0.1720 rp_loss=0.1138 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.4228 ssim=0.7107 loss_q=0.0006 index_usage_batch=0.5925 perplexity=7933.7261 loss_commit=0.0006 loss=0.1138 fps=24.0967, + eval: ucf101_val_psnr=20.4342 ucf101_val_ssim=0.5310 ucf101_val_fps=2.7025 ucf101_val_fvd=499.7051, +Latest checkpoint saved. Time: 32.13s +, 6.8m (d 0.01) 5.2h/45.9h +[09-29 05:12:32] Epoch 226 started. +[09-29 05:13:24] Epoch 226 training done. Time: 51.45s +[09-29 05:13:24] Epoch 226, train: fm_loss=0.0279 perceptual_loss=0.1737 rp_loss=0.1147 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.3510 ssim=0.7062 loss_q=0.0006 index_usage_batch=0.5924 perplexity=7933.8750 loss_commit=0.0006 loss=0.1148 fps=23.6838, 51.5s (d 0.01) 5.2h/45.8h +[09-29 05:13:24] Epoch 227 started. +[09-29 05:14:15] Epoch 227 training done. Time: 50.92s +[09-29 05:14:15] Epoch 227, train: fm_loss=0.0278 perceptual_loss=0.1686 rp_loss=0.1121 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.5162 ssim=0.7164 loss_q=0.0006 index_usage_batch=0.5922 perplexity=7933.8950 loss_commit=0.0006 loss=0.1122 fps=23.9541, 50.9s (d 0.01) 5.2h/45.8h +[09-29 05:14:15] Epoch 228 started. +[09-29 05:15:05] Epoch 228 training done. Time: 49.98s +[09-29 05:15:05] Epoch 228, train: fm_loss=0.0276 perceptual_loss=0.1717 rp_loss=0.1135 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.4272 ssim=0.7103 loss_q=0.0006 index_usage_batch=0.5932 perplexity=7933.9629 loss_commit=0.0006 loss=0.1135 fps=24.1436, 50.0s (d 0.01) 5.2h/45.7h +[09-29 05:15:05] Epoch 229 started. +[09-29 05:15:55] Epoch 229 training done. Time: 50.56s +[09-29 05:15:55] Epoch 229, train: fm_loss=0.0269 perceptual_loss=0.1695 rp_loss=0.1116 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.4970 ssim=0.7147 loss_q=0.0006 index_usage_batch=0.5929 perplexity=7934.0684 loss_commit=0.0006 loss=0.1117 fps=24.0386, 50.6s (d 0.01) 5.2h/45.6h +[09-29 05:15:55] Epoch 230 started. +[09-29 05:16:46] Epoch 230 training done. Time: 50.57s +[09-29 05:16:46] Epoch 230, train: fm_loss=0.0276 perceptual_loss=0.1691 rp_loss=0.1121 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.5412 ssim=0.7161 loss_q=0.0006 index_usage_batch=0.5925 perplexity=7934.1377 loss_commit=0.0006 loss=0.1122 fps=23.9868, 50.6s (d 0.01) 5.2h/45.5h +[09-29 05:16:46] Epoch 231 started. +[09-29 05:17:37] Epoch 231 training done. Time: 50.92s +[09-29 05:17:37] Epoch 231, train: fm_loss=0.0277 perceptual_loss=0.1688 rp_loss=0.1121 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.5394 ssim=0.7164 loss_q=0.0006 index_usage_batch=0.5921 perplexity=7934.1440 loss_commit=0.0006 loss=0.1121 fps=23.9456, 50.9s (d 0.01) 5.2h/45.4h +[09-29 05:17:37] Epoch 232 started. +[09-29 05:18:28] Epoch 232 training done. Time: 51.36s +[09-29 05:18:28] Epoch 232, train: fm_loss=0.0276 perceptual_loss=0.1676 rp_loss=0.1114 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.5151 ssim=0.7171 loss_q=0.0006 index_usage_batch=0.5916 perplexity=7934.1943 loss_commit=0.0006 loss=0.1114 fps=23.8503, 51.4s (d 0.01) 5.3h/45.4h +[09-29 05:18:28] Epoch 233 started. +[09-29 05:19:18] Epoch 233 training done. Time: 50.54s +[09-29 05:19:18] Epoch 233, train: fm_loss=0.0277 perceptual_loss=0.1681 rp_loss=0.1118 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.5491 ssim=0.7182 loss_q=0.0006 index_usage_batch=0.5918 perplexity=7934.2612 loss_commit=0.0006 loss=0.1118 fps=24.0010, 50.5s (d 0.01) 5.3h/45.3h +[09-29 05:19:18] Epoch 234 started. +[09-29 05:20:09] Epoch 234 training done. Time: 50.66s +[09-29 05:20:09] Epoch 234, train: fm_loss=0.0279 perceptual_loss=0.1675 rp_loss=0.1117 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.5415 ssim=0.7174 loss_q=0.0006 index_usage_batch=0.5925 perplexity=7934.2969 loss_commit=0.0006 loss=0.1117 fps=23.9996, 50.7s (d 0.01) 5.3h/45.2h +[09-29 05:20:09] Epoch 235 started. +[09-29 05:21:00] Epoch 235 training done. Time: 50.57s +[09-29 05:21:00] Epoch 235, train: fm_loss=0.0273 perceptual_loss=0.1712 rp_loss=0.1129 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.4087 ssim=0.7100 loss_q=0.0006 index_usage_batch=0.5922 perplexity=7934.4199 loss_commit=0.0006 loss=0.1130 fps=23.9838, 50.6s (d 0.01) 5.3h/45.2h +[09-29 05:21:00] Epoch 236 started. +[09-29 05:21:50] Epoch 236 training done. Time: 50.11s +[09-29 05:21:50] Epoch 236, train: fm_loss=0.0267 perceptual_loss=0.1680 rp_loss=0.1107 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.4491 ssim=0.7167 loss_q=0.0006 index_usage_batch=0.5913 perplexity=7934.4443 loss_commit=0.0006 loss=0.1107 fps=24.0971, 50.1s (d 0.01) 5.3h/45.1h +[09-29 05:21:50] Epoch 237 started. +[09-29 05:22:42] Epoch 237 training done. Time: 52.60s +[09-29 05:22:42] Epoch 237, train: fm_loss=0.0274 perceptual_loss=0.1653 rp_loss=0.1100 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.6280 ssim=0.7223 loss_q=0.0006 index_usage_batch=0.5916 perplexity=7934.4180 loss_commit=0.0006 loss=0.1101 fps=23.5597, 52.6s (d 0.01) 5.3h/45.0h +[09-29 05:22:42] Epoch 238 started. +[09-29 05:23:33] Epoch 238 training done. Time: 50.12s +[09-29 05:23:33] Epoch 238, train: fm_loss=0.0260 perceptual_loss=0.1673 rp_loss=0.1097 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.4775 ssim=0.7193 loss_q=0.0006 index_usage_batch=0.5923 perplexity=7934.4028 loss_commit=0.0006 loss=0.1097 fps=24.0906, 50.1s (d 0.01) 5.3h/44.9h +[09-29 05:23:33] Epoch 239 started. +[09-29 05:24:23] Epoch 239 training done. Time: 50.13s +[09-29 05:24:23] Epoch 239, train: fm_loss=0.0268 perceptual_loss=0.1680 rp_loss=0.1108 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.4302 ssim=0.7162 loss_q=0.0006 index_usage_batch=0.5918 perplexity=7934.4019 loss_commit=0.0006 loss=0.1108 fps=24.0911, 50.1s (d 0.01) 5.4h/44.9h +[09-29 05:24:23] Epoch 240 started. +[09-29 05:25:14] Epoch 240 training done. Time: 51.04s +[09-29 05:25:14] Epoch 240, train: fm_loss=0.0275 perceptual_loss=0.1639 rp_loss=0.1095 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.6052 ssim=0.7242 loss_q=0.0006 index_usage_batch=0.5918 perplexity=7934.3740 loss_commit=0.0006 loss=0.1095 fps=23.8810, 51.0s (d 0.01) 5.4h/44.8h +[09-29 05:25:14] Epoch 241 started. +[09-29 05:26:04] Epoch 241 training done. Time: 50.19s +[09-29 05:26:04] Epoch 241, train: fm_loss=0.0261 perceptual_loss=0.1683 rp_loss=0.1102 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.4582 ssim=0.7175 loss_q=0.0006 index_usage_batch=0.5924 perplexity=7934.4214 loss_commit=0.0006 loss=0.1103 fps=24.0415, 50.2s (d 0.01) 5.4h/44.7h +[09-29 05:26:04] Epoch 242 started. +[09-29 05:26:55] Epoch 242 training done. Time: 51.25s +[09-29 05:26:55] Epoch 242, train: fm_loss=0.0260 perceptual_loss=0.1652 rp_loss=0.1086 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.5555 ssim=0.7222 loss_q=0.0006 index_usage_batch=0.5924 perplexity=7934.4771 loss_commit=0.0006 loss=0.1087 fps=23.8360, 51.3s (d 0.01) 5.4h/44.7h +[09-29 05:26:55] Epoch 243 started. +[09-29 05:27:47] Epoch 243 training done. Time: 51.81s +[09-29 05:27:47] Epoch 243, train: fm_loss=0.0256 perceptual_loss=0.1658 rp_loss=0.1085 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.4210 ssim=0.7193 loss_q=0.0006 index_usage_batch=0.5918 perplexity=7934.4180 loss_commit=0.0006 loss=0.1086 fps=23.7172, 51.8s (d 0.01) 5.4h/44.6h +[09-29 05:27:47] Epoch 244 started. +[09-29 05:28:37] Epoch 244 training done. Time: 50.30s +[09-29 05:28:37] Epoch 244, train: fm_loss=0.0271 perceptual_loss=0.1661 rp_loss=0.1102 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.5547 ssim=0.7200 loss_q=0.0006 index_usage_batch=0.5922 perplexity=7934.4023 loss_commit=0.0006 loss=0.1102 fps=24.0074, 50.3s (d 0.01) 5.4h/44.5h +[09-29 05:28:37] Epoch 245 started. +[09-29 05:29:28] Epoch 245 training done. Time: 50.64s +[09-29 05:29:28] Epoch 245, train: fm_loss=0.0262 perceptual_loss=0.1629 rp_loss=0.1077 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.5835 ssim=0.7249 loss_q=0.0006 index_usage_batch=0.5918 perplexity=7934.3223 loss_commit=0.0006 loss=0.1077 fps=23.9789, 50.6s (d 0.01) 5.4h/44.5h +[09-29 05:29:28] Epoch 246 started. +[09-29 05:30:18] Epoch 246 training done. Time: 50.48s +[09-29 05:30:18] Epoch 246, train: fm_loss=0.0268 perceptual_loss=0.1617 rp_loss=0.1076 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.6630 ssim=0.7287 loss_q=0.0006 index_usage_batch=0.5913 perplexity=7934.1948 loss_commit=0.0006 loss=0.1077 fps=24.0101, 50.5s (d 0.01) 5.5h/44.4h +[09-29 05:30:18] Epoch 247 started. +[09-29 05:31:09] Epoch 247 training done. Time: 50.59s +[09-29 05:31:09] Epoch 247, train: fm_loss=0.0259 perceptual_loss=0.1633 rp_loss=0.1075 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.5467 ssim=0.7253 loss_q=0.0006 index_usage_batch=0.5916 perplexity=7934.0503 loss_commit=0.0006 loss=0.1076 fps=24.0248, 50.6s (d 0.01) 5.5h/44.3h +[09-29 05:31:09] Epoch 248 started. +[09-29 05:32:01] Epoch 248 training done. Time: 52.30s +[09-29 05:32:01] Epoch 248, train: fm_loss=0.0262 perceptual_loss=0.1644 rp_loss=0.1083 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.5576 ssim=0.7238 loss_q=0.0006 index_usage_batch=0.5911 perplexity=7934.0503 loss_commit=0.0006 loss=0.1084 fps=23.6116, 52.3s (d 0.01) 5.5h/44.3h +[09-29 05:32:01] Epoch 249 started. +[09-29 05:32:51] Epoch 249 training done. Time: 50.17s +[09-29 05:32:51] Epoch 249, train: fm_loss=0.0257 perceptual_loss=0.1605 rp_loss=0.1059 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.6315 ssim=0.7309 loss_q=0.0006 index_usage_batch=0.5922 perplexity=7934.0073 loss_commit=0.0006 loss=0.1060 fps=24.0987, 50.2s (d 0.01) 5.5h/44.2h +[09-29 05:32:51] Epoch 250 started. +[09-29 05:33:42] Epoch 250 training done. Time: 50.47s +[09-29 05:36:37] Calculating FVD with running real stats +[09-29 05:37:58] Converting video data to uint8 +[09-29 05:39:06] Converting video data to uint8 +[09-29 05:39:07] Preparing to save rng states... +[09-29 05:39:07] Saving checkpoint... +[09-29 05:39:15] Epoch 250, train: fm_loss=0.0271 perceptual_loss=0.1607 rp_loss=0.1075 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.6874 ssim=0.7292 loss_q=0.0006 index_usage_batch=0.5914 perplexity=7933.9453 loss_commit=0.0006 loss=0.1076 fps=24.0441, + eval: ucf101_val_psnr=21.0768 ucf101_val_ssim=0.5682 ucf101_val_fps=2.7101 ucf101_val_fvd=528.4696, +Latest checkpoint saved. Time: 8.61s +, 6.4m (d 0.01) 5.6h/44.9h +[09-29 05:39:15] Epoch 251 started. +[09-29 05:40:05] Epoch 251 training done. Time: 50.06s +[09-29 05:40:05] Epoch 251, train: fm_loss=0.0267 perceptual_loss=0.1616 rp_loss=0.1075 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.6697 ssim=0.7276 loss_q=0.0006 index_usage_batch=0.5910 perplexity=7933.7793 loss_commit=0.0006 loss=0.1075 fps=24.0071, 50.1s (d 0.01) 5.6h/44.8h +[09-29 05:40:05] Epoch 252 started. +[09-29 05:40:56] Epoch 252 training done. Time: 50.52s +[09-29 05:40:56] Epoch 252, train: fm_loss=0.0265 perceptual_loss=0.1625 rp_loss=0.1078 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.6196 ssim=0.7264 loss_q=0.0006 index_usage_batch=0.5913 perplexity=7933.6362 loss_commit=0.0006 loss=0.1078 fps=24.0398, 50.5s (d 0.01) 5.6h/44.7h +[09-29 05:40:56] Epoch 253 started. +[09-29 05:41:47] Epoch 253 training done. Time: 51.38s +[09-29 05:41:47] Epoch 253, train: fm_loss=0.0267 perceptual_loss=0.1628 rp_loss=0.1081 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.6611 ssim=0.7266 loss_q=0.0006 index_usage_batch=0.5927 perplexity=7933.5532 loss_commit=0.0006 loss=0.1082 fps=23.8363, 51.4s (d 0.01) 5.7h/44.7h +[09-29 05:41:47] Epoch 254 started. +[09-29 05:42:38] Epoch 254 training done. Time: 50.78s +[09-29 05:42:38] Epoch 254, train: fm_loss=0.0257 perceptual_loss=0.1587 rp_loss=0.1050 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.6841 ssim=0.7323 loss_q=0.0006 index_usage_batch=0.5918 perplexity=7933.4727 loss_commit=0.0006 loss=0.1051 fps=23.9471, 50.8s (d 0.01) 5.7h/44.6h +[09-29 05:42:38] Epoch 255 started. +[09-29 05:43:29] Epoch 255 training done. Time: 50.50s +[09-29 05:43:29] Epoch 255, train: fm_loss=0.0268 perceptual_loss=0.1609 rp_loss=0.1073 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.6490 ssim=0.7280 loss_q=0.0007 index_usage_batch=0.5927 perplexity=7933.4102 loss_commit=0.0007 loss=0.1073 fps=24.0239, 50.5s (d 0.01) 5.7h/44.5h +[09-29 05:43:29] Epoch 256 started. +[09-29 05:44:19] Epoch 256 training done. Time: 50.09s +[09-29 05:44:19] Epoch 256, train: fm_loss=0.0256 perceptual_loss=0.1621 rp_loss=0.1066 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.5930 ssim=0.7271 loss_q=0.0007 index_usage_batch=0.5928 perplexity=7933.3862 loss_commit=0.0007 loss=0.1067 fps=24.1086, 50.1s (d 0.01) 5.7h/44.5h +[09-29 05:44:19] Epoch 257 started. +[09-29 05:45:10] Epoch 257 training done. Time: 51.05s +[09-29 05:45:10] Epoch 257, train: fm_loss=0.0270 perceptual_loss=0.1610 rp_loss=0.1075 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.7156 ssim=0.7291 loss_q=0.0007 index_usage_batch=0.5926 perplexity=7933.3711 loss_commit=0.0007 loss=0.1076 fps=23.9070, 51.0s (d 0.01) 5.7h/44.4h +[09-29 05:45:10] Epoch 258 started. +[09-29 05:46:01] Epoch 258 training done. Time: 50.79s +[09-29 05:46:01] Epoch 258, train: fm_loss=0.0271 perceptual_loss=0.1594 rp_loss=0.1068 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.7137 ssim=0.7309 loss_q=0.0007 index_usage_batch=0.5929 perplexity=7933.3403 loss_commit=0.0007 loss=0.1069 fps=23.9790, 50.8s (d 0.01) 5.7h/44.4h +[09-29 05:46:01] Epoch 259 started. +[09-29 05:46:52] Epoch 259 training done. Time: 51.41s +[09-29 05:46:52] Epoch 259, train: fm_loss=0.0262 perceptual_loss=0.1583 rp_loss=0.1053 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.7265 ssim=0.7322 loss_q=0.0007 index_usage_batch=0.5935 perplexity=7933.2539 loss_commit=0.0007 loss=0.1054 fps=23.8387, 51.4s (d 0.01) 5.7h/44.3h +[09-29 05:46:52] Epoch 260 started. +[09-29 05:47:42] Epoch 260 training done. Time: 50.09s +[09-29 05:47:42] Epoch 260, train: fm_loss=0.0267 perceptual_loss=0.1577 rp_loss=0.1056 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.8154 ssim=0.7343 loss_q=0.0007 index_usage_batch=0.5934 perplexity=7933.1646 loss_commit=0.0007 loss=0.1056 fps=24.1159, 50.1s (d 0.01) 5.8h/44.2h +[09-29 05:47:42] Epoch 261 started. +[09-29 05:48:33] Epoch 261 training done. Time: 50.46s +[09-29 05:48:33] Epoch 261, train: fm_loss=0.0256 perceptual_loss=0.1588 rp_loss=0.1050 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.7067 ssim=0.7325 loss_q=0.0007 index_usage_batch=0.5936 perplexity=7933.0879 loss_commit=0.0007 loss=0.1051 fps=24.0417, 50.5s (d 0.01) 5.8h/44.2h +[09-29 05:48:33] Epoch 262 started. +[09-29 05:49:24] Epoch 262 training done. Time: 51.01s +[09-29 05:49:24] Epoch 262, train: fm_loss=0.0260 perceptual_loss=0.1559 rp_loss=0.1039 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.7524 ssim=0.7374 loss_q=0.0007 index_usage_batch=0.5933 perplexity=7933.0601 loss_commit=0.0007 loss=0.1040 fps=23.9358, 51.0s (d 0.01) 5.8h/44.1h +[09-29 05:49:24] Epoch 263 started. +[09-29 05:50:14] Epoch 263 training done. Time: 50.38s +[09-29 05:50:14] Epoch 263, train: fm_loss=0.0263 perceptual_loss=0.1572 rp_loss=0.1049 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.7535 ssim=0.7351 loss_q=0.0007 index_usage_batch=0.5923 perplexity=7933.0195 loss_commit=0.0007 loss=0.1050 fps=24.0633, 50.4s (d 0.01) 5.8h/44.0h +[09-29 05:50:14] Epoch 264 started. +[09-29 05:51:05] Epoch 264 training done. Time: 51.33s +[09-29 05:51:05] Epoch 264, train: fm_loss=0.0263 perceptual_loss=0.1557 rp_loss=0.1042 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.8106 ssim=0.7378 loss_q=0.0007 index_usage_batch=0.5926 perplexity=7932.9229 loss_commit=0.0007 loss=0.1043 fps=23.8797, 51.3s (d 0.01) 5.8h/44.0h +[09-29 05:51:05] Epoch 265 started. +[09-29 05:51:56] Epoch 265 training done. Time: 50.46s +[09-29 05:51:56] Epoch 265, train: fm_loss=0.0261 perceptual_loss=0.1555 rp_loss=0.1038 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.8098 ssim=0.7393 loss_q=0.0007 index_usage_batch=0.5927 perplexity=7932.8330 loss_commit=0.0007 loss=0.1039 fps=24.0553, 50.5s (d 0.01) 5.8h/43.9h +[09-29 05:51:56] Epoch 266 started. +[09-29 05:52:46] Epoch 266 training done. Time: 50.54s +[09-29 05:52:46] Epoch 266, train: fm_loss=0.0249 perceptual_loss=0.1585 rp_loss=0.1041 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.6971 ssim=0.7339 loss_q=0.0007 index_usage_batch=0.5934 perplexity=7932.7607 loss_commit=0.0007 loss=0.1042 fps=24.0230, 50.5s (d 0.01) 5.8h/43.9h +[09-29 05:52:46] Epoch 267 started. +[09-29 05:53:37] Epoch 267 training done. Time: 50.80s +[09-29 05:53:37] Epoch 267, train: fm_loss=0.0266 perceptual_loss=0.1591 rp_loss=0.1062 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.7501 ssim=0.7325 loss_q=0.0007 index_usage_batch=0.5933 perplexity=7932.7617 loss_commit=0.0007 loss=0.1062 fps=23.9645, 50.8s (d 0.01) 5.8h/43.8h +[09-29 05:53:37] Epoch 268 started. +[09-29 05:54:27] Epoch 268 training done. Time: 50.33s +[09-29 05:54:27] Epoch 268, train: fm_loss=0.0250 perceptual_loss=0.1547 rp_loss=0.1024 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.8135 ssim=0.7403 loss_q=0.0007 index_usage_batch=0.5927 perplexity=7932.7427 loss_commit=0.0007 loss=0.1025 fps=24.0922, 50.3s (d 0.01) 5.9h/43.8h +[09-29 05:54:27] Epoch 269 started. +[09-29 05:55:18] Epoch 269 training done. Time: 50.89s +[09-29 05:55:18] Epoch 269, train: fm_loss=0.0265 perceptual_loss=0.1559 rp_loss=0.1044 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.8676 ssim=0.7378 loss_q=0.0007 index_usage_batch=0.5937 perplexity=7932.7402 loss_commit=0.0007 loss=0.1045 fps=23.9433, 50.9s (d 0.01) 5.9h/43.7h +[09-29 05:55:18] Epoch 270 started. +[09-29 05:56:09] Epoch 270 training done. Time: 51.04s +[09-29 05:56:09] Epoch 270, train: fm_loss=0.0264 perceptual_loss=0.1560 rp_loss=0.1044 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.8009 ssim=0.7373 loss_q=0.0007 index_usage_batch=0.5934 perplexity=7932.7705 loss_commit=0.0007 loss=0.1044 fps=23.9129, 51.0s (d 0.01) 5.9h/43.6h +[09-29 05:56:09] Epoch 271 started. +[09-29 05:56:59] Epoch 271 training done. Time: 50.04s +[09-29 05:56:59] Epoch 271, train: fm_loss=0.0257 perceptual_loss=0.1525 rp_loss=0.1020 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.8714 ssim=0.7434 loss_q=0.0007 index_usage_batch=0.5935 perplexity=7932.7627 loss_commit=0.0007 loss=0.1020 fps=24.1395, 50.0s (d 0.01) 5.9h/43.6h +[09-29 05:56:59] Epoch 272 started. +[09-29 05:57:50] Epoch 272 training done. Time: 50.83s +[09-29 05:57:50] Epoch 272, train: fm_loss=0.0256 perceptual_loss=0.1532 rp_loss=0.1022 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.8720 ssim=0.7428 loss_q=0.0007 index_usage_batch=0.5929 perplexity=7932.7886 loss_commit=0.0007 loss=0.1022 fps=23.9858, 50.8s (d 0.01) 5.9h/43.5h +[09-29 05:57:50] Epoch 273 started. +[09-29 05:58:41] Epoch 273 training done. Time: 50.56s +[09-29 05:58:41] Epoch 273, train: fm_loss=0.0253 perceptual_loss=0.1535 rp_loss=0.1021 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.8610 ssim=0.7418 loss_q=0.0007 index_usage_batch=0.5935 perplexity=7932.7773 loss_commit=0.0007 loss=0.1022 fps=23.9934, 50.6s (d 0.01) 5.9h/43.5h +[09-29 05:58:41] Epoch 274 started. +[09-29 05:59:31] Epoch 274 training done. Time: 50.46s +[09-29 05:59:31] Epoch 274, train: fm_loss=0.0268 perceptual_loss=0.1513 rp_loss=0.1025 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.9872 ssim=0.7457 loss_q=0.0007 index_usage_batch=0.5941 perplexity=7932.7583 loss_commit=0.0007 loss=0.1025 fps=24.0560, 50.5s (d 0.01) 5.9h/43.4h +[09-29 05:59:31] Epoch 275 started. +[09-29 06:00:22] Epoch 275 training done. Time: 50.84s +[09-29 06:03:16] Calculating FVD with running real stats +[09-29 06:04:38] Converting video data to uint8 +[09-29 06:05:45] Converting video data to uint8 +[09-29 06:05:46] Preparing to save rng states... +[09-29 06:05:46] Saving checkpoint... +[09-29 06:06:17] New best checkpoint saved: best_fvd_432.81.pth +[09-29 06:06:17] Epoch 275, train: fm_loss=0.0249 perceptual_loss=0.1533 rp_loss=0.1015 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.8502 ssim=0.7421 loss_q=0.0007 index_usage_batch=0.5940 perplexity=7932.7646 loss_commit=0.0007 loss=0.1016 fps=23.9797, + eval: ucf101_val_psnr=21.5551 ucf101_val_ssim=0.5928 ucf101_val_fps=2.7335 ucf101_val_fvd=432.8076, +Latest checkpoint saved. Time: 31.47s +, 6.8m (d 0.01) 6.1h/44.1h +[09-29 06:06:17] Epoch 276 started. +[09-29 06:07:08] Epoch 276 training done. Time: 50.62s +[09-29 06:07:08] Epoch 276, train: fm_loss=0.0247 perceptual_loss=0.1535 rp_loss=0.1014 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.8214 ssim=0.7411 loss_q=0.0007 index_usage_batch=0.5935 perplexity=7932.7334 loss_commit=0.0007 loss=0.1015 fps=23.8705, 50.6s (d 0.01) 6.1h/44.0h +[09-29 06:07:08] Epoch 277 started. +[09-29 06:07:59] Epoch 277 training done. Time: 50.87s +[09-29 06:07:59] Epoch 277, train: fm_loss=0.0264 perceptual_loss=0.1509 rp_loss=0.1018 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.0113 ssim=0.7463 loss_q=0.0007 index_usage_batch=0.5939 perplexity=7932.7104 loss_commit=0.0007 loss=0.1019 fps=23.9805, 50.9s (d 0.01) 6.1h/44.0h +[09-29 06:07:59] Epoch 278 started. +[09-29 06:08:49] Epoch 278 training done. Time: 50.67s +[09-29 06:08:49] Epoch 278, train: fm_loss=0.0263 perceptual_loss=0.1538 rp_loss=0.1033 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.9234 ssim=0.7423 loss_q=0.0007 index_usage_batch=0.5946 perplexity=7932.7109 loss_commit=0.0007 loss=0.1033 fps=24.0591, 50.7s (d 0.02) 6.1h/43.9h +[09-29 06:08:49] Epoch 279 started. +[09-29 06:09:40] Epoch 279 training done. Time: 50.61s +[09-29 06:09:40] Epoch 279, train: fm_loss=0.0259 perceptual_loss=0.1527 rp_loss=0.1022 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.9172 ssim=0.7436 loss_q=0.0007 index_usage_batch=0.5945 perplexity=7932.6992 loss_commit=0.0007 loss=0.1023 fps=24.0315, 50.6s (d 0.01) 6.1h/43.8h +[09-29 06:09:40] Epoch 280 started. +[09-29 06:10:31] Epoch 280 training done. Time: 51.00s +[09-29 06:10:31] Epoch 280, train: fm_loss=0.0256 perceptual_loss=0.1501 rp_loss=0.1006 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.9405 ssim=0.7470 loss_q=0.0007 index_usage_batch=0.5941 perplexity=7932.6689 loss_commit=0.0007 loss=0.1007 fps=23.9356, 51.0s (d 0.01) 6.1h/43.8h +[09-29 06:10:31] Epoch 281 started. +[09-29 06:11:22] Epoch 281 training done. Time: 50.95s +[09-29 06:11:22] Epoch 281, train: fm_loss=0.0255 perceptual_loss=0.1521 rp_loss=0.1016 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.9608 ssim=0.7455 loss_q=0.0007 index_usage_batch=0.5945 perplexity=7932.6113 loss_commit=0.0007 loss=0.1016 fps=23.8921, 50.9s (d 0.01) 6.1h/43.7h +[09-29 06:11:22] Epoch 282 started. +[09-29 06:12:13] Epoch 282 training done. Time: 50.63s +[09-29 06:12:13] Epoch 282, train: fm_loss=0.0246 perceptual_loss=0.1500 rp_loss=0.0996 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.8602 ssim=0.7472 loss_q=0.0007 index_usage_batch=0.5935 perplexity=7932.5806 loss_commit=0.0007 loss=0.0997 fps=23.9881, 50.6s (d 0.01) 6.2h/43.7h +[09-29 06:12:13] Epoch 283 started. +[09-29 06:13:03] Epoch 283 training done. Time: 50.51s +[09-29 06:13:03] Epoch 283, train: fm_loss=0.0252 perceptual_loss=0.1497 rp_loss=0.1001 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.9876 ssim=0.7476 loss_q=0.0007 index_usage_batch=0.5939 perplexity=7932.5879 loss_commit=0.0007 loss=0.1002 fps=24.0389, 50.5s (d 0.01) 6.2h/43.6h +[09-29 06:13:03] Epoch 284 started. +[09-29 06:13:54] Epoch 284 training done. Time: 50.77s +[09-29 06:13:54] Epoch 284, train: fm_loss=0.0251 perceptual_loss=0.1487 rp_loss=0.0995 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.9966 ssim=0.7501 loss_q=0.0007 index_usage_batch=0.5936 perplexity=7932.5830 loss_commit=0.0007 loss=0.0995 fps=23.9983, 50.8s (d 0.01) 6.2h/43.6h +[09-29 06:13:54] Epoch 285 started. +[09-29 06:14:44] Epoch 285 training done. Time: 50.43s +[09-29 06:14:44] Epoch 285, train: fm_loss=0.0255 perceptual_loss=0.1510 rp_loss=0.1010 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.9103 ssim=0.7454 loss_q=0.0007 index_usage_batch=0.5942 perplexity=7932.5933 loss_commit=0.0007 loss=0.1011 fps=24.0569, 50.4s (d 0.01) 6.2h/43.5h +[09-29 06:14:44] Epoch 286 started. +[09-29 06:15:36] Epoch 286 training done. Time: 51.19s +[09-29 06:15:36] Epoch 286, train: fm_loss=0.0245 perceptual_loss=0.1508 rp_loss=0.1000 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.9435 ssim=0.7457 loss_q=0.0007 index_usage_batch=0.5936 perplexity=7932.5825 loss_commit=0.0007 loss=0.1000 fps=23.8887, 51.2s (d 0.01) 6.2h/43.5h +[09-29 06:15:36] Epoch 287 started. +[09-29 06:16:25] Epoch 287 training done. Time: 49.92s +[09-29 06:16:25] Epoch 287, train: fm_loss=0.0255 perceptual_loss=0.1493 rp_loss=0.1001 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.0033 ssim=0.7488 loss_q=0.0007 index_usage_batch=0.5936 perplexity=7932.5674 loss_commit=0.0007 loss=0.1002 fps=24.1884, 49.9s (d 0.01) 6.2h/43.4h +[09-29 06:16:25] Epoch 288 started. +[09-29 06:17:16] Epoch 288 training done. Time: 50.93s +[09-29 06:17:16] Epoch 288, train: fm_loss=0.0255 perceptual_loss=0.1472 rp_loss=0.0991 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.0633 ssim=0.7523 loss_q=0.0007 index_usage_batch=0.5936 perplexity=7932.5273 loss_commit=0.0007 loss=0.0992 fps=23.9670, 50.9s (d 0.01) 6.2h/43.4h +[09-29 06:17:16] Epoch 289 started. +[09-29 06:18:07] Epoch 289 training done. Time: 50.81s +[09-29 06:18:07] Epoch 289, train: fm_loss=0.0254 perceptual_loss=0.1500 rp_loss=0.1004 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.0364 ssim=0.7483 loss_q=0.0007 index_usage_batch=0.5941 perplexity=7932.4756 loss_commit=0.0007 loss=0.1005 fps=23.9819, 50.8s (d 0.01) 6.3h/43.3h +[09-29 06:18:07] Epoch 290 started. +[09-29 06:18:58] Epoch 290 training done. Time: 50.51s +[09-29 06:18:58] Epoch 290, train: fm_loss=0.0250 perceptual_loss=0.1505 rp_loss=0.1002 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.0034 ssim=0.7470 loss_q=0.0007 index_usage_batch=0.5941 perplexity=7932.4102 loss_commit=0.0007 loss=0.1003 fps=24.0300, 50.5s (d 0.01) 6.3h/43.3h +[09-29 06:18:58] Epoch 291 started. +[09-29 06:19:48] Epoch 291 training done. Time: 50.51s +[09-29 06:19:48] Epoch 291, train: fm_loss=0.0253 perceptual_loss=0.1466 rp_loss=0.0986 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.0544 ssim=0.7545 loss_q=0.0007 index_usage_batch=0.5938 perplexity=7932.3628 loss_commit=0.0007 loss=0.0987 fps=24.0292, 50.5s (d 0.01) 6.3h/43.2h +[09-29 06:19:48] Epoch 292 started. +[09-29 06:20:39] Epoch 292 training done. Time: 50.97s +[09-29 06:20:39] Epoch 292, train: fm_loss=0.0242 perceptual_loss=0.1488 rp_loss=0.0986 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=26.9667 ssim=0.7506 loss_q=0.0007 index_usage_batch=0.5941 perplexity=7932.3164 loss_commit=0.0007 loss=0.0987 fps=23.9457, 51.0s (d 0.01) 6.3h/43.1h +[09-29 06:20:39] Epoch 293 started. +[09-29 06:21:30] Epoch 293 training done. Time: 50.60s +[09-29 06:21:30] Epoch 293, train: fm_loss=0.0253 perceptual_loss=0.1482 rp_loss=0.0994 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.0554 ssim=0.7521 loss_q=0.0008 index_usage_batch=0.5941 perplexity=7932.2383 loss_commit=0.0008 loss=0.0995 fps=24.0039, 50.6s (d 0.01) 6.3h/43.1h +[09-29 06:21:30] Epoch 294 started. +[09-29 06:22:21] Epoch 294 training done. Time: 51.44s +[09-29 06:22:21] Epoch 294, train: fm_loss=0.0248 perceptual_loss=0.1476 rp_loss=0.0986 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.0251 ssim=0.7512 loss_q=0.0008 index_usage_batch=0.5946 perplexity=7932.1680 loss_commit=0.0008 loss=0.0987 fps=23.8301, 51.4s (d 0.01) 6.3h/43.0h +[09-29 06:22:21] Epoch 295 started. +[09-29 06:23:11] Epoch 295 training done. Time: 50.04s +[09-29 06:23:11] Epoch 295, train: fm_loss=0.0254 perceptual_loss=0.1493 rp_loss=0.1000 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.0073 ssim=0.7497 loss_q=0.0008 index_usage_batch=0.5947 perplexity=7932.1426 loss_commit=0.0008 loss=0.1001 fps=24.1260, 50.0s (d 0.01) 6.3h/43.0h +[09-29 06:23:11] Epoch 296 started. +[09-29 06:24:02] Epoch 296 training done. Time: 50.51s +[09-29 06:24:02] Epoch 296, train: fm_loss=0.0248 perceptual_loss=0.1473 rp_loss=0.0984 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.0585 ssim=0.7528 loss_q=0.0008 index_usage_batch=0.5949 perplexity=7932.1260 loss_commit=0.0008 loss=0.0985 fps=24.0295, 50.5s (d 0.01) 6.4h/42.9h +[09-29 06:24:02] Epoch 297 started. +[09-29 06:24:53] Epoch 297 training done. Time: 51.26s +[09-29 06:24:53] Epoch 297, train: fm_loss=0.0248 perceptual_loss=0.1465 rp_loss=0.0980 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.0958 ssim=0.7544 loss_q=0.0008 index_usage_batch=0.5944 perplexity=7932.1167 loss_commit=0.0008 loss=0.0981 fps=23.8540, 51.3s (d 0.01) 6.4h/42.9h +[09-29 06:24:53] Epoch 298 started. +[09-29 06:25:44] Epoch 298 training done. Time: 50.55s +[09-29 06:25:44] Epoch 298, train: fm_loss=0.0243 perceptual_loss=0.1449 rp_loss=0.0967 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.1069 ssim=0.7581 loss_q=0.0008 index_usage_batch=0.5943 perplexity=7932.0469 loss_commit=0.0008 loss=0.0968 fps=24.0085, 50.6s (d 0.01) 6.4h/42.8h +[09-29 06:25:44] Epoch 299 started. +[09-29 06:26:34] Epoch 299 training done. Time: 50.54s +[09-29 06:26:34] Epoch 299, train: fm_loss=0.0246 perceptual_loss=0.1442 rp_loss=0.0967 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.1329 ssim=0.7584 loss_q=0.0008 index_usage_batch=0.5943 perplexity=7931.9951 loss_commit=0.0008 loss=0.0968 fps=24.0179, 50.5s (d 0.01) 6.4h/42.8h +[09-29 06:26:34] Epoch 300 started. +[09-29 06:27:25] Epoch 300 training done. Time: 50.98s +[09-29 06:30:20] Calculating FVD with running real stats +[09-29 06:31:40] Converting video data to uint8 +[09-29 06:32:48] Converting video data to uint8 +[09-29 06:32:49] Preparing to save rng states... +[09-29 06:32:49] Saving checkpoint... +[09-29 06:33:20] New best checkpoint saved: best_fvd_410.24.pth +[09-29 06:33:21] Epoch 300, train: fm_loss=0.0246 perceptual_loss=0.1453 rp_loss=0.0972 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.1191 ssim=0.7555 loss_q=0.0008 index_usage_batch=0.5944 perplexity=7931.9321 loss_commit=0.0008 loss=0.0973 fps=23.9136, + eval: ucf101_val_psnr=21.6706 ucf101_val_ssim=0.6011 ucf101_val_fps=2.7132 ucf101_val_fvd=410.2419, +Latest checkpoint saved. Time: 32.00s +, 6.8m (d 0.01) 6.5h/43.4h +[09-29 06:33:21] Epoch 301 started. +[09-29 06:34:10] Epoch 301 training done. Time: 49.79s +[09-29 06:34:10] Epoch 301, train: fm_loss=0.0253 perceptual_loss=0.1473 rp_loss=0.0989 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.0704 ssim=0.7528 loss_q=0.0008 index_usage_batch=0.5947 perplexity=7931.7466 loss_commit=0.0008 loss=0.0990 fps=24.0194, 49.8s (d 0.01) 6.5h/43.4h +[09-29 06:34:10] Epoch 302 started. +[09-29 06:35:02] Epoch 302 training done. Time: 51.47s +[09-29 06:35:02] Epoch 302, train: fm_loss=0.0250 perceptual_loss=0.1440 rp_loss=0.0970 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.1406 ssim=0.7585 loss_q=0.0008 index_usage_batch=0.5950 perplexity=7931.6650 loss_commit=0.0008 loss=0.0971 fps=23.8044, 51.5s (d 0.01) 6.5h/43.3h +[09-29 06:35:02] Epoch 303 started. +[09-29 06:35:53] Epoch 303 training done. Time: 50.88s +[09-29 06:35:53] Epoch 303, train: fm_loss=0.0245 perceptual_loss=0.1438 rp_loss=0.0964 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.1552 ssim=0.7590 loss_q=0.0008 index_usage_batch=0.5950 perplexity=7931.6372 loss_commit=0.0008 loss=0.0965 fps=23.9228, 50.9s (d 0.01) 6.6h/43.3h +[09-29 06:35:53] Epoch 304 started. +[09-29 06:36:43] Epoch 304 training done. Time: 50.54s +[09-29 06:36:43] Epoch 304, train: fm_loss=0.0248 perceptual_loss=0.1461 rp_loss=0.0979 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.1055 ssim=0.7552 loss_q=0.0008 index_usage_batch=0.5951 perplexity=7931.5825 loss_commit=0.0008 loss=0.0979 fps=24.0110, 50.5s (d 0.01) 6.6h/43.2h +[09-29 06:36:43] Epoch 305 started. +[09-29 06:37:34] Epoch 305 training done. Time: 50.91s +[09-29 06:37:34] Epoch 305, train: fm_loss=0.0251 perceptual_loss=0.1443 rp_loss=0.0973 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.1315 ssim=0.7572 loss_q=0.0008 index_usage_batch=0.5953 perplexity=7931.5312 loss_commit=0.0008 loss=0.0974 fps=23.9508, 50.9s (d 0.01) 6.6h/43.2h +[09-29 06:37:34] Epoch 306 started. +[09-29 06:38:24] Epoch 306 training done. Time: 50.11s +[09-29 06:38:24] Epoch 306, train: fm_loss=0.0244 perceptual_loss=0.1452 rp_loss=0.0969 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.1319 ssim=0.7562 loss_q=0.0008 index_usage_batch=0.5952 perplexity=7931.5234 loss_commit=0.0008 loss=0.0970 fps=24.1167, 50.1s (d 0.01) 6.6h/43.1h +[09-29 06:38:24] Epoch 307 started. +[09-29 06:39:16] Epoch 307 training done. Time: 51.43s +[09-29 06:39:16] Epoch 307, train: fm_loss=0.0244 perceptual_loss=0.1418 rp_loss=0.0953 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.1623 ssim=0.7620 loss_q=0.0008 index_usage_batch=0.5957 perplexity=7931.5596 loss_commit=0.0008 loss=0.0954 fps=23.8280, 51.4s (d 0.01) 6.6h/43.1h +[09-29 06:39:16] Epoch 308 started. +[09-29 06:40:06] Epoch 308 training done. Time: 50.44s +[09-29 06:40:06] Epoch 308, train: fm_loss=0.0241 perceptual_loss=0.1422 rp_loss=0.0952 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.1841 ssim=0.7618 loss_q=0.0008 index_usage_batch=0.5956 perplexity=7931.6685 loss_commit=0.0008 loss=0.0953 fps=24.0363, 50.4s (d 0.01) 6.6h/43.0h +[09-29 06:40:06] Epoch 309 started. +[09-29 06:40:57] Epoch 309 training done. Time: 50.69s +[09-29 06:40:57] Epoch 309, train: fm_loss=0.0259 perceptual_loss=0.1423 rp_loss=0.0971 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.2722 ssim=0.7614 loss_q=0.0008 index_usage_batch=0.5964 perplexity=7931.7319 loss_commit=0.0008 loss=0.0972 fps=23.9911, 50.7s (d 0.01) 6.6h/43.0h +[09-29 06:40:57] Epoch 310 started. +[09-29 06:41:48] Epoch 310 training done. Time: 51.33s +[09-29 06:41:48] Epoch 310, train: fm_loss=0.0257 perceptual_loss=0.1425 rp_loss=0.0970 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.2437 ssim=0.7608 loss_q=0.0008 index_usage_batch=0.5972 perplexity=7931.7861 loss_commit=0.0008 loss=0.0971 fps=23.8383, 51.3s (d 0.01) 6.7h/42.9h +[09-29 06:41:48] Epoch 311 started. +[09-29 06:42:38] Epoch 311 training done. Time: 50.14s +[09-29 06:42:38] Epoch 311, train: fm_loss=0.0240 perceptual_loss=0.1407 rp_loss=0.0944 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.2600 ssim=0.7662 loss_q=0.0008 index_usage_batch=0.5963 perplexity=7931.8511 loss_commit=0.0008 loss=0.0945 fps=24.0864, 50.1s (d 0.01) 6.7h/42.9h +[09-29 06:42:38] Epoch 312 started. +[09-29 06:43:30] Epoch 312 training done. Time: 51.37s +[09-29 06:43:30] Epoch 312, train: fm_loss=0.0243 perceptual_loss=0.1412 rp_loss=0.0949 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.1737 ssim=0.7622 loss_q=0.0008 index_usage_batch=0.5966 perplexity=7931.8628 loss_commit=0.0008 loss=0.0950 fps=23.8396, 51.4s (d 0.01) 6.7h/42.8h +[09-29 06:43:30] Epoch 313 started. +[09-29 06:44:20] Epoch 313 training done. Time: 50.55s +[09-29 06:44:20] Epoch 313, train: fm_loss=0.0235 perceptual_loss=0.1438 rp_loss=0.0955 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.1542 ssim=0.7599 loss_q=0.0008 index_usage_batch=0.5967 perplexity=7931.8784 loss_commit=0.0008 loss=0.0955 fps=24.0032, 50.6s (d 0.01) 6.7h/42.8h +[09-29 06:44:20] Epoch 314 started. +[09-29 06:45:11] Epoch 314 training done. Time: 50.50s +[09-29 06:45:11] Epoch 314, train: fm_loss=0.0243 perceptual_loss=0.1410 rp_loss=0.0948 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.2282 ssim=0.7636 loss_q=0.0008 index_usage_batch=0.5960 perplexity=7931.8984 loss_commit=0.0008 loss=0.0949 fps=24.0168, 50.5s (d 0.01) 6.7h/42.7h +[09-29 06:45:11] Epoch 315 started. +[09-29 06:46:01] Epoch 315 training done. Time: 50.44s +[09-29 06:46:01] Epoch 315, train: fm_loss=0.0243 perceptual_loss=0.1427 rp_loss=0.0956 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.1901 ssim=0.7612 loss_q=0.0008 index_usage_batch=0.5962 perplexity=7931.8940 loss_commit=0.0008 loss=0.0957 fps=24.0544, 50.4s (d 0.01) 6.7h/42.7h +[09-29 06:46:01] Epoch 316 started. +[09-29 06:46:52] Epoch 316 training done. Time: 50.79s +[09-29 06:46:52] Epoch 316, train: fm_loss=0.0238 perceptual_loss=0.1419 rp_loss=0.0947 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.1920 ssim=0.7633 loss_q=0.0008 index_usage_batch=0.5958 perplexity=7931.8721 loss_commit=0.0008 loss=0.0948 fps=23.9972, 50.8s (d 0.01) 6.7h/42.6h +[09-29 06:46:52] Epoch 317 started. +[09-29 06:47:42] Epoch 317 training done. Time: 50.27s +[09-29 06:47:42] Epoch 317, train: fm_loss=0.0248 perceptual_loss=0.1407 rp_loss=0.0952 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.2551 ssim=0.7636 loss_q=0.0008 index_usage_batch=0.5959 perplexity=7931.8594 loss_commit=0.0008 loss=0.0953 fps=24.1180, 50.3s (d 0.01) 6.8h/42.6h +[09-29 06:47:42] Epoch 318 started. +[09-29 06:48:33] Epoch 318 training done. Time: 50.76s +[09-29 06:48:33] Epoch 318, train: fm_loss=0.0233 perceptual_loss=0.1396 rp_loss=0.0931 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.2306 ssim=0.7664 loss_q=0.0008 index_usage_batch=0.5960 perplexity=7931.8740 loss_commit=0.0008 loss=0.0932 fps=23.9942, 50.8s (d 0.01) 6.8h/42.5h +[09-29 06:48:33] Epoch 319 started. +[09-29 06:49:24] Epoch 319 training done. Time: 50.93s +[09-29 06:49:24] Epoch 319, train: fm_loss=0.0232 perceptual_loss=0.1399 rp_loss=0.0932 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.1788 ssim=0.7655 loss_q=0.0008 index_usage_batch=0.5963 perplexity=7931.8467 loss_commit=0.0008 loss=0.0933 fps=23.9677, 50.9s (d 0.01) 6.8h/42.5h +[09-29 06:49:24] Epoch 320 started. +[09-29 06:50:14] Epoch 320 training done. Time: 49.88s +[09-29 06:50:14] Epoch 320, train: fm_loss=0.0241 perceptual_loss=0.1426 rp_loss=0.0954 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.1772 ssim=0.7601 loss_q=0.0008 index_usage_batch=0.5966 perplexity=7931.8228 loss_commit=0.0008 loss=0.0955 fps=24.2028, 49.9s (d 0.01) 6.8h/42.5h +[09-29 06:50:14] Epoch 321 started. +[09-29 06:51:05] Epoch 321 training done. Time: 51.14s +[09-29 06:51:05] Epoch 321, train: fm_loss=0.0236 perceptual_loss=0.1403 rp_loss=0.0937 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.2307 ssim=0.7645 loss_q=0.0008 index_usage_batch=0.5959 perplexity=7931.7734 loss_commit=0.0008 loss=0.0938 fps=23.9286, 51.1s (d 0.01) 6.8h/42.4h +[09-29 06:51:05] Epoch 322 started. +[09-29 06:51:55] Epoch 322 training done. Time: 50.02s +[09-29 06:51:55] Epoch 322, train: fm_loss=0.0241 perceptual_loss=0.1374 rp_loss=0.0928 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.3308 ssim=0.7717 loss_q=0.0008 index_usage_batch=0.5957 perplexity=7931.7222 loss_commit=0.0008 loss=0.0929 fps=24.1367, 50.0s (d 0.01) 6.8h/42.4h +[09-29 06:51:55] Epoch 323 started. +[09-29 06:52:46] Epoch 323 training done. Time: 51.28s +[09-29 06:52:46] Epoch 323, train: fm_loss=0.0242 perceptual_loss=0.1384 rp_loss=0.0934 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.3587 ssim=0.7687 loss_q=0.0008 index_usage_batch=0.5956 perplexity=7931.6753 loss_commit=0.0008 loss=0.0935 fps=23.8783, 51.3s (d 0.01) 6.8h/42.3h +[09-29 06:52:46] Epoch 324 started. +[09-29 06:53:37] Epoch 324 training done. Time: 50.39s +[09-29 06:53:37] Epoch 324, train: fm_loss=0.0241 perceptual_loss=0.1405 rp_loss=0.0944 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.2356 ssim=0.7634 loss_q=0.0008 index_usage_batch=0.5962 perplexity=7931.6362 loss_commit=0.0008 loss=0.0945 fps=24.0577, 50.4s (d 0.01) 6.8h/42.3h +[09-29 06:53:37] Epoch 325 started. +[09-29 06:54:27] Epoch 325 training done. Time: 50.42s +[09-29 06:57:20] Calculating FVD with running real stats +[09-29 06:58:41] Converting video data to uint8 +[09-29 06:59:49] Converting video data to uint8 +[09-29 06:59:50] Preparing to save rng states... +[09-29 06:59:50] Saving checkpoint... +[09-29 07:00:21] New best checkpoint saved: best_fvd_359.02.pth +[09-29 07:00:21] Epoch 325, train: fm_loss=0.0241 perceptual_loss=0.1365 rp_loss=0.0923 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.3909 ssim=0.7724 loss_q=0.0008 index_usage_batch=0.5964 perplexity=7931.5947 loss_commit=0.0008 loss=0.0924 fps=24.0545, + eval: ucf101_val_psnr=21.8737 ucf101_val_ssim=0.6125 ucf101_val_fps=2.7433 ucf101_val_fvd=359.0184, +Latest checkpoint saved. Time: 31.75s +, 6.7m (d 0.01) 7.0h/42.8h +[09-29 07:00:21] Epoch 326 started. +[09-29 07:01:12] Epoch 326 training done. Time: 51.01s +[09-29 07:01:12] Epoch 326, train: fm_loss=0.0233 perceptual_loss=0.1393 rp_loss=0.0930 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.2783 ssim=0.7674 loss_q=0.0008 index_usage_batch=0.5968 perplexity=7931.4771 loss_commit=0.0008 loss=0.0931 fps=23.8339, 51.0s (d 0.01) 7.0h/42.8h +[09-29 07:01:12] Epoch 327 started. +[09-29 07:02:02] Epoch 327 training done. Time: 50.06s +[09-29 07:02:02] Epoch 327, train: fm_loss=0.0243 perceptual_loss=0.1393 rp_loss=0.0939 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.3041 ssim=0.7656 loss_q=0.0008 index_usage_batch=0.5968 perplexity=7931.4795 loss_commit=0.0008 loss=0.0940 fps=24.1253, 50.1s (d 0.01) 7.0h/42.7h +[09-29 07:02:02] Epoch 328 started. +[09-29 07:02:53] Epoch 328 training done. Time: 50.55s +[09-29 07:02:53] Epoch 328, train: fm_loss=0.0243 perceptual_loss=0.1388 rp_loss=0.0937 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.2730 ssim=0.7663 loss_q=0.0008 index_usage_batch=0.5968 perplexity=7931.4766 loss_commit=0.0008 loss=0.0937 fps=24.0119, 50.6s (d 0.01) 7.0h/42.7h +[09-29 07:02:53] Epoch 329 started. +[09-29 07:03:44] Epoch 329 training done. Time: 51.02s +[09-29 07:03:44] Epoch 329, train: fm_loss=0.0237 perceptual_loss=0.1382 rp_loss=0.0928 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.2948 ssim=0.7692 loss_q=0.0008 index_usage_batch=0.5971 perplexity=7931.4536 loss_commit=0.0008 loss=0.0929 fps=23.9122, 51.0s (d 0.01) 7.0h/42.7h +[09-29 07:03:44] Epoch 330 started. +[09-29 07:04:35] Epoch 330 training done. Time: 51.02s +[09-29 07:04:35] Epoch 330, train: fm_loss=0.0234 perceptual_loss=0.1360 rp_loss=0.0914 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.3316 ssim=0.7730 loss_q=0.0008 index_usage_batch=0.5965 perplexity=7931.4502 loss_commit=0.0008 loss=0.0915 fps=23.9098, 51.0s (d 0.01) 7.0h/42.6h +[09-29 07:04:35] Epoch 331 started. +[09-29 07:05:26] Epoch 331 training done. Time: 50.57s +[09-29 07:05:26] Epoch 331, train: fm_loss=0.0235 perceptual_loss=0.1371 rp_loss=0.0920 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.3670 ssim=0.7711 loss_q=0.0008 index_usage_batch=0.5966 perplexity=7931.3940 loss_commit=0.0008 loss=0.0921 fps=24.0142, 50.6s (d 0.01) 7.0h/42.6h +[09-29 07:05:26] Epoch 332 started. +[09-29 07:06:17] Epoch 332 training done. Time: 50.95s +[09-29 07:06:17] Epoch 332, train: fm_loss=0.0239 perceptual_loss=0.1348 rp_loss=0.0913 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.4293 ssim=0.7744 loss_q=0.0008 index_usage_batch=0.5963 perplexity=7931.3389 loss_commit=0.0008 loss=0.0914 fps=23.9579, 50.9s (d 0.01) 7.1h/42.5h +[09-29 07:06:17] Epoch 333 started. +[09-29 07:07:07] Epoch 333 training done. Time: 50.51s +[09-29 07:07:07] Epoch 333, train: fm_loss=0.0241 perceptual_loss=0.1386 rp_loss=0.0934 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.3485 ssim=0.7704 loss_q=0.0008 index_usage_batch=0.5964 perplexity=7931.2891 loss_commit=0.0008 loss=0.0935 fps=24.0344, 50.5s (d 0.01) 7.1h/42.5h +[09-29 07:07:07] Epoch 334 started. +[09-29 07:07:58] Epoch 334 training done. Time: 51.00s +[09-29 07:07:58] Epoch 334, train: fm_loss=0.0241 perceptual_loss=0.1376 rp_loss=0.0929 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.3859 ssim=0.7699 loss_q=0.0008 index_usage_batch=0.5970 perplexity=7931.2334 loss_commit=0.0008 loss=0.0930 fps=23.9176, 51.0s (d 0.01) 7.1h/42.4h +[09-29 07:07:58] Epoch 335 started. +[09-29 07:08:49] Epoch 335 training done. Time: 50.73s +[09-29 07:08:49] Epoch 335, train: fm_loss=0.0243 perceptual_loss=0.1352 rp_loss=0.0919 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.4195 ssim=0.7752 loss_q=0.0008 index_usage_batch=0.5968 perplexity=7931.1514 loss_commit=0.0008 loss=0.0920 fps=24.0115, 50.7s (d 0.01) 7.1h/42.4h +[09-29 07:08:49] Epoch 336 started. +[09-29 07:09:39] Epoch 336 training done. Time: 50.47s +[09-29 07:09:39] Epoch 336, train: fm_loss=0.0246 perceptual_loss=0.1362 rp_loss=0.0926 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.4397 ssim=0.7720 loss_q=0.0008 index_usage_batch=0.5963 perplexity=7931.1055 loss_commit=0.0008 loss=0.0927 fps=24.0313, 50.5s (d 0.01) 7.1h/42.4h +[09-29 07:09:39] Epoch 337 started. +[09-29 07:10:30] Epoch 337 training done. Time: 50.84s +[09-29 07:10:30] Epoch 337, train: fm_loss=0.0241 perceptual_loss=0.1349 rp_loss=0.0916 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.4304 ssim=0.7745 loss_q=0.0009 index_usage_batch=0.5958 perplexity=7931.0156 loss_commit=0.0009 loss=0.0917 fps=23.9558, 50.8s (d 0.01) 7.1h/42.3h +[09-29 07:10:30] Epoch 338 started. +[09-29 07:11:20] Epoch 338 training done. Time: 50.02s +[09-29 07:11:20] Epoch 338, train: fm_loss=0.0241 perceptual_loss=0.1347 rp_loss=0.0914 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.3992 ssim=0.7747 loss_q=0.0009 index_usage_batch=0.5965 perplexity=7930.9150 loss_commit=0.0009 loss=0.0915 fps=24.1564, 50.0s (d 0.01) 7.1h/42.3h +[09-29 07:11:20] Epoch 339 started. +[09-29 07:12:11] Epoch 339 training done. Time: 50.97s +[09-29 07:12:11] Epoch 339, train: fm_loss=0.0242 perceptual_loss=0.1346 rp_loss=0.0915 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.4429 ssim=0.7739 loss_q=0.0009 index_usage_batch=0.5962 perplexity=7930.8428 loss_commit=0.0009 loss=0.0915 fps=23.9775, 51.0s (d 0.01) 7.2h/42.2h +[09-29 07:12:11] Epoch 340 started. +[09-29 07:13:02] Epoch 340 training done. Time: 50.56s +[09-29 07:13:02] Epoch 340, train: fm_loss=0.0238 perceptual_loss=0.1339 rp_loss=0.0907 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.4874 ssim=0.7764 loss_q=0.0009 index_usage_batch=0.5960 perplexity=7930.7627 loss_commit=0.0009 loss=0.0908 fps=23.9896, 50.6s (d 0.01) 7.2h/42.2h +[09-29 07:13:02] Epoch 341 started. +[09-29 07:13:53] Epoch 341 training done. Time: 50.88s +[09-29 07:13:53] Epoch 341, train: fm_loss=0.0247 perceptual_loss=0.1360 rp_loss=0.0927 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.4679 ssim=0.7715 loss_q=0.0009 index_usage_batch=0.5962 perplexity=7930.6406 loss_commit=0.0009 loss=0.0928 fps=23.9673, 50.9s (d 0.01) 7.2h/42.2h +[09-29 07:13:53] Epoch 342 started. +[09-29 07:14:44] Epoch 342 training done. Time: 51.46s +[09-29 07:14:44] Epoch 342, train: fm_loss=0.0235 perceptual_loss=0.1318 rp_loss=0.0895 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.5296 ssim=0.7800 loss_q=0.0009 index_usage_batch=0.5961 perplexity=7930.5371 loss_commit=0.0009 loss=0.0895 fps=23.8270, 51.5s (d 0.01) 7.2h/42.1h +[09-29 07:14:44] Epoch 343 started. +[09-29 07:15:34] Epoch 343 training done. Time: 50.12s +[09-29 07:15:34] Epoch 343, train: fm_loss=0.0233 perceptual_loss=0.1353 rp_loss=0.0909 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.3946 ssim=0.7734 loss_q=0.0009 index_usage_batch=0.5961 perplexity=7930.4146 loss_commit=0.0009 loss=0.0910 fps=24.0918, 50.1s (d 0.01) 7.2h/42.1h +[09-29 07:15:34] Epoch 344 started. +[09-29 07:16:25] Epoch 344 training done. Time: 51.03s +[09-29 07:16:25] Epoch 344, train: fm_loss=0.0230 perceptual_loss=0.1347 rp_loss=0.0903 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.4447 ssim=0.7761 loss_q=0.0009 index_usage_batch=0.5959 perplexity=7930.3208 loss_commit=0.0009 loss=0.0904 fps=23.9384, 51.0s (d 0.01) 7.2h/42.0h +[09-29 07:16:25] Epoch 345 started. +[09-29 07:17:16] Epoch 345 training done. Time: 50.53s +[09-29 07:17:16] Epoch 345, train: fm_loss=0.0235 perceptual_loss=0.1338 rp_loss=0.0904 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.4722 ssim=0.7761 loss_q=0.0009 index_usage_batch=0.5962 perplexity=7930.2061 loss_commit=0.0009 loss=0.0905 fps=24.0120, 50.5s (d 0.01) 7.2h/42.0h +[09-29 07:17:16] Epoch 346 started. +[09-29 07:18:07] Epoch 346 training done. Time: 50.96s +[09-29 07:18:07] Epoch 346, train: fm_loss=0.0239 perceptual_loss=0.1324 rp_loss=0.0902 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.5253 ssim=0.7785 loss_q=0.0009 index_usage_batch=0.5961 perplexity=7930.0898 loss_commit=0.0009 loss=0.0902 fps=23.9222, 51.0s (d 0.01) 7.3h/41.9h +[09-29 07:18:07] Epoch 347 started. +[09-29 07:18:58] Epoch 347 training done. Time: 50.92s +[09-29 07:18:58] Epoch 347, train: fm_loss=0.0243 perceptual_loss=0.1337 rp_loss=0.0912 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.5261 ssim=0.7770 loss_q=0.0009 index_usage_batch=0.5960 perplexity=7929.9570 loss_commit=0.0009 loss=0.0913 fps=23.9157, 50.9s (d 0.01) 7.3h/41.9h +[09-29 07:18:58] Epoch 348 started. +[09-29 07:19:48] Epoch 348 training done. Time: 50.36s +[09-29 07:19:48] Epoch 348, train: fm_loss=0.0238 perceptual_loss=0.1326 rp_loss=0.0901 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.5174 ssim=0.7785 loss_q=0.0009 index_usage_batch=0.5966 perplexity=7929.8320 loss_commit=0.0009 loss=0.0902 fps=24.0818, 50.4s (d 0.01) 7.3h/41.9h +[09-29 07:19:48] Epoch 349 started. +[09-29 07:20:39] Epoch 349 training done. Time: 51.05s +[09-29 07:20:39] Epoch 349, train: fm_loss=0.0229 perceptual_loss=0.1319 rp_loss=0.0889 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.5313 ssim=0.7794 loss_q=0.0009 index_usage_batch=0.5964 perplexity=7929.7183 loss_commit=0.0009 loss=0.0890 fps=23.9209, 51.1s (d 0.01) 7.3h/41.8h +[09-29 07:20:39] Epoch 350 started. +[09-29 07:21:29] Epoch 350 training done. Time: 50.00s +[09-29 07:24:23] Calculating FVD with running real stats +[09-29 07:25:45] Converting video data to uint8 +[09-29 07:26:51] Converting video data to uint8 +[09-29 07:26:52] Preparing to save rng states... +[09-29 07:26:52] Saving checkpoint... +[09-29 07:27:25] New best checkpoint saved: best_fvd_357.10.pth +[09-29 07:27:25] Epoch 350, train: fm_loss=0.0245 perceptual_loss=0.1327 rp_loss=0.0909 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.6133 ssim=0.7780 loss_q=0.0009 index_usage_batch=0.5964 perplexity=7929.6196 loss_commit=0.0009 loss=0.0909 fps=24.1577, + eval: ucf101_val_psnr=22.3578 ucf101_val_ssim=0.6582 ucf101_val_fps=2.7281 ucf101_val_fvd=357.0987, +Latest checkpoint saved. Time: 32.70s +, 6.8m (d 0.01) 7.4h/42.4h +[09-29 07:27:25] Epoch 351 started. +[09-29 07:28:15] Epoch 351 training done. Time: 50.59s +[09-29 07:28:15] Epoch 351, train: fm_loss=0.0237 perceptual_loss=0.1344 rp_loss=0.0909 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.4374 ssim=0.7752 loss_q=0.0009 index_usage_batch=0.5960 perplexity=7929.3975 loss_commit=0.0009 loss=0.0910 fps=23.9016, 50.6s (d 0.01) 7.4h/42.3h +[09-29 07:28:15] Epoch 352 started. +[09-29 07:29:06] Epoch 352 training done. Time: 50.48s +[09-29 07:29:06] Epoch 352, train: fm_loss=0.0236 perceptual_loss=0.1295 rp_loss=0.0883 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.5964 ssim=0.7846 loss_q=0.0009 index_usage_batch=0.5965 perplexity=7929.2422 loss_commit=0.0009 loss=0.0884 fps=24.0421, 50.5s (d 0.01) 7.4h/42.3h +[09-29 07:29:06] Epoch 353 started. +[09-29 07:29:57] Epoch 353 training done. Time: 50.92s +[09-29 07:29:57] Epoch 353, train: fm_loss=0.0228 perceptual_loss=0.1321 rp_loss=0.0888 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.5462 ssim=0.7801 loss_q=0.0009 index_usage_batch=0.5960 perplexity=7929.0547 loss_commit=0.0009 loss=0.0889 fps=23.9236, 50.9s (d 0.01) 7.5h/42.2h +[09-29 07:29:57] Epoch 354 started. +[09-29 07:30:47] Epoch 354 training done. Time: 50.52s +[09-29 07:30:47] Epoch 354, train: fm_loss=0.0237 perceptual_loss=0.1296 rp_loss=0.0886 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.5972 ssim=0.7841 loss_q=0.0009 index_usage_batch=0.5961 perplexity=7928.8887 loss_commit=0.0009 loss=0.0887 fps=24.0160, 50.5s (d 0.01) 7.5h/42.2h +[09-29 07:30:47] Epoch 355 started. +[09-29 07:31:38] Epoch 355 training done. Time: 50.56s +[09-29 07:31:38] Epoch 355, train: fm_loss=0.0235 perceptual_loss=0.1324 rp_loss=0.0897 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.5262 ssim=0.7776 loss_q=0.0009 index_usage_batch=0.5962 perplexity=7928.7197 loss_commit=0.0009 loss=0.0898 fps=24.0024, 50.6s (d 0.01) 7.5h/42.2h +[09-29 07:31:38] Epoch 356 started. +[09-29 07:32:29] Epoch 356 training done. Time: 51.01s +[09-29 07:32:29] Epoch 356, train: fm_loss=0.0230 perceptual_loss=0.1335 rp_loss=0.0898 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.5193 ssim=0.7777 loss_q=0.0009 index_usage_batch=0.5966 perplexity=7928.5776 loss_commit=0.0009 loss=0.0899 fps=23.9118, 51.0s (d 0.01) 7.5h/42.1h +[09-29 07:32:29] Epoch 357 started. +[09-29 07:33:20] Epoch 357 training done. Time: 50.93s +[09-29 07:33:20] Epoch 357, train: fm_loss=0.0231 perceptual_loss=0.1310 rp_loss=0.0886 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.5669 ssim=0.7822 loss_q=0.0009 index_usage_batch=0.5960 perplexity=7928.4526 loss_commit=0.0009 loss=0.0887 fps=23.9290, 50.9s (d 0.01) 7.5h/42.1h +[09-29 07:33:20] Epoch 358 started. +[09-29 07:34:10] Epoch 358 training done. Time: 50.46s +[09-29 07:34:10] Epoch 358, train: fm_loss=0.0236 perceptual_loss=0.1302 rp_loss=0.0887 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.6385 ssim=0.7825 loss_q=0.0009 index_usage_batch=0.5960 perplexity=7928.3242 loss_commit=0.0009 loss=0.0888 fps=24.0411, 50.5s (d 0.01) 7.5h/42.0h +[09-29 07:34:10] Epoch 359 started. +[09-29 07:35:01] Epoch 359 training done. Time: 50.75s +[09-29 07:35:01] Epoch 359, train: fm_loss=0.0238 perceptual_loss=0.1314 rp_loss=0.0895 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.5265 ssim=0.7783 loss_q=0.0009 index_usage_batch=0.5966 perplexity=7928.1909 loss_commit=0.0009 loss=0.0896 fps=24.0045, 50.8s (d 0.01) 7.5h/42.0h +[09-29 07:35:01] Epoch 360 started. +[09-29 07:35:51] Epoch 360 training done. Time: 50.04s +[09-29 07:35:51] Epoch 360, train: fm_loss=0.0233 perceptual_loss=0.1297 rp_loss=0.0881 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.6048 ssim=0.7847 loss_q=0.0009 index_usage_batch=0.5967 perplexity=7928.0591 loss_commit=0.0009 loss=0.0882 fps=24.1355, 50.0s (d 0.01) 7.6h/42.0h +[09-29 07:35:51] Epoch 361 started. +[09-29 07:36:42] Epoch 361 training done. Time: 50.90s +[09-29 07:36:42] Epoch 361, train: fm_loss=0.0232 perceptual_loss=0.1321 rp_loss=0.0893 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.5544 ssim=0.7797 loss_q=0.0009 index_usage_batch=0.5971 perplexity=7927.9536 loss_commit=0.0009 loss=0.0894 fps=23.9510, 50.9s (d 0.01) 7.6h/41.9h +[09-29 07:36:42] Epoch 362 started. +[09-29 07:37:33] Epoch 362 training done. Time: 50.83s +[09-29 07:37:33] Epoch 362, train: fm_loss=0.0237 perceptual_loss=0.1292 rp_loss=0.0883 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.6641 ssim=0.7849 loss_q=0.0009 index_usage_batch=0.5963 perplexity=7927.8682 loss_commit=0.0009 loss=0.0884 fps=23.9885, 50.8s (d 0.01) 7.6h/41.9h +[09-29 07:37:33] Epoch 363 started. +[09-29 07:38:23] Epoch 363 training done. Time: 50.79s +[09-29 07:38:23] Epoch 363, train: fm_loss=0.0231 perceptual_loss=0.1292 rp_loss=0.0877 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.5829 ssim=0.7838 loss_q=0.0009 index_usage_batch=0.5972 perplexity=7927.7578 loss_commit=0.0009 loss=0.0878 fps=23.9886, 50.8s (d 0.01) 7.6h/41.8h +[09-29 07:38:23] Epoch 364 started. +[09-29 07:39:14] Epoch 364 training done. Time: 50.42s +[09-29 07:39:14] Epoch 364, train: fm_loss=0.0234 perceptual_loss=0.1299 rp_loss=0.0883 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.6177 ssim=0.7838 loss_q=0.0009 index_usage_batch=0.5969 perplexity=7927.6401 loss_commit=0.0009 loss=0.0884 fps=24.0642, 50.4s (d 0.01) 7.6h/41.8h +[09-29 07:39:14] Epoch 365 started. +[09-29 07:40:05] Epoch 365 training done. Time: 50.94s +[09-29 07:40:05] Epoch 365, train: fm_loss=0.0220 perceptual_loss=0.1291 rp_loss=0.0866 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.5852 ssim=0.7849 loss_q=0.0009 index_usage_batch=0.5972 perplexity=7927.5083 loss_commit=0.0009 loss=0.0867 fps=23.9595, 50.9s (d 0.01) 7.6h/41.8h +[09-29 07:40:05] Epoch 366 started. +[09-29 07:40:55] Epoch 366 training done. Time: 49.93s +[09-29 07:40:55] Epoch 366, train: fm_loss=0.0233 perceptual_loss=0.1300 rp_loss=0.0883 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.5980 ssim=0.7837 loss_q=0.0010 index_usage_batch=0.5975 perplexity=7927.3984 loss_commit=0.0010 loss=0.0884 fps=24.1832, 49.9s (d 0.01) 7.6h/41.7h +[09-29 07:40:55] Epoch 367 started. +[09-29 07:41:46] Epoch 367 training done. Time: 51.28s +[09-29 07:41:46] Epoch 367, train: fm_loss=0.0237 perceptual_loss=0.1286 rp_loss=0.0880 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.7319 ssim=0.7869 loss_q=0.0010 index_usage_batch=0.5973 perplexity=7927.2793 loss_commit=0.0010 loss=0.0881 fps=23.8632, 51.3s (d 0.01) 7.7h/41.7h +[09-29 07:41:46] Epoch 368 started. +[09-29 07:42:37] Epoch 368 training done. Time: 50.45s +[09-29 07:42:37] Epoch 368, train: fm_loss=0.0240 perceptual_loss=0.1298 rp_loss=0.0888 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.6666 ssim=0.7835 loss_q=0.0010 index_usage_batch=0.5975 perplexity=7927.1870 loss_commit=0.0010 loss=0.0889 fps=24.0732, 50.5s (d 0.01) 7.7h/41.7h +[09-29 07:42:37] Epoch 369 started. +[09-29 07:43:27] Epoch 369 training done. Time: 50.46s +[09-29 07:43:27] Epoch 369, train: fm_loss=0.0238 perceptual_loss=0.1281 rp_loss=0.0878 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.6672 ssim=0.7857 loss_q=0.0010 index_usage_batch=0.5978 perplexity=7927.1104 loss_commit=0.0010 loss=0.0879 fps=24.0378, 50.5s (d 0.01) 7.7h/41.6h +[09-29 07:43:27] Epoch 370 started. +[09-29 07:44:18] Epoch 370 training done. Time: 51.50s +[09-29 07:44:18] Epoch 370, train: fm_loss=0.0230 perceptual_loss=0.1288 rp_loss=0.0874 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.6343 ssim=0.7843 loss_q=0.0010 index_usage_batch=0.5982 perplexity=7927.0464 loss_commit=0.0010 loss=0.0875 fps=23.8270, 51.5s (d 0.01) 7.7h/41.6h +[09-29 07:44:18] Epoch 371 started. +[09-29 07:45:08] Epoch 371 training done. Time: 50.01s +[09-29 07:45:08] Epoch 371, train: fm_loss=0.0221 perceptual_loss=0.1304 rp_loss=0.0872 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.5702 ssim=0.7815 loss_q=0.0010 index_usage_batch=0.5989 perplexity=7926.9727 loss_commit=0.0010 loss=0.0873 fps=24.1419, 50.0s (d 0.01) 7.7h/41.6h +[09-29 07:45:08] Epoch 372 started. +[09-29 07:45:59] Epoch 372 training done. Time: 50.36s +[09-29 07:45:59] Epoch 372, train: fm_loss=0.0238 perceptual_loss=0.1295 rp_loss=0.0885 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.6899 ssim=0.7837 loss_q=0.0010 index_usage_batch=0.5985 perplexity=7926.9077 loss_commit=0.0010 loss=0.0886 fps=24.0821, 50.4s (d 0.01) 7.7h/41.5h +[09-29 07:45:59] Epoch 373 started. +[09-29 07:46:50] Epoch 373 training done. Time: 50.98s +[09-29 07:46:50] Epoch 373, train: fm_loss=0.0228 perceptual_loss=0.1282 rp_loss=0.0869 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.6695 ssim=0.7861 loss_q=0.0010 index_usage_batch=0.5990 perplexity=7926.8647 loss_commit=0.0010 loss=0.0870 fps=23.9061, 51.0s (d 0.01) 7.7h/41.5h +[09-29 07:46:50] Epoch 374 started. +[09-29 07:47:41] Epoch 374 training done. Time: 51.14s +[09-29 07:47:41] Epoch 374, train: fm_loss=0.0233 perceptual_loss=0.1290 rp_loss=0.0878 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.6220 ssim=0.7836 loss_q=0.0010 index_usage_batch=0.5990 perplexity=7926.8335 loss_commit=0.0010 loss=0.0879 fps=23.9545, 51.1s (d 0.02) 7.8h/41.4h +[09-29 07:47:41] Epoch 375 started. +[09-29 07:48:32] Epoch 375 training done. Time: 50.99s +[09-29 07:51:28] Calculating FVD with running real stats +[09-29 07:52:49] Converting video data to uint8 +[09-29 07:53:56] Converting video data to uint8 +[09-29 07:53:57] Preparing to save rng states... +[09-29 07:53:57] Saving checkpoint... +[09-29 07:54:30] New best checkpoint saved: best_fvd_320.20.pth +[09-29 07:54:30] Epoch 375, train: fm_loss=0.0225 perceptual_loss=0.1263 rp_loss=0.0856 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.6765 ssim=0.7906 loss_q=0.0011 index_usage_batch=0.5999 perplexity=7926.8667 loss_commit=0.0011 loss=0.0857 fps=23.9499, + eval: ucf101_val_psnr=22.4972 ucf101_val_ssim=0.6629 ucf101_val_fps=2.6975 ucf101_val_fvd=320.2008, +Latest checkpoint saved. Time: 32.91s +, 6.8m (d 0.00) 7.9h/41.9h +[09-29 07:54:30] Epoch 376 started. +[09-29 07:55:20] Epoch 376 training done. Time: 50.35s +[09-29 07:55:20] Epoch 376, train: fm_loss=0.0225 perceptual_loss=0.1277 rp_loss=0.0863 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.6597 ssim=0.7866 loss_q=0.0011 index_usage_batch=0.6000 perplexity=7926.9302 loss_commit=0.0011 loss=0.0864 fps=23.8831, 50.3s (d 0.01) 7.9h/41.9h +[09-29 07:55:20] Epoch 377 started. +[09-29 07:56:10] Epoch 377 training done. Time: 50.09s +[09-29 07:56:10] Epoch 377, train: fm_loss=0.0223 perceptual_loss=0.1268 rp_loss=0.0857 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.6485 ssim=0.7877 loss_q=0.0011 index_usage_batch=0.5998 perplexity=7926.9839 loss_commit=0.0011 loss=0.0858 fps=24.0992, 50.1s (d 0.01) 7.9h/41.9h +[09-29 07:56:10] Epoch 378 started. +[09-29 07:57:02] Epoch 378 training done. Time: 51.63s +[09-29 07:57:02] Epoch 378, train: fm_loss=0.0228 perceptual_loss=0.1288 rp_loss=0.0873 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.6386 ssim=0.7850 loss_q=0.0011 index_usage_batch=0.6001 perplexity=7927.0581 loss_commit=0.0011 loss=0.0874 fps=23.7438, 51.6s (d 0.01) 7.9h/41.8h +[09-29 07:57:02] Epoch 379 started. +[09-29 07:57:53] Epoch 379 training done. Time: 50.69s +[09-29 07:57:53] Epoch 379, train: fm_loss=0.0227 perceptual_loss=0.1253 rp_loss=0.0854 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.7867 ssim=0.7905 loss_q=0.0011 index_usage_batch=0.6000 perplexity=7927.1216 loss_commit=0.0011 loss=0.0855 fps=23.9387, 50.7s (d 0.01) 7.9h/41.8h +[09-29 07:57:53] Epoch 380 started. +[09-29 07:58:44] Epoch 380 training done. Time: 51.42s +[09-29 07:58:44] Epoch 380, train: fm_loss=0.0228 perceptual_loss=0.1279 rp_loss=0.0868 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.6612 ssim=0.7866 loss_q=0.0012 index_usage_batch=0.5999 perplexity=7927.2031 loss_commit=0.0012 loss=0.0869 fps=23.8237, 51.4s (d 0.01) 7.9h/41.8h +[09-29 07:58:44] Epoch 381 started. +[09-29 07:59:35] Epoch 381 training done. Time: 50.66s +[09-29 07:59:35] Epoch 381, train: fm_loss=0.0216 perceptual_loss=0.1266 rp_loss=0.0850 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.6861 ssim=0.7897 loss_q=0.0012 index_usage_batch=0.5994 perplexity=7927.2700 loss_commit=0.0012 loss=0.0851 fps=23.9591, 50.7s (d 0.01) 7.9h/41.7h +[09-29 07:59:35] Epoch 382 started. +[09-29 08:00:25] Epoch 382 training done. Time: 50.13s +[09-29 08:00:25] Epoch 382, train: fm_loss=0.0237 perceptual_loss=0.1267 rp_loss=0.0870 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.7400 ssim=0.7873 loss_q=0.0012 index_usage_batch=0.5992 perplexity=7927.3213 loss_commit=0.0012 loss=0.0871 fps=24.0863, 50.1s (d 0.01) 8.0h/41.7h +[09-29 08:00:25] Epoch 383 started. +[09-29 08:01:15] Epoch 383 training done. Time: 50.42s +[09-29 08:01:15] Epoch 383, train: fm_loss=0.0220 perceptual_loss=0.1236 rp_loss=0.0839 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.7914 ssim=0.7957 loss_q=0.0012 index_usage_batch=0.5994 perplexity=7927.4072 loss_commit=0.0012 loss=0.0840 fps=24.0378, 50.4s (d 0.01) 8.0h/41.7h +[09-29 08:01:15] Epoch 384 started. +[09-29 08:02:07] Epoch 384 training done. Time: 51.11s +[09-29 08:02:07] Epoch 384, train: fm_loss=0.0226 perceptual_loss=0.1261 rp_loss=0.0857 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.7417 ssim=0.7899 loss_q=0.0012 index_usage_batch=0.5997 perplexity=7927.4722 loss_commit=0.0012 loss=0.0858 fps=23.9211, 51.1s (d 0.01) 8.0h/41.6h +[09-29 08:02:07] Epoch 385 started. +[09-29 08:02:57] Epoch 385 training done. Time: 50.78s +[09-29 08:02:57] Epoch 385, train: fm_loss=0.0218 perceptual_loss=0.1261 rp_loss=0.0848 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.6782 ssim=0.7898 loss_q=0.0012 index_usage_batch=0.5997 perplexity=7927.5469 loss_commit=0.0012 loss=0.0850 fps=23.9865, 50.8s (d 0.01) 8.0h/41.6h +[09-29 08:02:57] Epoch 386 started. +[09-29 08:03:48] Epoch 386 training done. Time: 51.15s +[09-29 08:03:48] Epoch 386, train: fm_loss=0.0223 perceptual_loss=0.1252 rp_loss=0.0849 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.8159 ssim=0.7925 loss_q=0.0013 index_usage_batch=0.5998 perplexity=7927.6455 loss_commit=0.0013 loss=0.0851 fps=23.9991, 51.1s (d 0.02) 8.0h/41.5h +[09-29 08:03:48] Epoch 387 started. +[09-29 08:04:39] Epoch 387 training done. Time: 50.39s +[09-29 08:04:39] Epoch 387, train: fm_loss=0.0227 perceptual_loss=0.1265 rp_loss=0.0860 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.7088 ssim=0.7881 loss_q=0.0013 index_usage_batch=0.5992 perplexity=7927.7544 loss_commit=0.0013 loss=0.0861 fps=24.0892, 50.4s (d 0.01) 8.0h/41.5h +[09-29 08:04:39] Epoch 388 started. +[09-29 08:05:29] Epoch 388 training done. Time: 50.27s +[09-29 08:05:29] Epoch 388, train: fm_loss=0.0232 perceptual_loss=0.1266 rp_loss=0.0865 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.7848 ssim=0.7888 loss_q=0.0013 index_usage_batch=0.5993 perplexity=7927.8667 loss_commit=0.0013 loss=0.0866 fps=24.1146, 50.3s (d 0.01) 8.0h/41.5h +[09-29 08:05:29] Epoch 389 started. +[09-29 08:06:20] Epoch 389 training done. Time: 50.85s +[09-29 08:06:20] Epoch 389, train: fm_loss=0.0219 perceptual_loss=0.1263 rp_loss=0.0851 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.7169 ssim=0.7894 loss_q=0.0013 index_usage_batch=0.5988 perplexity=7928.0083 loss_commit=0.0013 loss=0.0852 fps=23.9765, 50.8s (d 0.01) 8.1h/41.4h +[09-29 08:06:20] Epoch 390 started. +[09-29 08:07:10] Epoch 390 training done. Time: 50.34s +[09-29 08:07:10] Epoch 390, train: fm_loss=0.0221 perceptual_loss=0.1239 rp_loss=0.0840 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.8272 ssim=0.7944 loss_q=0.0014 index_usage_batch=0.5991 perplexity=7928.1045 loss_commit=0.0014 loss=0.0842 fps=24.0724, 50.3s (d 0.01) 8.1h/41.4h +[09-29 08:07:10] Epoch 391 started. +[09-29 08:08:02] Epoch 391 training done. Time: 51.19s +[09-29 08:08:02] Epoch 391, train: fm_loss=0.0224 perceptual_loss=0.1249 rp_loss=0.0849 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.8004 ssim=0.7926 loss_q=0.0014 index_usage_batch=0.5981 perplexity=7928.2559 loss_commit=0.0014 loss=0.0850 fps=23.8944, 51.2s (d 0.01) 8.1h/41.4h +[09-29 08:08:02] Epoch 392 started. +[09-29 08:08:52] Epoch 392 training done. Time: 50.37s +[09-29 08:08:52] Epoch 392, train: fm_loss=0.0232 perceptual_loss=0.1231 rp_loss=0.0848 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.8656 ssim=0.7956 loss_q=0.0015 index_usage_batch=0.5977 perplexity=7928.4028 loss_commit=0.0015 loss=0.0849 fps=24.1080, 50.4s (d 0.01) 8.1h/41.3h +[09-29 08:08:52] Epoch 393 started. +[09-29 08:09:42] Epoch 393 training done. Time: 49.98s +[09-29 08:09:42] Epoch 393, train: fm_loss=0.0225 perceptual_loss=0.1236 rp_loss=0.0843 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.7936 ssim=0.7938 loss_q=0.0015 index_usage_batch=0.5977 perplexity=7928.5347 loss_commit=0.0015 loss=0.0844 fps=24.1578, 50.0s (d 0.01) 8.1h/41.3h +[09-29 08:09:42] Epoch 394 started. +[09-29 08:10:33] Epoch 394 training done. Time: 50.77s +[09-29 08:10:33] Epoch 394, train: fm_loss=0.0235 perceptual_loss=0.1267 rp_loss=0.0868 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.7837 ssim=0.7880 loss_q=0.0016 index_usage_batch=0.5978 perplexity=7928.6953 loss_commit=0.0016 loss=0.0869 fps=23.9704, 50.8s (d 0.01) 8.1h/41.3h +[09-29 08:10:33] Epoch 395 started. +[09-29 08:11:24] Epoch 395 training done. Time: 50.97s +[09-29 08:11:24] Epoch 395, train: fm_loss=0.0228 perceptual_loss=0.1227 rp_loss=0.0842 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.8851 ssim=0.7962 loss_q=0.0016 index_usage_batch=0.5984 perplexity=7928.8838 loss_commit=0.0016 loss=0.0843 fps=23.9203, 51.0s (d 0.01) 8.1h/41.2h +[09-29 08:11:24] Epoch 396 started. +[09-29 08:12:15] Epoch 396 training done. Time: 50.89s +[09-29 08:12:15] Epoch 396, train: fm_loss=0.0225 perceptual_loss=0.1238 rp_loss=0.0844 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.7805 ssim=0.7935 loss_q=0.0016 index_usage_batch=0.5984 perplexity=7929.0552 loss_commit=0.0016 loss=0.0845 fps=23.9317, 50.9s (d 0.01) 8.2h/41.2h +[09-29 08:12:15] Epoch 397 started. +[09-29 08:13:05] Epoch 397 training done. Time: 50.86s +[09-29 08:13:05] Epoch 397, train: fm_loss=0.0216 perceptual_loss=0.1240 rp_loss=0.0836 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.7829 ssim=0.7942 loss_q=0.0017 index_usage_batch=0.5999 perplexity=7929.2300 loss_commit=0.0017 loss=0.0838 fps=23.9655, 50.9s (d 0.01) 8.2h/41.2h +[09-29 08:13:05] Epoch 398 started. +[09-29 08:13:55] Epoch 398 training done. Time: 49.98s +[09-29 08:13:55] Epoch 398, train: fm_loss=0.0231 perceptual_loss=0.1245 rp_loss=0.0854 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.8043 ssim=0.7929 loss_q=0.0017 index_usage_batch=0.6009 perplexity=7929.3799 loss_commit=0.0017 loss=0.0855 fps=24.1629, 50.0s (d 0.01) 8.2h/41.1h +[09-29 08:13:55] Epoch 399 started. +[09-29 08:14:46] Epoch 399 training done. Time: 50.74s +[09-29 08:14:46] Epoch 399, train: fm_loss=0.0220 perceptual_loss=0.1243 rp_loss=0.0842 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.7836 ssim=0.7937 loss_q=0.0017 index_usage_batch=0.6008 perplexity=7929.5317 loss_commit=0.0017 loss=0.0843 fps=23.9767, 50.7s (d 0.01) 8.2h/41.1h +[09-29 08:14:46] Epoch 400 started. +[09-29 08:15:37] Epoch 400 training done. Time: 50.42s +[09-29 08:18:29] Calculating FVD with running real stats +[09-29 08:19:49] Converting video data to uint8 +[09-29 08:20:58] Converting video data to uint8 +[09-29 08:20:58] Preparing to save rng states... +[09-29 08:20:58] Saving checkpoint... +[09-29 08:21:30] New best checkpoint saved: best_fvd_289.77.pth +[09-29 08:21:30] Epoch 400, train: fm_loss=0.0218 perceptual_loss=0.1230 rp_loss=0.0833 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.7553 ssim=0.7948 loss_q=0.0017 index_usage_batch=0.6014 perplexity=7929.6787 loss_commit=0.0017 loss=0.0835 fps=24.0545, + eval: ucf101_val_psnr=22.7552 ucf101_val_ssim=0.6835 ucf101_val_fps=2.7505 ucf101_val_fvd=289.7686, +Latest checkpoint saved. Time: 31.85s +, 6.7m (d 0.01) 8.3h/41.6h +[09-29 08:21:30] Epoch 401 started. +[09-29 08:22:20] Epoch 401 training done. Time: 50.22s +[09-29 08:22:20] Epoch 401, train: fm_loss=0.0228 perceptual_loss=0.1237 rp_loss=0.0847 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.7975 ssim=0.7933 loss_q=0.0017 index_usage_batch=0.6018 perplexity=7929.8711 loss_commit=0.0017 loss=0.0849 fps=23.9388, 50.2s (d 0.01) 8.3h/41.5h +[09-29 08:22:20] Epoch 402 started. +[09-29 08:23:12] Epoch 402 training done. Time: 51.38s +[09-29 08:23:12] Epoch 402, train: fm_loss=0.0232 perceptual_loss=0.1234 rp_loss=0.0849 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.8364 ssim=0.7953 loss_q=0.0017 index_usage_batch=0.6022 perplexity=7929.9990 loss_commit=0.0017 loss=0.0851 fps=23.8403, 51.4s (d 0.01) 8.3h/41.5h +[09-29 08:23:12] Epoch 403 started. +[09-29 08:24:02] Epoch 403 training done. Time: 50.49s +[09-29 08:24:02] Epoch 403, train: fm_loss=0.0231 perceptual_loss=0.1234 rp_loss=0.0848 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.8587 ssim=0.7950 loss_q=0.0017 index_usage_batch=0.6024 perplexity=7930.1528 loss_commit=0.0017 loss=0.0850 fps=24.0282, 50.5s (d 0.01) 8.4h/41.5h +[09-29 08:24:02] Epoch 404 started. +[09-29 08:24:53] Epoch 404 training done. Time: 50.56s +[09-29 08:24:53] Epoch 404, train: fm_loss=0.0224 perceptual_loss=0.1239 rp_loss=0.0844 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.8433 ssim=0.7949 loss_q=0.0017 index_usage_batch=0.6019 perplexity=7930.3081 loss_commit=0.0017 loss=0.0845 fps=23.9962, 50.6s (d 0.01) 8.4h/41.4h +[09-29 08:24:53] Epoch 405 started. +[09-29 08:25:43] Epoch 405 training done. Time: 50.56s +[09-29 08:25:43] Epoch 405, train: fm_loss=0.0219 perceptual_loss=0.1215 rp_loss=0.0826 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.8624 ssim=0.7998 loss_q=0.0017 index_usage_batch=0.6015 perplexity=7930.4268 loss_commit=0.0017 loss=0.0828 fps=23.9982, 50.6s (d 0.01) 8.4h/41.4h +[09-29 08:25:43] Epoch 406 started. +[09-29 08:26:34] Epoch 406 training done. Time: 50.99s +[09-29 08:26:34] Epoch 406, train: fm_loss=0.0223 perceptual_loss=0.1231 rp_loss=0.0838 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.7731 ssim=0.7942 loss_q=0.0017 index_usage_batch=0.6022 perplexity=7930.5122 loss_commit=0.0017 loss=0.0840 fps=23.9291, 51.0s (d 0.01) 8.4h/41.4h +[09-29 08:26:34] Epoch 407 started. +[09-29 08:27:25] Epoch 407 training done. Time: 50.92s +[09-29 08:27:25] Epoch 407, train: fm_loss=0.0227 perceptual_loss=0.1227 rp_loss=0.0841 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.8954 ssim=0.7969 loss_q=0.0017 index_usage_batch=0.6023 perplexity=7930.6270 loss_commit=0.0017 loss=0.0843 fps=23.9081, 50.9s (d 0.01) 8.4h/41.3h +[09-29 08:27:25] Epoch 408 started. +[09-29 08:28:16] Epoch 408 training done. Time: 51.07s +[09-29 08:28:16] Epoch 408, train: fm_loss=0.0229 perceptual_loss=0.1220 rp_loss=0.0839 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.8982 ssim=0.7976 loss_q=0.0017 index_usage_batch=0.6017 perplexity=7930.7700 loss_commit=0.0017 loss=0.0841 fps=23.9495, 51.1s (d 0.01) 8.4h/41.3h +[09-29 08:28:16] Epoch 409 started. +[09-29 08:29:06] Epoch 409 training done. Time: 50.12s +[09-29 08:29:06] Epoch 409, train: fm_loss=0.0229 perceptual_loss=0.1231 rp_loss=0.0845 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.8815 ssim=0.7948 loss_q=0.0018 index_usage_batch=0.6020 perplexity=7930.8779 loss_commit=0.0018 loss=0.0846 fps=24.1064, 50.1s (d 0.01) 8.4h/41.3h +[09-29 08:29:06] Epoch 410 started. +[09-29 08:29:57] Epoch 410 training done. Time: 50.85s +[09-29 08:29:57] Epoch 410, train: fm_loss=0.0234 perceptual_loss=0.1228 rp_loss=0.0848 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.9251 ssim=0.7984 loss_q=0.0018 index_usage_batch=0.6017 perplexity=7930.9971 loss_commit=0.0018 loss=0.0850 fps=23.9291, 50.8s (d 0.01) 8.5h/41.2h +[09-29 08:29:57] Epoch 411 started. +[09-29 08:30:48] Epoch 411 training done. Time: 50.54s +[09-29 08:30:48] Epoch 411, train: fm_loss=0.0220 perceptual_loss=0.1223 rp_loss=0.0832 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.7984 ssim=0.7955 loss_q=0.0018 index_usage_batch=0.6016 perplexity=7931.1343 loss_commit=0.0018 loss=0.0833 fps=24.0261, 50.5s (d 0.01) 8.5h/41.2h +[09-29 08:30:48] Epoch 412 started. +[09-29 08:31:39] Epoch 412 training done. Time: 51.13s +[09-29 08:31:39] Epoch 412, train: fm_loss=0.0220 perceptual_loss=0.1196 rp_loss=0.0818 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.9507 ssim=0.8023 loss_q=0.0018 index_usage_batch=0.6015 perplexity=7931.2300 loss_commit=0.0018 loss=0.0820 fps=23.8822, 51.1s (d 0.01) 8.5h/41.2h +[09-29 08:31:39] Epoch 413 started. +[09-29 08:32:30] Epoch 413 training done. Time: 51.07s +[09-29 08:32:30] Epoch 413, train: fm_loss=0.0222 perceptual_loss=0.1220 rp_loss=0.0832 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.8818 ssim=0.7971 loss_q=0.0018 index_usage_batch=0.6017 perplexity=7931.3394 loss_commit=0.0018 loss=0.0834 fps=23.9041, 51.1s (d 0.01) 8.5h/41.1h +[09-29 08:32:30] Epoch 414 started. +[09-29 08:33:20] Epoch 414 training done. Time: 50.05s +[09-29 08:33:20] Epoch 414, train: fm_loss=0.0224 perceptual_loss=0.1205 rp_loss=0.0827 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.9207 ssim=0.8009 loss_q=0.0018 index_usage_batch=0.6011 perplexity=7931.4414 loss_commit=0.0018 loss=0.0828 fps=24.1245, 50.0s (d 0.01) 8.5h/41.1h +[09-29 08:33:20] Epoch 415 started. +[09-29 08:34:10] Epoch 415 training done. Time: 50.49s +[09-29 08:34:10] Epoch 415, train: fm_loss=0.0221 perceptual_loss=0.1237 rp_loss=0.0839 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.8447 ssim=0.7939 loss_q=0.0018 index_usage_batch=0.6010 perplexity=7931.5244 loss_commit=0.0018 loss=0.0841 fps=23.9991, 50.5s (d 0.01) 8.5h/41.1h +[09-29 08:34:10] Epoch 416 started. +[09-29 08:35:02] Epoch 416 training done. Time: 51.21s +[09-29 08:35:02] Epoch 416, train: fm_loss=0.0217 perceptual_loss=0.1203 rp_loss=0.0819 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.9473 ssim=0.8012 loss_q=0.0018 index_usage_batch=0.6010 perplexity=7931.6133 loss_commit=0.0018 loss=0.0820 fps=23.9044, 51.2s (d 0.01) 8.5h/41.1h +[09-29 08:35:02] Epoch 417 started. +[09-29 08:35:53] Epoch 417 training done. Time: 51.00s +[09-29 08:35:53] Epoch 417, train: fm_loss=0.0219 perceptual_loss=0.1208 rp_loss=0.0823 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.9197 ssim=0.8009 loss_q=0.0018 index_usage_batch=0.6009 perplexity=7931.6709 loss_commit=0.0018 loss=0.0825 fps=23.9278, 51.0s (d 0.01) 8.6h/41.0h +[09-29 08:35:53] Epoch 418 started. +[09-29 08:36:44] Epoch 418 training done. Time: 50.93s +[09-29 08:36:44] Epoch 418, train: fm_loss=0.0230 perceptual_loss=0.1188 rp_loss=0.0825 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.0209 ssim=0.8033 loss_q=0.0018 index_usage_batch=0.6009 perplexity=7931.7251 loss_commit=0.0018 loss=0.0826 fps=23.9483, 50.9s (d 0.01) 8.6h/41.0h +[09-29 08:36:44] Epoch 419 started. +[09-29 08:37:34] Epoch 419 training done. Time: 50.79s +[09-29 08:37:34] Epoch 419, train: fm_loss=0.0210 perceptual_loss=0.1204 rp_loss=0.0812 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.8554 ssim=0.8003 loss_q=0.0018 index_usage_batch=0.6007 perplexity=7931.7856 loss_commit=0.0018 loss=0.0814 fps=24.0098, 50.8s (d 0.01) 8.6h/41.0h +[09-29 08:37:34] Epoch 420 started. +[09-29 08:38:24] Epoch 420 training done. Time: 49.93s +[09-29 08:38:24] Epoch 420, train: fm_loss=0.0236 perceptual_loss=0.1203 rp_loss=0.0838 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.0067 ssim=0.7998 loss_q=0.0018 index_usage_batch=0.6009 perplexity=7931.8320 loss_commit=0.0018 loss=0.0839 fps=24.1732, 49.9s (d 0.01) 8.6h/40.9h +[09-29 08:38:24] Epoch 421 started. +[09-29 08:39:15] Epoch 421 training done. Time: 50.93s +[09-29 08:39:15] Epoch 421, train: fm_loss=0.0226 perceptual_loss=0.1194 rp_loss=0.0823 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.9645 ssim=0.8022 loss_q=0.0018 index_usage_batch=0.6011 perplexity=7931.8818 loss_commit=0.0018 loss=0.0825 fps=23.9460, 50.9s (d 0.01) 8.6h/40.9h +[09-29 08:39:15] Epoch 422 started. +[09-29 08:40:06] Epoch 422 training done. Time: 50.44s +[09-29 08:40:06] Epoch 422, train: fm_loss=0.0214 perceptual_loss=0.1205 rp_loss=0.0816 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.8929 ssim=0.8004 loss_q=0.0018 index_usage_batch=0.6010 perplexity=7931.9224 loss_commit=0.0018 loss=0.0818 fps=24.0302, 50.4s (d 0.01) 8.6h/40.9h +[09-29 08:40:06] Epoch 423 started. +[09-29 08:40:57] Epoch 423 training done. Time: 51.16s +[09-29 08:40:57] Epoch 423, train: fm_loss=0.0218 perceptual_loss=0.1182 rp_loss=0.0809 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.0242 ssim=0.8058 loss_q=0.0018 index_usage_batch=0.6007 perplexity=7931.9805 loss_commit=0.0018 loss=0.0811 fps=23.9869, 51.2s (d 0.02) 8.6h/40.8h +[09-29 08:40:57] Epoch 424 started. +[09-29 08:41:47] Epoch 424 training done. Time: 50.50s +[09-29 08:41:47] Epoch 424, train: fm_loss=0.0210 perceptual_loss=0.1238 rp_loss=0.0828 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.7690 ssim=0.7927 loss_q=0.0018 index_usage_batch=0.6009 perplexity=7932.0420 loss_commit=0.0018 loss=0.0830 fps=24.0685, 50.5s (d 0.01) 8.7h/40.8h +[09-29 08:41:47] Epoch 425 started. +[09-29 08:42:38] Epoch 425 training done. Time: 50.79s +[09-29 08:45:31] Calculating FVD with running real stats +[09-29 08:46:52] Converting video data to uint8 +[09-29 08:48:00] Converting video data to uint8 +[09-29 08:48:01] Preparing to save rng states... +[09-29 08:48:01] Saving checkpoint... +[09-29 08:48:33] New best checkpoint saved: best_fvd_271.21.pth +[09-29 08:48:33] Epoch 425, train: fm_loss=0.0220 perceptual_loss=0.1188 rp_loss=0.0814 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.9384 ssim=0.8031 loss_q=0.0018 index_usage_batch=0.6007 perplexity=7932.0854 loss_commit=0.0018 loss=0.0816 fps=24.0162, + eval: ucf101_val_psnr=22.6803 ucf101_val_ssim=0.6805 ucf101_val_fps=2.7367 ucf101_val_fvd=271.2114, +Latest checkpoint saved. Time: 32.49s +, 6.8m (d 0.01) 8.8h/41.2h +[09-29 08:48:33] Epoch 426 started. +[09-29 08:49:23] Epoch 426 training done. Time: 50.25s +[09-29 08:49:23] Epoch 426, train: fm_loss=0.0224 perceptual_loss=0.1196 rp_loss=0.0822 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.9507 ssim=0.8016 loss_q=0.0018 index_usage_batch=0.6004 perplexity=7932.1558 loss_commit=0.0018 loss=0.0824 fps=23.9413, 50.3s (d 0.01) 8.8h/41.2h +[09-29 08:49:23] Epoch 427 started. +[09-29 08:50:14] Epoch 427 training done. Time: 50.61s +[09-29 08:50:14] Epoch 427, train: fm_loss=0.0217 perceptual_loss=0.1191 rp_loss=0.0813 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.8991 ssim=0.8014 loss_q=0.0018 index_usage_batch=0.6006 perplexity=7932.2109 loss_commit=0.0018 loss=0.0815 fps=23.9458, 50.6s (d 0.01) 8.8h/41.2h +[09-29 08:50:14] Epoch 428 started. +[09-29 08:51:05] Epoch 428 training done. Time: 50.80s +[09-29 08:51:05] Epoch 428, train: fm_loss=0.0219 perceptual_loss=0.1191 rp_loss=0.0814 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.9684 ssim=0.8033 loss_q=0.0018 index_usage_batch=0.6005 perplexity=7932.2505 loss_commit=0.0018 loss=0.0816 fps=23.9627, 50.8s (d 0.01) 8.8h/41.2h +[09-29 08:51:05] Epoch 429 started. +[09-29 08:51:55] Epoch 429 training done. Time: 50.50s +[09-29 08:51:55] Epoch 429, train: fm_loss=0.0218 perceptual_loss=0.1199 rp_loss=0.0818 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.9292 ssim=0.8020 loss_q=0.0018 index_usage_batch=0.6009 perplexity=7932.2881 loss_commit=0.0018 loss=0.0820 fps=24.0460, 50.5s (d 0.01) 8.8h/41.1h +[09-29 08:51:55] Epoch 430 started. +[09-29 08:52:46] Epoch 430 training done. Time: 50.95s +[09-29 08:52:46] Epoch 430, train: fm_loss=0.0222 perceptual_loss=0.1189 rp_loss=0.0817 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.0230 ssim=0.8038 loss_q=0.0018 index_usage_batch=0.6003 perplexity=7932.3472 loss_commit=0.0018 loss=0.0819 fps=23.9462, 51.0s (d 0.01) 8.8h/41.1h +[09-29 08:52:46] Epoch 431 started. +[09-29 08:53:37] Epoch 431 training done. Time: 50.42s +[09-29 08:53:37] Epoch 431, train: fm_loss=0.0216 perceptual_loss=0.1191 rp_loss=0.0812 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.9541 ssim=0.8029 loss_q=0.0018 index_usage_batch=0.6001 perplexity=7932.3823 loss_commit=0.0018 loss=0.0814 fps=24.0660, 50.4s (d 0.01) 8.8h/41.1h +[09-29 08:53:37] Epoch 432 started. +[09-29 08:54:27] Epoch 432 training done. Time: 50.80s +[09-29 08:54:27] Epoch 432, train: fm_loss=0.0219 perceptual_loss=0.1193 rp_loss=0.0815 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.9647 ssim=0.8014 loss_q=0.0018 index_usage_batch=0.6003 perplexity=7932.4028 loss_commit=0.0018 loss=0.0817 fps=24.0030, 50.8s (d 0.01) 8.9h/41.0h +[09-29 08:54:27] Epoch 433 started. +[09-29 08:55:18] Epoch 433 training done. Time: 50.93s +[09-29 08:55:18] Epoch 433, train: fm_loss=0.0225 perceptual_loss=0.1179 rp_loss=0.0814 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.0447 ssim=0.8036 loss_q=0.0018 index_usage_batch=0.6002 perplexity=7932.4297 loss_commit=0.0018 loss=0.0816 fps=23.9696, 50.9s (d 0.01) 8.9h/41.0h +[09-29 08:55:18] Epoch 434 started. +[09-29 08:56:08] Epoch 434 training done. Time: 49.94s +[09-29 08:56:08] Epoch 434, train: fm_loss=0.0221 perceptual_loss=0.1195 rp_loss=0.0819 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.0348 ssim=0.8019 loss_q=0.0018 index_usage_batch=0.6001 perplexity=7932.4482 loss_commit=0.0018 loss=0.0821 fps=24.1748, 49.9s (d 0.01) 8.9h/41.0h +[09-29 08:56:08] Epoch 435 started. +[09-29 08:56:59] Epoch 435 training done. Time: 50.93s +[09-29 08:56:59] Epoch 435, train: fm_loss=0.0220 perceptual_loss=0.1187 rp_loss=0.0813 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.0043 ssim=0.8039 loss_q=0.0018 index_usage_batch=0.6003 perplexity=7932.4810 loss_commit=0.0018 loss=0.0815 fps=23.9675, 50.9s (d 0.01) 8.9h/40.9h +[09-29 08:56:59] Epoch 436 started. +[09-29 08:57:50] Epoch 436 training done. Time: 50.40s +[09-29 08:57:50] Epoch 436, train: fm_loss=0.0219 perceptual_loss=0.1188 rp_loss=0.0813 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.9908 ssim=0.8026 loss_q=0.0018 index_usage_batch=0.6002 perplexity=7932.5088 loss_commit=0.0018 loss=0.0815 fps=24.0471, 50.4s (d 0.01) 8.9h/40.9h +[09-29 08:57:50] Epoch 437 started. +[09-29 08:58:41] Epoch 437 training done. Time: 51.25s +[09-29 08:58:41] Epoch 437, train: fm_loss=0.0225 perceptual_loss=0.1195 rp_loss=0.0823 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.0112 ssim=0.8027 loss_q=0.0018 index_usage_batch=0.6000 perplexity=7932.5068 loss_commit=0.0018 loss=0.0824 fps=23.8708, 51.3s (d 0.01) 8.9h/40.9h +[09-29 08:58:41] Epoch 438 started. +[09-29 08:59:31] Epoch 438 training done. Time: 50.05s +[09-29 08:59:31] Epoch 438, train: fm_loss=0.0219 perceptual_loss=0.1171 rp_loss=0.0804 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.0182 ssim=0.8065 loss_q=0.0018 index_usage_batch=0.5997 perplexity=7932.4961 loss_commit=0.0018 loss=0.0806 fps=24.1377, 50.1s (d 0.01) 8.9h/40.9h +[09-29 08:59:31] Epoch 439 started. +[09-29 09:00:22] Epoch 439 training done. Time: 51.07s +[09-29 09:00:22] Epoch 439, train: fm_loss=0.0213 perceptual_loss=0.1189 rp_loss=0.0808 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=27.9722 ssim=0.8026 loss_q=0.0018 index_usage_batch=0.6001 perplexity=7932.4810 loss_commit=0.0018 loss=0.0810 fps=23.9409, 51.1s (d 0.01) 9.0h/40.8h +[09-29 09:00:22] Epoch 440 started. +[09-29 09:01:13] Epoch 440 training done. Time: 50.49s +[09-29 09:01:13] Epoch 440, train: fm_loss=0.0214 perceptual_loss=0.1182 rp_loss=0.0805 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.0181 ssim=0.8042 loss_q=0.0018 index_usage_batch=0.6001 perplexity=7932.4722 loss_commit=0.0018 loss=0.0807 fps=24.0628, 50.5s (d 0.01) 9.0h/40.8h +[09-29 09:01:13] Epoch 441 started. +[09-29 09:02:03] Epoch 441 training done. Time: 50.87s +[09-29 09:02:03] Epoch 441, train: fm_loss=0.0226 perceptual_loss=0.1180 rp_loss=0.0816 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.0320 ssim=0.8040 loss_q=0.0018 index_usage_batch=0.5999 perplexity=7932.4575 loss_commit=0.0018 loss=0.0818 fps=23.9489, 50.9s (d 0.01) 9.0h/40.8h +[09-29 09:02:03] Epoch 442 started. +[09-29 09:02:54] Epoch 442 training done. Time: 50.85s +[09-29 09:02:54] Epoch 442, train: fm_loss=0.0222 perceptual_loss=0.1153 rp_loss=0.0798 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.1185 ssim=0.8095 loss_q=0.0018 index_usage_batch=0.5996 perplexity=7932.4536 loss_commit=0.0018 loss=0.0800 fps=23.9812, 50.9s (d 0.01) 9.0h/40.7h +[09-29 09:02:54] Epoch 443 started. +[09-29 09:03:45] Epoch 443 training done. Time: 50.43s +[09-29 09:03:45] Epoch 443, train: fm_loss=0.0219 perceptual_loss=0.1186 rp_loss=0.0811 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.0035 ssim=0.8026 loss_q=0.0018 index_usage_batch=0.5999 perplexity=7932.4292 loss_commit=0.0018 loss=0.0813 fps=24.0483, 50.4s (d 0.01) 9.0h/40.7h +[09-29 09:03:45] Epoch 444 started. +[09-29 09:04:36] Epoch 444 training done. Time: 50.99s +[09-29 09:04:36] Epoch 444, train: fm_loss=0.0219 perceptual_loss=0.1189 rp_loss=0.0814 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.0153 ssim=0.8031 loss_q=0.0018 index_usage_batch=0.5998 perplexity=7932.4019 loss_commit=0.0018 loss=0.0815 fps=23.9404, 51.0s (d 0.01) 9.0h/40.7h +[09-29 09:04:36] Epoch 445 started. +[09-29 09:05:26] Epoch 445 training done. Time: 50.52s +[09-29 09:05:26] Epoch 445, train: fm_loss=0.0219 perceptual_loss=0.1160 rp_loss=0.0798 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.0749 ssim=0.8080 loss_q=0.0018 index_usage_batch=0.5994 perplexity=7932.3940 loss_commit=0.0018 loss=0.0800 fps=24.0469, 50.5s (d 0.01) 9.0h/40.7h +[09-29 09:05:26] Epoch 446 started. +[09-29 09:06:17] Epoch 446 training done. Time: 50.74s +[09-29 09:06:17] Epoch 446, train: fm_loss=0.0227 perceptual_loss=0.1180 rp_loss=0.0817 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.0612 ssim=0.8038 loss_q=0.0018 index_usage_batch=0.6001 perplexity=7932.3584 loss_commit=0.0018 loss=0.0819 fps=23.9916, 50.7s (d 0.01) 9.1h/40.6h +[09-29 09:06:17] Epoch 447 started. +[09-29 09:07:07] Epoch 447 training done. Time: 50.08s +[09-29 09:07:07] Epoch 447, train: fm_loss=0.0224 perceptual_loss=0.1169 rp_loss=0.0809 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.1014 ssim=0.8062 loss_q=0.0018 index_usage_batch=0.5995 perplexity=7932.3403 loss_commit=0.0018 loss=0.0811 fps=24.1424, 50.1s (d 0.01) 9.1h/40.6h +[09-29 09:07:07] Epoch 448 started. +[09-29 09:07:58] Epoch 448 training done. Time: 51.21s +[09-29 09:07:58] Epoch 448, train: fm_loss=0.0214 perceptual_loss=0.1158 rp_loss=0.0793 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.0832 ssim=0.8087 loss_q=0.0019 index_usage_batch=0.5998 perplexity=7932.3164 loss_commit=0.0019 loss=0.0795 fps=23.9035, 51.2s (d 0.01) 9.1h/40.6h +[09-29 09:07:58] Epoch 449 started. +[09-29 09:08:49] Epoch 449 training done. Time: 50.73s +[09-29 09:08:49] Epoch 449, train: fm_loss=0.0211 perceptual_loss=0.1180 rp_loss=0.0801 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.0507 ssim=0.8051 loss_q=0.0019 index_usage_batch=0.5999 perplexity=7932.2969 loss_commit=0.0019 loss=0.0803 fps=23.9962, 50.7s (d 0.01) 9.1h/40.5h +[09-29 09:08:49] Epoch 450 started. +[09-29 09:09:39] Epoch 450 training done. Time: 49.91s +[09-29 09:12:32] Calculating FVD with running real stats +[09-29 09:13:53] Converting video data to uint8 +[09-29 09:15:01] Converting video data to uint8 +[09-29 09:15:01] Preparing to save rng states... +[09-29 09:15:02] Saving checkpoint... +[09-29 09:15:33] New best checkpoint saved: best_fvd_265.65.pth +[09-29 09:15:33] Epoch 450, train: fm_loss=0.0226 perceptual_loss=0.1166 rp_loss=0.0809 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.1055 ssim=0.8062 loss_q=0.0019 index_usage_batch=0.5998 perplexity=7932.2979 loss_commit=0.0019 loss=0.0811 fps=24.2034, + eval: ucf101_val_psnr=22.7925 ucf101_val_ssim=0.6954 ucf101_val_fps=2.7420 ucf101_val_fvd=265.6548, +Latest checkpoint saved. Time: 31.94s +, 6.7m (d 0.01) 9.2h/41.0h +[09-29 09:15:33] Epoch 451 started. +[09-29 09:16:25] Epoch 451 training done. Time: 51.21s +[09-29 09:16:25] Epoch 451, train: fm_loss=0.0223 perceptual_loss=0.1166 rp_loss=0.0807 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.1351 ssim=0.8075 loss_q=0.0019 index_usage_batch=0.6000 perplexity=7932.2305 loss_commit=0.0019 loss=0.0809 fps=23.7741, 51.2s (d 0.01) 9.2h/40.9h +[09-29 09:16:25] Epoch 452 started. +[09-29 09:17:15] Epoch 452 training done. Time: 50.51s +[09-29 09:17:15] Epoch 452, train: fm_loss=0.0218 perceptual_loss=0.1143 rp_loss=0.0789 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.1633 ssim=0.8122 loss_q=0.0019 index_usage_batch=0.6001 perplexity=7932.2021 loss_commit=0.0019 loss=0.0791 fps=24.0142, 50.5s (d 0.01) 9.2h/40.9h +[09-29 09:17:15] Epoch 453 started. +[09-29 09:18:06] Epoch 453 training done. Time: 50.55s +[09-29 09:18:06] Epoch 453, train: fm_loss=0.0216 perceptual_loss=0.1170 rp_loss=0.0801 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.0227 ssim=0.8051 loss_q=0.0019 index_usage_batch=0.6004 perplexity=7932.1831 loss_commit=0.0019 loss=0.0803 fps=24.0040, 50.5s (d 0.01) 9.3h/40.9h +[09-29 09:18:06] Epoch 454 started. +[09-29 09:18:57] Epoch 454 training done. Time: 51.26s +[09-29 09:18:57] Epoch 454, train: fm_loss=0.0213 perceptual_loss=0.1144 rp_loss=0.0785 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.1201 ssim=0.8117 loss_q=0.0019 index_usage_batch=0.6003 perplexity=7932.1572 loss_commit=0.0019 loss=0.0787 fps=23.8866, 51.3s (d 0.01) 9.3h/40.8h +[09-29 09:18:57] Epoch 455 started. +[09-29 09:19:47] Epoch 455 training done. Time: 50.14s +[09-29 09:19:47] Epoch 455, train: fm_loss=0.0227 perceptual_loss=0.1185 rp_loss=0.0819 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.0676 ssim=0.8035 loss_q=0.0019 index_usage_batch=0.6002 perplexity=7932.1494 loss_commit=0.0019 loss=0.0821 fps=24.1022, 50.1s (d 0.01) 9.3h/40.8h +[09-29 09:19:47] Epoch 456 started. +[09-29 09:20:39] Epoch 456 training done. Time: 51.47s +[09-29 09:20:39] Epoch 456, train: fm_loss=0.0211 perceptual_loss=0.1164 rp_loss=0.0793 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.0522 ssim=0.8072 loss_q=0.0019 index_usage_batch=0.6002 perplexity=7932.1318 loss_commit=0.0019 loss=0.0795 fps=23.8551, 51.5s (d 0.01) 9.3h/40.8h +[09-29 09:20:39] Epoch 457 started. +[09-29 09:21:29] Epoch 457 training done. Time: 50.07s +[09-29 09:21:29] Epoch 457, train: fm_loss=0.0220 perceptual_loss=0.1149 rp_loss=0.0794 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.1950 ssim=0.8098 loss_q=0.0019 index_usage_batch=0.5999 perplexity=7932.1172 loss_commit=0.0019 loss=0.0796 fps=24.1174, 50.1s (d 0.01) 9.3h/40.8h +[09-29 09:21:29] Epoch 458 started. +[09-29 09:22:19] Epoch 458 training done. Time: 50.78s +[09-29 09:22:19] Epoch 458, train: fm_loss=0.0212 perceptual_loss=0.1164 rp_loss=0.0794 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.1139 ssim=0.8078 loss_q=0.0019 index_usage_batch=0.6003 perplexity=7932.1055 loss_commit=0.0019 loss=0.0796 fps=23.9828, 50.8s (d 0.01) 9.3h/40.7h +[09-29 09:22:19] Epoch 459 started. +[09-29 09:23:10] Epoch 459 training done. Time: 50.95s +[09-29 09:23:10] Epoch 459, train: fm_loss=0.0215 perceptual_loss=0.1148 rp_loss=0.0790 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.1881 ssim=0.8111 loss_q=0.0019 index_usage_batch=0.6002 perplexity=7932.1084 loss_commit=0.0019 loss=0.0791 fps=23.8935, 51.0s (d 0.01) 9.3h/40.7h +[09-29 09:23:10] Epoch 460 started. +[09-29 09:24:01] Epoch 460 training done. Time: 51.08s +[09-29 09:24:01] Epoch 460, train: fm_loss=0.0210 perceptual_loss=0.1151 rp_loss=0.0785 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.1196 ssim=0.8093 loss_q=0.0019 index_usage_batch=0.6005 perplexity=7932.1133 loss_commit=0.0019 loss=0.0787 fps=23.9283, 51.1s (d 0.01) 9.4h/40.7h +[09-29 09:24:01] Epoch 461 started. +[09-29 09:24:52] Epoch 461 training done. Time: 50.67s +[09-29 09:24:52] Epoch 461, train: fm_loss=0.0219 perceptual_loss=0.1157 rp_loss=0.0797 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.1556 ssim=0.8082 loss_q=0.0019 index_usage_batch=0.5999 perplexity=7932.1128 loss_commit=0.0019 loss=0.0799 fps=23.9964, 50.7s (d 0.01) 9.4h/40.6h +[09-29 09:24:52] Epoch 462 started. +[09-29 09:25:43] Epoch 462 training done. Time: 50.51s +[09-29 09:25:43] Epoch 462, train: fm_loss=0.0222 perceptual_loss=0.1152 rp_loss=0.0798 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.1728 ssim=0.8092 loss_q=0.0019 index_usage_batch=0.6001 perplexity=7932.0859 loss_commit=0.0019 loss=0.0800 fps=24.0140, 50.5s (d 0.01) 9.4h/40.6h +[09-29 09:25:43] Epoch 463 started. +[09-29 09:26:33] Epoch 463 training done. Time: 50.42s +[09-29 09:26:33] Epoch 463, train: fm_loss=0.0214 perceptual_loss=0.1160 rp_loss=0.0795 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.1132 ssim=0.8080 loss_q=0.0019 index_usage_batch=0.6002 perplexity=7932.0557 loss_commit=0.0019 loss=0.0796 fps=24.0481, 50.4s (d 0.01) 9.4h/40.6h +[09-29 09:26:33] Epoch 464 started. +[09-29 09:27:23] Epoch 464 training done. Time: 50.34s +[09-29 09:27:23] Epoch 464, train: fm_loss=0.0215 perceptual_loss=0.1151 rp_loss=0.0791 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.1750 ssim=0.8096 loss_q=0.0019 index_usage_batch=0.5999 perplexity=7932.0278 loss_commit=0.0019 loss=0.0793 fps=24.1000, 50.3s (d 0.01) 9.4h/40.6h +[09-29 09:27:23] Epoch 465 started. +[09-29 09:28:15] Epoch 465 training done. Time: 51.82s +[09-29 09:28:15] Epoch 465, train: fm_loss=0.0204 perceptual_loss=0.1154 rp_loss=0.0781 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.1578 ssim=0.8111 loss_q=0.0019 index_usage_batch=0.6002 perplexity=7931.9834 loss_commit=0.0019 loss=0.0783 fps=23.7489, 51.8s (d 0.01) 9.4h/40.5h +[09-29 09:28:15] Epoch 466 started. +[09-29 09:29:05] Epoch 466 training done. Time: 50.08s +[09-29 09:29:05] Epoch 466, train: fm_loss=0.0225 perceptual_loss=0.1132 rp_loss=0.0791 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.2526 ssim=0.8135 loss_q=0.0019 index_usage_batch=0.6002 perplexity=7931.9688 loss_commit=0.0019 loss=0.0793 fps=24.1289, 50.1s (d 0.01) 9.4h/40.5h +[09-29 09:29:05] Epoch 467 started. +[09-29 09:29:56] Epoch 467 training done. Time: 50.88s +[09-29 09:29:56] Epoch 467, train: fm_loss=0.0206 perceptual_loss=0.1163 rp_loss=0.0787 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.0571 ssim=0.8083 loss_q=0.0019 index_usage_batch=0.6004 perplexity=7931.9453 loss_commit=0.0019 loss=0.0789 fps=23.9894, 50.9s (d 0.01) 9.5h/40.5h +[09-29 09:29:56] Epoch 468 started. +[09-29 09:30:46] Epoch 468 training done. Time: 49.98s +[09-29 09:30:46] Epoch 468, train: fm_loss=0.0214 perceptual_loss=0.1154 rp_loss=0.0791 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.1209 ssim=0.8085 loss_q=0.0019 index_usage_batch=0.6003 perplexity=7931.9297 loss_commit=0.0019 loss=0.0793 fps=24.1657, 50.0s (d 0.01) 9.5h/40.5h +[09-29 09:30:46] Epoch 469 started. +[09-29 09:31:37] Epoch 469 training done. Time: 50.44s +[09-29 09:31:37] Epoch 469, train: fm_loss=0.0207 perceptual_loss=0.1149 rp_loss=0.0782 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.0963 ssim=0.8097 loss_q=0.0019 index_usage_batch=0.6004 perplexity=7931.9185 loss_commit=0.0019 loss=0.0784 fps=24.0556, 50.4s (d 0.01) 9.5h/40.4h +[09-29 09:31:37] Epoch 470 started. +[09-29 09:32:29] Epoch 470 training done. Time: 52.21s +[09-29 09:32:29] Epoch 470, train: fm_loss=0.0215 perceptual_loss=0.1130 rp_loss=0.0780 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.2028 ssim=0.8141 loss_q=0.0019 index_usage_batch=0.6005 perplexity=7931.9180 loss_commit=0.0019 loss=0.0782 fps=23.6451, 52.2s (d 0.01) 9.5h/40.4h +[09-29 09:32:29] Epoch 471 started. +[09-29 09:33:19] Epoch 471 training done. Time: 50.07s +[09-29 09:33:19] Epoch 471, train: fm_loss=0.0211 perceptual_loss=0.1140 rp_loss=0.0781 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.2039 ssim=0.8111 loss_q=0.0019 index_usage_batch=0.6004 perplexity=7931.9180 loss_commit=0.0019 loss=0.0783 fps=24.1063, 50.1s (d 0.01) 9.5h/40.4h +[09-29 09:33:19] Epoch 472 started. +[09-29 09:34:10] Epoch 472 training done. Time: 50.80s +[09-29 09:34:10] Epoch 472, train: fm_loss=0.0206 perceptual_loss=0.1133 rp_loss=0.0773 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.1746 ssim=0.8141 loss_q=0.0019 index_usage_batch=0.6006 perplexity=7931.9058 loss_commit=0.0019 loss=0.0775 fps=23.9717, 50.8s (d 0.01) 9.5h/40.4h +[09-29 09:34:10] Epoch 473 started. +[09-29 09:35:00] Epoch 473 training done. Time: 50.04s +[09-29 09:35:00] Epoch 473, train: fm_loss=0.0216 perceptual_loss=0.1144 rp_loss=0.0788 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.1617 ssim=0.8097 loss_q=0.0020 index_usage_batch=0.6006 perplexity=7931.9062 loss_commit=0.0020 loss=0.0790 fps=24.1416, 50.0s (d 0.01) 9.5h/40.3h +[09-29 09:35:00] Epoch 474 started. +[09-29 09:35:50] Epoch 474 training done. Time: 50.01s +[09-29 09:35:50] Epoch 474, train: fm_loss=0.0220 perceptual_loss=0.1140 rp_loss=0.0790 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.2490 ssim=0.8111 loss_q=0.0020 index_usage_batch=0.6002 perplexity=7931.8774 loss_commit=0.0020 loss=0.0792 fps=24.1382, 50.0s (d 0.01) 9.6h/40.3h +[09-29 09:35:50] Epoch 475 started. +[09-29 09:36:41] Epoch 475 training done. Time: 51.22s +[09-29 09:39:35] Calculating FVD with running real stats +[09-29 09:40:55] Converting video data to uint8 +[09-29 09:42:04] Converting video data to uint8 +[09-29 09:42:04] Preparing to save rng states... +[09-29 09:42:04] Saving checkpoint... +[09-29 09:42:35] New best checkpoint saved: best_fvd_238.79.pth +[09-29 09:42:35] Epoch 475, train: fm_loss=0.0220 perceptual_loss=0.1135 rp_loss=0.0787 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.2479 ssim=0.8122 loss_q=0.0020 index_usage_batch=0.6002 perplexity=7931.8506 loss_commit=0.0020 loss=0.0789 fps=23.8478, + eval: ucf101_val_psnr=23.0638 ucf101_val_ssim=0.7046 ucf101_val_fps=2.7192 ucf101_val_fvd=238.7890, +Latest checkpoint saved. Time: 31.11s +, 6.8m (d 0.01) 9.7h/40.7h +[09-29 09:42:35] Epoch 476 started. +[09-29 09:43:27] Epoch 476 training done. Time: 51.24s +[09-29 09:43:27] Epoch 476, train: fm_loss=0.0219 perceptual_loss=0.1141 rp_loss=0.0790 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.2202 ssim=0.8113 loss_q=0.0020 index_usage_batch=0.6003 perplexity=7931.7930 loss_commit=0.0020 loss=0.0792 fps=23.7268, 51.2s (d 0.01) 9.7h/40.7h +[09-29 09:43:27] Epoch 477 started. +[09-29 09:44:17] Epoch 477 training done. Time: 50.19s +[09-29 09:44:17] Epoch 477, train: fm_loss=0.0212 perceptual_loss=0.1140 rp_loss=0.0782 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.2117 ssim=0.8121 loss_q=0.0020 index_usage_batch=0.6004 perplexity=7931.7651 loss_commit=0.0020 loss=0.0784 fps=24.0804, 50.2s (d 0.01) 9.7h/40.6h +[09-29 09:44:17] Epoch 478 started. +[09-29 09:45:08] Epoch 478 training done. Time: 51.04s +[09-29 09:45:08] Epoch 478, train: fm_loss=0.0219 perceptual_loss=0.1127 rp_loss=0.0782 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.2706 ssim=0.8144 loss_q=0.0020 index_usage_batch=0.6002 perplexity=7931.7310 loss_commit=0.0020 loss=0.0784 fps=23.8854, 51.0s (d 0.01) 9.7h/40.6h +[09-29 09:45:08] Epoch 479 started. +[09-29 09:45:58] Epoch 479 training done. Time: 50.20s +[09-29 09:45:58] Epoch 479, train: fm_loss=0.0214 perceptual_loss=0.1130 rp_loss=0.0779 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.2737 ssim=0.8146 loss_q=0.0020 index_usage_batch=0.5999 perplexity=7931.6875 loss_commit=0.0020 loss=0.0781 fps=24.0633, 50.2s (d 0.01) 9.7h/40.6h +[09-29 09:45:58] Epoch 480 started. +[09-29 09:46:49] Epoch 480 training done. Time: 51.24s +[09-29 09:46:49] Epoch 480, train: fm_loss=0.0212 perceptual_loss=0.1135 rp_loss=0.0779 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.2565 ssim=0.8133 loss_q=0.0020 index_usage_batch=0.6002 perplexity=7931.6479 loss_commit=0.0020 loss=0.0781 fps=23.9158, 51.2s (d 0.02) 9.7h/40.6h +[09-29 09:46:49] Epoch 481 started. +[09-29 09:47:40] Epoch 481 training done. Time: 50.84s +[09-29 09:47:40] Epoch 481, train: fm_loss=0.0205 perceptual_loss=0.1152 rp_loss=0.0781 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.1514 ssim=0.8109 loss_q=0.0020 index_usage_batch=0.5997 perplexity=7931.6143 loss_commit=0.0020 loss=0.0783 fps=23.9565, 50.8s (d 0.01) 9.7h/40.5h +[09-29 09:47:40] Epoch 482 started. +[09-29 09:48:31] Epoch 482 training done. Time: 50.96s +[09-29 09:48:31] Epoch 482, train: fm_loss=0.0205 perceptual_loss=0.1131 rp_loss=0.0771 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.2489 ssim=0.8148 loss_q=0.0020 index_usage_batch=0.5998 perplexity=7931.5708 loss_commit=0.0020 loss=0.0773 fps=23.9180, 51.0s (d 0.01) 9.8h/40.5h +[09-29 09:48:31] Epoch 483 started. +[09-29 09:49:22] Epoch 483 training done. Time: 51.02s +[09-29 09:49:22] Epoch 483, train: fm_loss=0.0208 perceptual_loss=0.1129 rp_loss=0.0773 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.2283 ssim=0.8141 loss_q=0.0020 index_usage_batch=0.5999 perplexity=7931.5020 loss_commit=0.0020 loss=0.0775 fps=23.9462, 51.0s (d 0.01) 9.8h/40.5h +[09-29 09:49:22] Epoch 484 started. +[09-29 09:50:12] Epoch 484 training done. Time: 50.11s +[09-29 09:50:12] Epoch 484, train: fm_loss=0.0214 perceptual_loss=0.1123 rp_loss=0.0775 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.2508 ssim=0.8148 loss_q=0.0020 index_usage_batch=0.6001 perplexity=7931.4570 loss_commit=0.0020 loss=0.0777 fps=24.1008, 50.1s (d 0.01) 9.8h/40.5h +[09-29 09:50:12] Epoch 485 started. +[09-29 09:51:03] Epoch 485 training done. Time: 51.03s +[09-29 09:51:03] Epoch 485, train: fm_loss=0.0209 perceptual_loss=0.1131 rp_loss=0.0774 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.1371 ssim=0.8130 loss_q=0.0020 index_usage_batch=0.6000 perplexity=7931.4219 loss_commit=0.0020 loss=0.0776 fps=23.9055, 51.0s (d 0.01) 9.8h/40.4h +[09-29 09:51:03] Epoch 486 started. +[09-29 09:51:54] Epoch 486 training done. Time: 50.86s +[09-29 09:51:54] Epoch 486, train: fm_loss=0.0201 perceptual_loss=0.1124 rp_loss=0.0763 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.1924 ssim=0.8147 loss_q=0.0020 index_usage_batch=0.6003 perplexity=7931.3838 loss_commit=0.0020 loss=0.0765 fps=23.9468, 50.9s (d 0.01) 9.8h/40.4h +[09-29 09:51:54] Epoch 487 started. +[09-29 09:52:45] Epoch 487 training done. Time: 50.83s +[09-29 09:52:45] Epoch 487, train: fm_loss=0.0219 perceptual_loss=0.1126 rp_loss=0.0782 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.2724 ssim=0.8144 loss_q=0.0020 index_usage_batch=0.6000 perplexity=7931.3438 loss_commit=0.0020 loss=0.0784 fps=23.9655, 50.8s (d 0.01) 9.8h/40.4h +[09-29 09:52:45] Epoch 488 started. +[09-29 09:53:36] Epoch 488 training done. Time: 50.85s +[09-29 09:53:36] Epoch 488, train: fm_loss=0.0205 perceptual_loss=0.1134 rp_loss=0.0772 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.2483 ssim=0.8144 loss_q=0.0020 index_usage_batch=0.5999 perplexity=7931.2881 loss_commit=0.0020 loss=0.0774 fps=23.9473, 50.8s (d 0.01) 9.8h/40.4h +[09-29 09:53:36] Epoch 489 started. +[09-29 09:54:26] Epoch 489 training done. Time: 50.00s +[09-29 09:54:26] Epoch 489, train: fm_loss=0.0217 perceptual_loss=0.1126 rp_loss=0.0779 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.2663 ssim=0.8141 loss_q=0.0020 index_usage_batch=0.5997 perplexity=7931.2500 loss_commit=0.0020 loss=0.0781 fps=24.1573, 50.0s (d 0.01) 9.9h/40.3h +[09-29 09:54:26] Epoch 490 started. +[09-29 09:55:16] Epoch 490 training done. Time: 50.00s +[09-29 09:55:16] Epoch 490, train: fm_loss=0.0210 perceptual_loss=0.1129 rp_loss=0.0774 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.2461 ssim=0.8133 loss_q=0.0020 index_usage_batch=0.6001 perplexity=7931.1992 loss_commit=0.0020 loss=0.0776 fps=24.1465, 50.0s (d 0.01) 9.9h/40.3h +[09-29 09:55:16] Epoch 491 started. +[09-29 09:56:07] Epoch 491 training done. Time: 51.12s +[09-29 09:56:07] Epoch 491, train: fm_loss=0.0212 perceptual_loss=0.1131 rp_loss=0.0778 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.2030 ssim=0.8131 loss_q=0.0020 index_usage_batch=0.6002 perplexity=7931.1528 loss_commit=0.0020 loss=0.0780 fps=23.9114, 51.1s (d 0.01) 9.9h/40.3h +[09-29 09:56:07] Epoch 492 started. +[09-29 09:56:58] Epoch 492 training done. Time: 51.51s +[09-29 09:56:58] Epoch 492, train: fm_loss=0.0210 perceptual_loss=0.1108 rp_loss=0.0764 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.2808 ssim=0.8171 loss_q=0.0020 index_usage_batch=0.5998 perplexity=7931.1211 loss_commit=0.0020 loss=0.0766 fps=23.8212, 51.5s (d 0.01) 9.9h/40.3h +[09-29 09:56:58] Epoch 493 started. +[09-29 09:57:49] Epoch 493 training done. Time: 50.35s +[09-29 09:57:49] Epoch 493, train: fm_loss=0.0208 perceptual_loss=0.1111 rp_loss=0.0763 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.3437 ssim=0.8178 loss_q=0.0020 index_usage_batch=0.6000 perplexity=7931.0659 loss_commit=0.0020 loss=0.0765 fps=24.0798, 50.3s (d 0.01) 9.9h/40.2h +[09-29 09:57:49] Epoch 494 started. +[09-29 09:58:39] Epoch 494 training done. Time: 50.37s +[09-29 09:58:39] Epoch 494, train: fm_loss=0.0207 perceptual_loss=0.1133 rp_loss=0.0773 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.2267 ssim=0.8125 loss_q=0.0020 index_usage_batch=0.6000 perplexity=7931.0278 loss_commit=0.0020 loss=0.0775 fps=24.0707, 50.4s (d 0.01) 9.9h/40.2h +[09-29 09:58:39] Epoch 495 started. +[09-29 09:59:29] Epoch 495 training done. Time: 49.93s +[09-29 09:59:29] Epoch 495, train: fm_loss=0.0195 perceptual_loss=0.1120 rp_loss=0.0755 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.2044 ssim=0.8154 loss_q=0.0020 index_usage_batch=0.6002 perplexity=7930.9722 loss_commit=0.0020 loss=0.0757 fps=24.1718, 49.9s (d 0.01) 9.9h/40.2h +[09-29 09:59:29] Epoch 496 started. +[09-29 10:00:20] Epoch 496 training done. Time: 50.50s +[09-29 10:00:20] Epoch 496, train: fm_loss=0.0210 perceptual_loss=0.1107 rp_loss=0.0763 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.2771 ssim=0.8168 loss_q=0.0020 index_usage_batch=0.5998 perplexity=7930.9189 loss_commit=0.0020 loss=0.0765 fps=24.0231, 50.5s (d 0.01) 10.0h/40.2h +[09-29 10:00:20] Epoch 497 started. +[09-29 10:01:11] Epoch 497 training done. Time: 51.68s +[09-29 10:01:11] Epoch 497, train: fm_loss=0.0209 perceptual_loss=0.1104 rp_loss=0.0761 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.3533 ssim=0.8186 loss_q=0.0020 index_usage_batch=0.6000 perplexity=7930.8662 loss_commit=0.0020 loss=0.0763 fps=23.8180, 51.7s (d 0.01) 10.0h/40.1h +[09-29 10:01:11] Epoch 498 started. +[09-29 10:02:02] Epoch 498 training done. Time: 50.47s +[09-29 10:02:02] Epoch 498, train: fm_loss=0.0206 perceptual_loss=0.1115 rp_loss=0.0763 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.2792 ssim=0.8169 loss_q=0.0020 index_usage_batch=0.6002 perplexity=7930.8242 loss_commit=0.0020 loss=0.0765 fps=24.0327, 50.5s (d 0.01) 10.0h/40.1h +[09-29 10:02:02] Epoch 499 started. +[09-29 10:02:52] Epoch 499 training done. Time: 50.77s +[09-29 10:02:52] Epoch 499, train: fm_loss=0.0214 perceptual_loss=0.1111 rp_loss=0.0769 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.2930 ssim=0.8167 loss_q=0.0020 index_usage_batch=0.5998 perplexity=7930.7842 loss_commit=0.0020 loss=0.0771 fps=23.9900, 50.8s (d 0.01) 10.0h/40.1h +[09-29 10:02:52] Epoch 500 started. +[09-29 10:03:43] Epoch 500 training done. Time: 50.09s +[09-29 10:06:37] Calculating FVD with running real stats +[09-29 10:07:59] Converting video data to uint8 +[09-29 10:09:06] Converting video data to uint8 +[09-29 10:09:07] Preparing to save rng states... +[09-29 10:09:07] Saving checkpoint... +[09-29 10:09:15] Epoch 500, train: fm_loss=0.0218 perceptual_loss=0.1108 rp_loss=0.0772 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.3639 ssim=0.8180 loss_q=0.0020 index_usage_batch=0.6001 perplexity=7930.7324 loss_commit=0.0020 loss=0.0774 fps=24.1155, + eval: ucf101_val_psnr=22.9762 ucf101_val_ssim=0.6821 ucf101_val_fps=2.7234 ucf101_val_fvd=242.0344, +Latest checkpoint saved. Time: 8.58s +, 6.4m (d 0.01) 10.1h/40.4h +[09-29 10:09:15] Epoch 501 started. +[09-29 10:10:05] Epoch 501 training done. Time: 50.29s +[09-29 10:10:05] Epoch 501, train: fm_loss=0.0211 perceptual_loss=0.1127 rp_loss=0.0774 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.2634 ssim=0.8138 loss_q=0.0020 index_usage_batch=0.6001 perplexity=7930.6606 loss_commit=0.0020 loss=0.0776 fps=23.9285, 50.3s (d 0.01) 10.1h/40.4h +[09-29 10:10:05] Epoch 502 started. +[09-29 10:10:56] Epoch 502 training done. Time: 51.04s +[09-29 10:10:56] Epoch 502, train: fm_loss=0.0211 perceptual_loss=0.1101 rp_loss=0.0761 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.2999 ssim=0.8177 loss_q=0.0020 index_usage_batch=0.5998 perplexity=7930.6172 loss_commit=0.0020 loss=0.0763 fps=23.9200, 51.0s (d 0.01) 10.1h/40.4h +[09-29 10:10:56] Epoch 503 started. +[09-29 10:11:48] Epoch 503 training done. Time: 51.68s +[09-29 10:11:48] Epoch 503, train: fm_loss=0.0202 perceptual_loss=0.1109 rp_loss=0.0757 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.2925 ssim=0.8177 loss_q=0.0020 index_usage_batch=0.6002 perplexity=7930.5425 loss_commit=0.0020 loss=0.0759 fps=23.7703, 51.7s (d 0.02) 10.2h/40.4h +[09-29 10:11:48] Epoch 504 started. +[09-29 10:12:39] Epoch 504 training done. Time: 50.37s +[09-29 10:12:39] Epoch 504, train: fm_loss=0.0210 perceptual_loss=0.1106 rp_loss=0.0763 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.2893 ssim=0.8176 loss_q=0.0020 index_usage_batch=0.6003 perplexity=7930.4961 loss_commit=0.0020 loss=0.0765 fps=24.0524, 50.4s (d 0.01) 10.2h/40.3h +[09-29 10:12:39] Epoch 505 started. +[09-29 10:13:29] Epoch 505 training done. Time: 50.60s +[09-29 10:13:29] Epoch 505, train: fm_loss=0.0208 perceptual_loss=0.1109 rp_loss=0.0762 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.3238 ssim=0.8183 loss_q=0.0020 index_usage_batch=0.5999 perplexity=7930.4409 loss_commit=0.0020 loss=0.0764 fps=23.9801, 50.6s (d 0.01) 10.2h/40.3h +[09-29 10:13:29] Epoch 506 started. +[09-29 10:14:19] Epoch 506 training done. Time: 50.10s +[09-29 10:14:19] Epoch 506, train: fm_loss=0.0206 perceptual_loss=0.1102 rp_loss=0.0757 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.3284 ssim=0.8187 loss_q=0.0020 index_usage_batch=0.6000 perplexity=7930.3809 loss_commit=0.0020 loss=0.0759 fps=24.1094, 50.1s (d 0.01) 10.2h/40.3h +[09-29 10:14:19] Epoch 507 started. +[09-29 10:15:10] Epoch 507 training done. Time: 51.27s +[09-29 10:15:10] Epoch 507, train: fm_loss=0.0211 perceptual_loss=0.1120 rp_loss=0.0771 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.3306 ssim=0.8159 loss_q=0.0020 index_usage_batch=0.5997 perplexity=7930.3315 loss_commit=0.0020 loss=0.0773 fps=23.8634, 51.3s (d 0.01) 10.2h/40.3h +[09-29 10:15:10] Epoch 508 started. +[09-29 10:16:01] Epoch 508 training done. Time: 50.95s +[09-29 10:16:01] Epoch 508, train: fm_loss=0.0208 perceptual_loss=0.1112 rp_loss=0.0764 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.3269 ssim=0.8166 loss_q=0.0020 index_usage_batch=0.5999 perplexity=7930.2896 loss_commit=0.0020 loss=0.0766 fps=23.9553, 51.0s (d 0.01) 10.2h/40.2h +[09-29 10:16:01] Epoch 509 started. +[09-29 10:16:52] Epoch 509 training done. Time: 50.46s +[09-29 10:16:52] Epoch 509, train: fm_loss=0.0208 perceptual_loss=0.1108 rp_loss=0.0762 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.2919 ssim=0.8170 loss_q=0.0020 index_usage_batch=0.5999 perplexity=7930.2422 loss_commit=0.0020 loss=0.0764 fps=24.0548, 50.5s (d 0.01) 10.2h/40.2h +[09-29 10:16:52] Epoch 510 started. +[09-29 10:17:43] Epoch 510 training done. Time: 50.92s +[09-29 10:17:43] Epoch 510, train: fm_loss=0.0208 perceptual_loss=0.1093 rp_loss=0.0755 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.4144 ssim=0.8201 loss_q=0.0020 index_usage_batch=0.6002 perplexity=7930.1953 loss_commit=0.0020 loss=0.0757 fps=23.9664, 50.9s (d 0.01) 10.3h/40.2h +[09-29 10:17:43] Epoch 511 started. +[09-29 10:18:33] Epoch 511 training done. Time: 50.00s +[09-29 10:18:33] Epoch 511, train: fm_loss=0.0207 perceptual_loss=0.1102 rp_loss=0.0758 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.3493 ssim=0.8190 loss_q=0.0020 index_usage_batch=0.5998 perplexity=7930.1411 loss_commit=0.0020 loss=0.0760 fps=24.1598, 50.0s (d 0.01) 10.3h/40.2h +[09-29 10:18:33] Epoch 512 started. +[09-29 10:19:24] Epoch 512 training done. Time: 50.82s +[09-29 10:19:24] Epoch 512, train: fm_loss=0.0199 perceptual_loss=0.1110 rp_loss=0.0754 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.3088 ssim=0.8167 loss_q=0.0020 index_usage_batch=0.6002 perplexity=7930.0771 loss_commit=0.0020 loss=0.0756 fps=23.9539, 50.8s (d 0.01) 10.3h/40.2h +[09-29 10:19:24] Epoch 513 started. +[09-29 10:20:15] Epoch 513 training done. Time: 50.93s +[09-29 10:20:15] Epoch 513, train: fm_loss=0.0214 perceptual_loss=0.1092 rp_loss=0.0760 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.4240 ssim=0.8214 loss_q=0.0020 index_usage_batch=0.5998 perplexity=7929.9849 loss_commit=0.0020 loss=0.0762 fps=23.9499, 50.9s (d 0.01) 10.3h/40.1h +[09-29 10:20:15] Epoch 514 started. +[09-29 10:21:06] Epoch 514 training done. Time: 51.29s +[09-29 10:21:06] Epoch 514, train: fm_loss=0.0210 perceptual_loss=0.1105 rp_loss=0.0762 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.3943 ssim=0.8189 loss_q=0.0020 index_usage_batch=0.6002 perplexity=7929.9268 loss_commit=0.0020 loss=0.0764 fps=23.8712, 51.3s (d 0.01) 10.3h/40.1h +[09-29 10:21:06] Epoch 515 started. +[09-29 10:21:56] Epoch 515 training done. Time: 50.38s +[09-29 10:21:56] Epoch 515, train: fm_loss=0.0206 perceptual_loss=0.1096 rp_loss=0.0754 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.3666 ssim=0.8192 loss_q=0.0020 index_usage_batch=0.6001 perplexity=7929.8716 loss_commit=0.0020 loss=0.0756 fps=24.0892, 50.4s (d 0.01) 10.3h/40.1h +[09-29 10:21:56] Epoch 516 started. +[09-29 10:22:46] Epoch 516 training done. Time: 50.09s +[09-29 10:22:46] Epoch 516, train: fm_loss=0.0211 perceptual_loss=0.1086 rp_loss=0.0754 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.4208 ssim=0.8202 loss_q=0.0020 index_usage_batch=0.5997 perplexity=7929.8091 loss_commit=0.0020 loss=0.0756 fps=24.1418, 50.1s (d 0.01) 10.3h/40.1h +[09-29 10:22:46] Epoch 517 started. +[09-29 10:23:36] Epoch 517 training done. Time: 50.01s +[09-29 10:23:36] Epoch 517, train: fm_loss=0.0218 perceptual_loss=0.1096 rp_loss=0.0766 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.3860 ssim=0.8182 loss_q=0.0020 index_usage_batch=0.6001 perplexity=7929.7544 loss_commit=0.0020 loss=0.0768 fps=24.1431, 50.0s (d 0.01) 10.3h/40.0h +[09-29 10:23:36] Epoch 518 started. +[09-29 10:24:27] Epoch 518 training done. Time: 51.11s +[09-29 10:24:27] Epoch 518, train: fm_loss=0.0217 perceptual_loss=0.1088 rp_loss=0.0761 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.4984 ssim=0.8216 loss_q=0.0020 index_usage_batch=0.5998 perplexity=7929.7090 loss_commit=0.0020 loss=0.0763 fps=23.9075, 51.1s (d 0.01) 10.4h/40.0h +[09-29 10:24:27] Epoch 519 started. +[09-29 10:25:19] Epoch 519 training done. Time: 51.23s +[09-29 10:25:19] Epoch 519, train: fm_loss=0.0205 perceptual_loss=0.1093 rp_loss=0.0751 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.3904 ssim=0.8208 loss_q=0.0020 index_usage_batch=0.6002 perplexity=7929.6714 loss_commit=0.0020 loss=0.0753 fps=23.9087, 51.2s (d 0.01) 10.4h/40.0h +[09-29 10:25:19] Epoch 520 started. +[09-29 10:26:09] Epoch 520 training done. Time: 50.34s +[09-29 10:26:09] Epoch 520, train: fm_loss=0.0203 perceptual_loss=0.1104 rp_loss=0.0755 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.3199 ssim=0.8168 loss_q=0.0020 index_usage_batch=0.6001 perplexity=7929.6250 loss_commit=0.0020 loss=0.0757 fps=24.0669, 50.3s (d 0.01) 10.4h/40.0h +[09-29 10:26:09] Epoch 521 started. +[09-29 10:27:00] Epoch 521 training done. Time: 50.61s +[09-29 10:27:00] Epoch 521, train: fm_loss=0.0210 perceptual_loss=0.1084 rp_loss=0.0752 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.3927 ssim=0.8218 loss_q=0.0020 index_usage_batch=0.5999 perplexity=7929.5859 loss_commit=0.0020 loss=0.0754 fps=24.0261, 50.6s (d 0.01) 10.4h/39.9h +[09-29 10:27:00] Epoch 522 started. +[09-29 10:27:50] Epoch 522 training done. Time: 49.96s +[09-29 10:27:50] Epoch 522, train: fm_loss=0.0208 perceptual_loss=0.1086 rp_loss=0.0751 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.4340 ssim=0.8212 loss_q=0.0020 index_usage_batch=0.6003 perplexity=7929.5303 loss_commit=0.0020 loss=0.0753 fps=24.1740, 50.0s (d 0.01) 10.4h/39.9h +[09-29 10:27:50] Epoch 523 started. +[09-29 10:28:42] Epoch 523 training done. Time: 52.09s +[09-29 10:28:42] Epoch 523, train: fm_loss=0.0209 perceptual_loss=0.1092 rp_loss=0.0756 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.4307 ssim=0.8210 loss_q=0.0020 index_usage_batch=0.6003 perplexity=7929.4575 loss_commit=0.0020 loss=0.0758 fps=23.7368, 52.1s (d 0.01) 10.4h/39.9h +[09-29 10:28:42] Epoch 524 started. +[09-29 10:29:32] Epoch 524 training done. Time: 50.47s +[09-29 10:29:32] Epoch 524, train: fm_loss=0.0208 perceptual_loss=0.1097 rp_loss=0.0757 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.4053 ssim=0.8192 loss_q=0.0020 index_usage_batch=0.6000 perplexity=7929.4062 loss_commit=0.0020 loss=0.0759 fps=24.0465, 50.5s (d 0.01) 10.4h/39.9h +[09-29 10:29:32] Epoch 525 started. +[09-29 10:30:23] Epoch 525 training done. Time: 50.91s +[09-29 10:33:16] Calculating FVD with running real stats +[09-29 10:34:38] Converting video data to uint8 +[09-29 10:35:46] Converting video data to uint8 +[09-29 10:35:46] Preparing to save rng states... +[09-29 10:35:46] Saving checkpoint... +[09-29 10:36:24] New best checkpoint saved: best_fvd_217.42.pth +[09-29 10:36:24] Epoch 525, train: fm_loss=0.0207 perceptual_loss=0.1089 rp_loss=0.0752 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.3658 ssim=0.8198 loss_q=0.0020 index_usage_batch=0.6000 perplexity=7929.3535 loss_commit=0.0020 loss=0.0754 fps=23.9287, + eval: ucf101_val_psnr=22.9963 ucf101_val_ssim=0.6900 ucf101_val_fps=2.7333 ucf101_val_fvd=217.4201, +Latest checkpoint saved. Time: 37.58s +, 6.9m (d 0.01) 10.6h/40.2h +[09-29 10:36:24] Epoch 526 started. +[09-29 10:37:14] Epoch 526 training done. Time: 50.36s +[09-29 10:37:14] Epoch 526, train: fm_loss=0.0201 perceptual_loss=0.1088 rp_loss=0.0745 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.3910 ssim=0.8205 loss_q=0.0020 index_usage_batch=0.6002 perplexity=7929.2544 loss_commit=0.0020 loss=0.0747 fps=23.9651, 50.4s (d 0.01) 10.6h/40.2h +[09-29 10:37:14] Epoch 527 started. +[09-29 10:38:04] Epoch 527 training done. Time: 50.04s +[09-29 10:38:04] Epoch 527, train: fm_loss=0.0216 perceptual_loss=0.1084 rp_loss=0.0758 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.4851 ssim=0.8217 loss_q=0.0020 index_usage_batch=0.6002 perplexity=7929.1963 loss_commit=0.0020 loss=0.0760 fps=24.1402, 50.0s (d 0.01) 10.6h/40.2h +[09-29 10:38:04] Epoch 528 started. +[09-29 10:38:55] Epoch 528 training done. Time: 50.47s +[09-29 10:38:55] Epoch 528, train: fm_loss=0.0207 perceptual_loss=0.1090 rp_loss=0.0752 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.4258 ssim=0.8206 loss_q=0.0020 index_usage_batch=0.6002 perplexity=7929.1177 loss_commit=0.0020 loss=0.0754 fps=24.0394, 50.5s (d 0.01) 10.6h/40.2h +[09-29 10:38:55] Epoch 529 started. +[09-29 10:39:46] Epoch 529 training done. Time: 51.26s +[09-29 10:39:46] Epoch 529, train: fm_loss=0.0199 perceptual_loss=0.1084 rp_loss=0.0741 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.4389 ssim=0.8220 loss_q=0.0020 index_usage_batch=0.5998 perplexity=7929.0474 loss_commit=0.0020 loss=0.0743 fps=23.8687, 51.3s (d 0.01) 10.6h/40.1h +[09-29 10:39:46] Epoch 530 started. +[09-29 10:40:37] Epoch 530 training done. Time: 50.53s +[09-29 10:40:37] Epoch 530, train: fm_loss=0.0211 perceptual_loss=0.1084 rp_loss=0.0753 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.4414 ssim=0.8209 loss_q=0.0020 index_usage_batch=0.5998 perplexity=7928.9873 loss_commit=0.0020 loss=0.0755 fps=24.0274, 50.5s (d 0.01) 10.6h/40.1h +[09-29 10:40:37] Epoch 531 started. +[09-29 10:41:27] Epoch 531 training done. Time: 50.80s +[09-29 10:41:27] Epoch 531, train: fm_loss=0.0206 perceptual_loss=0.1087 rp_loss=0.0749 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.4014 ssim=0.8212 loss_q=0.0020 index_usage_batch=0.5998 perplexity=7928.9326 loss_commit=0.0020 loss=0.0751 fps=24.0097, 50.8s (d 0.01) 10.6h/40.1h +[09-29 10:41:27] Epoch 532 started. +[09-29 10:42:18] Epoch 532 training done. Time: 50.37s +[09-29 10:42:18] Epoch 532, train: fm_loss=0.0208 perceptual_loss=0.1082 rp_loss=0.0749 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.4446 ssim=0.8231 loss_q=0.0020 index_usage_batch=0.5999 perplexity=7928.8716 loss_commit=0.0020 loss=0.0751 fps=24.0688, 50.4s (d 0.01) 10.7h/40.1h +[09-29 10:42:18] Epoch 533 started. +[09-29 10:43:08] Epoch 533 training done. Time: 49.96s +[09-29 10:43:08] Epoch 533, train: fm_loss=0.0210 perceptual_loss=0.1082 rp_loss=0.0751 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.4745 ssim=0.8221 loss_q=0.0020 index_usage_batch=0.6000 perplexity=7928.7974 loss_commit=0.0020 loss=0.0753 fps=24.1695, 50.0s (d 0.01) 10.7h/40.1h +[09-29 10:43:08] Epoch 534 started. +[09-29 10:43:59] Epoch 534 training done. Time: 51.15s +[09-29 10:43:59] Epoch 534, train: fm_loss=0.0204 perceptual_loss=0.1091 rp_loss=0.0750 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.4238 ssim=0.8203 loss_q=0.0020 index_usage_batch=0.6002 perplexity=7928.7344 loss_commit=0.0020 loss=0.0752 fps=23.9216, 51.1s (d 0.01) 10.7h/40.0h +[09-29 10:43:59] Epoch 535 started. +[09-29 10:44:50] Epoch 535 training done. Time: 50.94s +[09-29 10:44:50] Epoch 535, train: fm_loss=0.0210 perceptual_loss=0.1079 rp_loss=0.0749 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.4606 ssim=0.8228 loss_q=0.0020 index_usage_batch=0.5997 perplexity=7928.6768 loss_commit=0.0020 loss=0.0751 fps=23.9637, 50.9s (d 0.01) 10.7h/40.0h +[09-29 10:44:50] Epoch 536 started. +[09-29 10:45:41] Epoch 536 training done. Time: 50.88s +[09-29 10:45:41] Epoch 536, train: fm_loss=0.0211 perceptual_loss=0.1077 rp_loss=0.0749 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.4925 ssim=0.8237 loss_q=0.0020 index_usage_batch=0.6003 perplexity=7928.5918 loss_commit=0.0020 loss=0.0751 fps=23.9524, 50.9s (d 0.01) 10.7h/40.0h +[09-29 10:45:41] Epoch 537 started. +[09-29 10:46:31] Epoch 537 training done. Time: 50.44s +[09-29 10:46:31] Epoch 537, train: fm_loss=0.0201 perceptual_loss=0.1075 rp_loss=0.0739 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.5041 ssim=0.8246 loss_q=0.0020 index_usage_batch=0.5999 perplexity=7928.5190 loss_commit=0.0020 loss=0.0741 fps=24.1041, 50.4s (d 0.01) 10.7h/40.0h +[09-29 10:46:31] Epoch 538 started. +[09-29 10:47:21] Epoch 538 training done. Time: 50.04s +[09-29 10:47:21] Epoch 538, train: fm_loss=0.0205 perceptual_loss=0.1075 rp_loss=0.0742 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.5135 ssim=0.8237 loss_q=0.0020 index_usage_batch=0.5999 perplexity=7928.4409 loss_commit=0.0020 loss=0.0744 fps=24.1363, 50.0s (d 0.01) 10.7h/39.9h +[09-29 10:47:21] Epoch 539 started. +[09-29 10:48:11] Epoch 539 training done. Time: 50.02s +[09-29 10:48:11] Epoch 539, train: fm_loss=0.0215 perceptual_loss=0.1079 rp_loss=0.0754 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.4787 ssim=0.8218 loss_q=0.0020 index_usage_batch=0.5999 perplexity=7928.3667 loss_commit=0.0020 loss=0.0756 fps=24.1332, 50.0s (d 0.01) 10.8h/39.9h +[09-29 10:48:11] Epoch 540 started. +[09-29 10:49:03] Epoch 540 training done. Time: 52.17s +[09-29 10:49:03] Epoch 540, train: fm_loss=0.0221 perceptual_loss=0.1075 rp_loss=0.0758 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.5931 ssim=0.8235 loss_q=0.0020 index_usage_batch=0.6000 perplexity=7928.3125 loss_commit=0.0020 loss=0.0760 fps=23.7133, 52.2s (d 0.01) 10.8h/39.9h +[09-29 10:49:03] Epoch 541 started. +[09-29 10:49:54] Epoch 541 training done. Time: 50.34s +[09-29 10:49:54] Epoch 541, train: fm_loss=0.0206 perceptual_loss=0.1059 rp_loss=0.0736 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.5403 ssim=0.8259 loss_q=0.0020 index_usage_batch=0.6001 perplexity=7928.2480 loss_commit=0.0020 loss=0.0738 fps=24.0943, 50.3s (d 0.01) 10.8h/39.9h +[09-29 10:49:54] Epoch 542 started. +[09-29 10:50:44] Epoch 542 training done. Time: 50.34s +[09-29 10:50:44] Epoch 542, train: fm_loss=0.0212 perceptual_loss=0.1094 rp_loss=0.0759 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.4622 ssim=0.8201 loss_q=0.0020 index_usage_batch=0.6002 perplexity=7928.1724 loss_commit=0.0020 loss=0.0761 fps=24.1000, 50.3s (d 0.01) 10.8h/39.9h +[09-29 10:50:44] Epoch 543 started. +[09-29 10:51:34] Epoch 543 training done. Time: 50.42s +[09-29 10:51:34] Epoch 543, train: fm_loss=0.0208 perceptual_loss=0.1070 rp_loss=0.0742 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.4920 ssim=0.8231 loss_q=0.0020 index_usage_batch=0.5996 perplexity=7928.1094 loss_commit=0.0020 loss=0.0744 fps=24.0762, 50.4s (d 0.01) 10.8h/39.8h +[09-29 10:51:34] Epoch 544 started. +[09-29 10:52:24] Epoch 544 training done. Time: 49.98s +[09-29 10:52:24] Epoch 544, train: fm_loss=0.0196 perceptual_loss=0.1081 rp_loss=0.0736 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.4409 ssim=0.8224 loss_q=0.0020 index_usage_batch=0.6000 perplexity=7928.0200 loss_commit=0.0020 loss=0.0738 fps=24.1587, 50.0s (d 0.01) 10.8h/39.8h +[09-29 10:52:24] Epoch 545 started. +[09-29 10:53:16] Epoch 545 training done. Time: 51.20s +[09-29 10:53:16] Epoch 545, train: fm_loss=0.0205 perceptual_loss=0.1056 rp_loss=0.0733 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.5414 ssim=0.8263 loss_q=0.0020 index_usage_batch=0.6001 perplexity=7927.9561 loss_commit=0.0020 loss=0.0735 fps=23.8943, 51.2s (d 0.01) 10.8h/39.8h +[09-29 10:53:16] Epoch 546 started. +[09-29 10:54:06] Epoch 546 training done. Time: 50.81s +[09-29 10:54:06] Epoch 546, train: fm_loss=0.0197 perceptual_loss=0.1063 rp_loss=0.0728 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.4559 ssim=0.8255 loss_q=0.0020 index_usage_batch=0.5996 perplexity=7927.9023 loss_commit=0.0020 loss=0.0730 fps=24.0029, 50.8s (d 0.01) 10.9h/39.8h +[09-29 10:54:06] Epoch 547 started. +[09-29 10:54:57] Epoch 547 training done. Time: 50.89s +[09-29 10:54:57] Epoch 547, train: fm_loss=0.0209 perceptual_loss=0.1062 rp_loss=0.0740 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.5408 ssim=0.8247 loss_q=0.0020 index_usage_batch=0.5999 perplexity=7927.8394 loss_commit=0.0020 loss=0.0742 fps=23.9888, 50.9s (d 0.01) 10.9h/39.7h +[09-29 10:54:57] Epoch 548 started. +[09-29 10:55:48] Epoch 548 training done. Time: 50.46s +[09-29 10:55:48] Epoch 548, train: fm_loss=0.0210 perceptual_loss=0.1075 rp_loss=0.0748 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.5313 ssim=0.8231 loss_q=0.0020 index_usage_batch=0.5998 perplexity=7927.7739 loss_commit=0.0020 loss=0.0750 fps=24.0624, 50.5s (d 0.01) 10.9h/39.7h +[09-29 10:55:48] Epoch 549 started. +[09-29 10:56:38] Epoch 549 training done. Time: 50.12s +[09-29 10:56:38] Epoch 549, train: fm_loss=0.0206 perceptual_loss=0.1073 rp_loss=0.0742 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.5239 ssim=0.8247 loss_q=0.0020 index_usage_batch=0.5998 perplexity=7927.7104 loss_commit=0.0020 loss=0.0744 fps=24.0909, 50.1s (d 0.01) 10.9h/39.7h +[09-29 10:56:38] Epoch 550 started. +[09-29 10:57:29] Epoch 550 training done. Time: 51.41s +[09-29 11:06:32] Calculating FVD with running real stats +[09-29 11:07:53] Converting video data to uint8 +[09-29 11:09:01] Converting video data to uint8 +[09-29 11:09:02] Preparing to save rng states... +[09-29 11:09:02] Saving checkpoint... +[09-29 11:09:34] New best checkpoint saved: best_fvd_197.52.pth +[09-29 11:09:34] Epoch 550, train: fm_loss=0.0200 perceptual_loss=0.1063 rp_loss=0.0732 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.5469 ssim=0.8263 loss_q=0.0020 index_usage_batch=0.5998 perplexity=7927.6602 loss_commit=0.0020 loss=0.0734 fps=23.8235, + eval: ucf101_val_psnr=23.2897 ucf101_val_ssim=0.7280 ucf101_val_fps=2.7010 ucf101_val_fvd=197.5209, +Latest checkpoint saved. Time: 32.56s +, 12.9m (d 0.00) 11.1h/40.4h +[09-29 11:09:34] Epoch 551 started. +[09-29 11:10:26] Epoch 551 training done. Time: 51.37s +[09-29 11:10:26] Epoch 551, train: fm_loss=0.0211 perceptual_loss=0.1084 rp_loss=0.0753 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.4716 ssim=0.8204 loss_q=0.0020 index_usage_batch=0.5999 perplexity=7927.5352 loss_commit=0.0020 loss=0.0755 fps=23.8047, 51.4s (d 0.01) 11.1h/40.4h +[09-29 11:10:26] Epoch 552 started. +[09-29 11:11:16] Epoch 552 training done. Time: 50.54s +[09-29 11:11:16] Epoch 552, train: fm_loss=0.0203 perceptual_loss=0.1060 rp_loss=0.0733 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.5594 ssim=0.8259 loss_q=0.0020 index_usage_batch=0.5999 perplexity=7927.4551 loss_commit=0.0020 loss=0.0735 fps=24.0023, 50.5s (d 0.01) 11.1h/40.4h +[09-29 11:11:16] Epoch 553 started. +[09-29 11:12:06] Epoch 553 training done. Time: 50.05s +[09-29 11:12:06] Epoch 553, train: fm_loss=0.0208 perceptual_loss=0.1066 rp_loss=0.0741 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.5179 ssim=0.8247 loss_q=0.0020 index_usage_batch=0.5999 perplexity=7927.3789 loss_commit=0.0020 loss=0.0743 fps=24.1306, 50.1s (d 0.01) 11.2h/40.4h +[09-29 11:12:06] Epoch 554 started. +[09-29 11:12:57] Epoch 554 training done. Time: 50.32s +[09-29 11:12:57] Epoch 554, train: fm_loss=0.0210 perceptual_loss=0.1066 rp_loss=0.0743 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.5147 ssim=0.8239 loss_q=0.0020 index_usage_batch=0.5995 perplexity=7927.3013 loss_commit=0.0020 loss=0.0745 fps=24.0907, 50.3s (d 0.01) 11.2h/40.3h +[09-29 11:12:57] Epoch 555 started. +[09-29 11:13:47] Epoch 555 training done. Time: 50.46s +[09-29 11:13:47] Epoch 555, train: fm_loss=0.0200 perceptual_loss=0.1057 rp_loss=0.0728 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.5620 ssim=0.8264 loss_q=0.0020 index_usage_batch=0.5999 perplexity=7927.2119 loss_commit=0.0020 loss=0.0730 fps=24.0225, 50.5s (d 0.01) 11.2h/40.3h +[09-29 11:13:47] Epoch 556 started. +[09-29 11:14:39] Epoch 556 training done. Time: 51.56s +[09-29 11:14:39] Epoch 556, train: fm_loss=0.0210 perceptual_loss=0.1056 rp_loss=0.0738 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.5932 ssim=0.8257 loss_q=0.0020 index_usage_batch=0.5998 perplexity=7927.1294 loss_commit=0.0020 loss=0.0740 fps=23.8253, 51.6s (d 0.01) 11.2h/40.3h +[09-29 11:14:39] Epoch 557 started. +[09-29 11:15:29] Epoch 557 training done. Time: 50.75s +[09-29 11:15:29] Epoch 557, train: fm_loss=0.0206 perceptual_loss=0.1057 rp_loss=0.0734 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.5911 ssim=0.8271 loss_q=0.0020 index_usage_batch=0.6002 perplexity=7927.0488 loss_commit=0.0020 loss=0.0736 fps=24.0051, 50.7s (d 0.01) 11.2h/40.3h +[09-29 11:15:29] Epoch 558 started. +[09-29 11:16:19] Epoch 558 training done. Time: 50.11s +[09-29 11:16:19] Epoch 558, train: fm_loss=0.0193 perceptual_loss=0.1060 rp_loss=0.0722 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.4990 ssim=0.8275 loss_q=0.0020 index_usage_batch=0.5997 perplexity=7926.9609 loss_commit=0.0020 loss=0.0724 fps=24.1087, 50.1s (d 0.01) 11.2h/40.2h +[09-29 11:16:19] Epoch 559 started. +[09-29 11:17:10] Epoch 559 training done. Time: 50.42s +[09-29 11:17:10] Epoch 559, train: fm_loss=0.0204 perceptual_loss=0.1071 rp_loss=0.0740 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.4964 ssim=0.8226 loss_q=0.0020 index_usage_batch=0.6000 perplexity=7926.9053 loss_commit=0.0020 loss=0.0742 fps=24.0681, 50.4s (d 0.01) 11.2h/40.2h +[09-29 11:17:10] Epoch 560 started. +[09-29 11:18:00] Epoch 560 training done. Time: 50.19s +[09-29 11:18:00] Epoch 560, train: fm_loss=0.0206 perceptual_loss=0.1068 rp_loss=0.0740 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.5143 ssim=0.8232 loss_q=0.0020 index_usage_batch=0.6000 perplexity=7926.8521 loss_commit=0.0020 loss=0.0742 fps=24.1635, 50.2s (d 0.02) 11.3h/40.2h +[09-29 11:18:00] Epoch 561 started. +[09-29 11:18:52] Epoch 561 training done. Time: 51.71s +[09-29 11:18:52] Epoch 561, train: fm_loss=0.0210 perceptual_loss=0.1051 rp_loss=0.0735 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.6152 ssim=0.8271 loss_q=0.0020 index_usage_batch=0.5998 perplexity=7926.7769 loss_commit=0.0020 loss=0.0737 fps=23.7726, 51.7s (d 0.01) 11.3h/40.2h +[09-29 11:18:52] Epoch 562 started. +[09-29 11:19:43] Epoch 562 training done. Time: 50.85s +[09-29 11:19:43] Epoch 562, train: fm_loss=0.0200 perceptual_loss=0.1056 rp_loss=0.0728 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.5447 ssim=0.8273 loss_q=0.0020 index_usage_batch=0.5997 perplexity=7926.7031 loss_commit=0.0020 loss=0.0730 fps=23.9763, 50.9s (d 0.01) 11.3h/40.2h +[09-29 11:19:43] Epoch 563 started. +[09-29 11:20:33] Epoch 563 training done. Time: 50.53s +[09-29 11:20:33] Epoch 563, train: fm_loss=0.0204 perceptual_loss=0.1059 rp_loss=0.0734 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.5428 ssim=0.8258 loss_q=0.0020 index_usage_batch=0.6001 perplexity=7926.6367 loss_commit=0.0020 loss=0.0736 fps=24.0066, 50.5s (d 0.01) 11.3h/40.1h +[09-29 11:20:33] Epoch 564 started. +[09-29 11:21:23] Epoch 564 training done. Time: 50.14s +[09-29 11:21:23] Epoch 564, train: fm_loss=0.0197 perceptual_loss=0.1058 rp_loss=0.0726 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.5247 ssim=0.8249 loss_q=0.0020 index_usage_batch=0.6000 perplexity=7926.5537 loss_commit=0.0020 loss=0.0728 fps=24.0924, 50.1s (d 0.01) 11.3h/40.1h +[09-29 11:21:23] Epoch 565 started. +[09-29 11:22:14] Epoch 565 training done. Time: 50.42s +[09-29 11:22:14] Epoch 565, train: fm_loss=0.0201 perceptual_loss=0.1065 rp_loss=0.0734 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.5195 ssim=0.8234 loss_q=0.0020 index_usage_batch=0.6001 perplexity=7926.4927 loss_commit=0.0020 loss=0.0736 fps=24.0652, 50.4s (d 0.01) 11.3h/40.1h +[09-29 11:22:14] Epoch 566 started. +[09-29 11:23:05] Epoch 566 training done. Time: 51.23s +[09-29 11:23:05] Epoch 566, train: fm_loss=0.0213 perceptual_loss=0.1054 rp_loss=0.0740 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.6311 ssim=0.8277 loss_q=0.0020 index_usage_batch=0.5999 perplexity=7926.4409 loss_commit=0.0020 loss=0.0742 fps=23.8934, 51.2s (d 0.01) 11.3h/40.1h +[09-29 11:23:05] Epoch 567 started. +[09-29 11:23:56] Epoch 567 training done. Time: 50.94s +[09-29 11:23:56] Epoch 567, train: fm_loss=0.0199 perceptual_loss=0.1057 rp_loss=0.0727 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.5635 ssim=0.8260 loss_q=0.0020 index_usage_batch=0.5997 perplexity=7926.3584 loss_commit=0.0020 loss=0.0729 fps=23.9590, 50.9s (d 0.01) 11.4h/40.0h +[09-29 11:23:56] Epoch 568 started. +[09-29 11:24:47] Epoch 568 training done. Time: 50.81s +[09-29 11:24:47] Epoch 568, train: fm_loss=0.0210 perceptual_loss=0.1054 rp_loss=0.0737 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.5983 ssim=0.8264 loss_q=0.0020 index_usage_batch=0.5998 perplexity=7926.2817 loss_commit=0.0020 loss=0.0739 fps=23.9906, 50.8s (d 0.01) 11.4h/40.0h +[09-29 11:24:47] Epoch 569 started. +[09-29 11:25:37] Epoch 569 training done. Time: 50.10s +[09-29 11:25:37] Epoch 569, train: fm_loss=0.0200 perceptual_loss=0.1052 rp_loss=0.0726 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.6072 ssim=0.8276 loss_q=0.0020 index_usage_batch=0.5999 perplexity=7926.1870 loss_commit=0.0020 loss=0.0728 fps=24.1652, 50.1s (d 0.01) 11.4h/40.0h +[09-29 11:25:37] Epoch 570 started. +[09-29 11:26:27] Epoch 570 training done. Time: 49.94s +[09-29 11:26:27] Epoch 570, train: fm_loss=0.0203 perceptual_loss=0.1034 rp_loss=0.0720 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.6587 ssim=0.8305 loss_q=0.0020 index_usage_batch=0.6000 perplexity=7926.1201 loss_commit=0.0020 loss=0.0722 fps=24.1999, 49.9s (d 0.01) 11.4h/40.0h +[09-29 11:26:27] Epoch 571 started. +[09-29 11:27:18] Epoch 571 training done. Time: 50.99s +[09-29 11:27:18] Epoch 571, train: fm_loss=0.0201 perceptual_loss=0.1057 rp_loss=0.0729 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.6017 ssim=0.8261 loss_q=0.0020 index_usage_batch=0.6000 perplexity=7926.0469 loss_commit=0.0020 loss=0.0731 fps=23.9269, 51.0s (d 0.01) 11.4h/40.0h +[09-29 11:27:18] Epoch 572 started. +[09-29 11:28:09] Epoch 572 training done. Time: 51.31s +[09-29 11:28:09] Epoch 572, train: fm_loss=0.0207 perceptual_loss=0.1045 rp_loss=0.0729 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.5900 ssim=0.8279 loss_q=0.0020 index_usage_batch=0.5997 perplexity=7925.9731 loss_commit=0.0020 loss=0.0732 fps=23.8395, 51.3s (d 0.01) 11.4h/39.9h +[09-29 11:28:09] Epoch 573 started. +[09-29 11:29:00] Epoch 573 training done. Time: 51.17s +[09-29 11:29:00] Epoch 573, train: fm_loss=0.0204 perceptual_loss=0.1050 rp_loss=0.0729 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.6073 ssim=0.8278 loss_q=0.0020 index_usage_batch=0.5999 perplexity=7925.9023 loss_commit=0.0020 loss=0.0731 fps=23.8955, 51.2s (d 0.01) 11.4h/39.9h +[09-29 11:29:00] Epoch 574 started. +[09-29 11:29:50] Epoch 574 training done. Time: 50.16s +[09-29 11:29:50] Epoch 574, train: fm_loss=0.0186 perceptual_loss=0.1055 rp_loss=0.0714 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.4912 ssim=0.8272 loss_q=0.0020 index_usage_batch=0.6003 perplexity=7925.7998 loss_commit=0.0020 loss=0.0716 fps=24.0748, 50.2s (d 0.01) 11.5h/39.9h +[09-29 11:29:50] Epoch 575 started. +[09-29 11:30:40] Epoch 575 training done. Time: 50.04s +[09-29 11:33:35] Calculating FVD with running real stats +[09-29 11:34:56] Converting video data to uint8 +[09-29 11:36:04] Converting video data to uint8 +[09-29 11:36:05] Preparing to save rng states... +[09-29 11:36:05] Saving checkpoint... +[09-29 11:36:13] Epoch 575, train: fm_loss=0.0203 perceptual_loss=0.1038 rp_loss=0.0722 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.6336 ssim=0.8294 loss_q=0.0020 index_usage_batch=0.6003 perplexity=7925.7266 loss_commit=0.0020 loss=0.0724 fps=24.1369, + eval: ucf101_val_psnr=23.3863 ucf101_val_ssim=0.7311 ucf101_val_fps=2.7198 ucf101_val_fvd=205.0731, +Latest checkpoint saved. Time: 8.44s +, 6.4m (d 0.01) 11.6h/40.2h +[09-29 11:36:13] Epoch 576 started. +[09-29 11:37:04] Epoch 576 training done. Time: 50.26s +[09-29 11:37:04] Epoch 576, train: fm_loss=0.0206 perceptual_loss=0.1046 rp_loss=0.0730 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.6396 ssim=0.8290 loss_q=0.0020 index_usage_batch=0.6003 perplexity=7925.5977 loss_commit=0.0020 loss=0.0732 fps=23.9302, 50.3s (d 0.01) 11.6h/40.2h +[09-29 11:37:04] Epoch 577 started. +[09-29 11:37:55] Epoch 577 training done. Time: 51.10s +[09-29 11:37:55] Epoch 577, train: fm_loss=0.0199 perceptual_loss=0.1058 rp_loss=0.0728 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.5757 ssim=0.8258 loss_q=0.0020 index_usage_batch=0.6000 perplexity=7925.5273 loss_commit=0.0020 loss=0.0730 fps=23.9299, 51.1s (d 0.01) 11.6h/40.2h +[09-29 11:37:55] Epoch 578 started. +[09-29 11:38:47] Epoch 578 training done. Time: 51.68s +[09-29 11:38:47] Epoch 578, train: fm_loss=0.0195 perceptual_loss=0.1071 rp_loss=0.0730 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.5332 ssim=0.8241 loss_q=0.0020 index_usage_batch=0.6000 perplexity=7925.4590 loss_commit=0.0020 loss=0.0732 fps=23.7933, 51.7s (d 0.01) 11.6h/40.1h +[09-29 11:38:47] Epoch 579 started. +[09-29 11:39:37] Epoch 579 training done. Time: 50.73s +[09-29 11:39:37] Epoch 579, train: fm_loss=0.0198 perceptual_loss=0.1043 rp_loss=0.0720 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.5944 ssim=0.8275 loss_q=0.0020 index_usage_batch=0.5997 perplexity=7925.4014 loss_commit=0.0020 loss=0.0722 fps=23.9793, 50.7s (d 0.01) 11.6h/40.1h +[09-29 11:39:37] Epoch 580 started. +[09-29 11:40:27] Epoch 580 training done. Time: 50.22s +[09-29 11:40:27] Epoch 580, train: fm_loss=0.0214 perceptual_loss=0.1052 rp_loss=0.0740 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.6215 ssim=0.8265 loss_q=0.0020 index_usage_batch=0.6000 perplexity=7925.3037 loss_commit=0.0020 loss=0.0742 fps=24.1260, 50.2s (d 0.01) 11.6h/40.1h +[09-29 11:40:27] Epoch 581 started. +[09-29 11:41:18] Epoch 581 training done. Time: 50.50s +[09-29 11:41:18] Epoch 581, train: fm_loss=0.0203 perceptual_loss=0.1032 rp_loss=0.0719 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.7056 ssim=0.8315 loss_q=0.0020 index_usage_batch=0.6001 perplexity=7925.2192 loss_commit=0.0020 loss=0.0721 fps=24.0291, 50.5s (d 0.01) 11.6h/40.1h +[09-29 11:41:18] Epoch 582 started. +[09-29 11:42:09] Epoch 582 training done. Time: 50.93s +[09-29 11:42:09] Epoch 582, train: fm_loss=0.0205 perceptual_loss=0.1050 rp_loss=0.0730 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.5791 ssim=0.8270 loss_q=0.0020 index_usage_batch=0.6001 perplexity=7925.1318 loss_commit=0.0020 loss=0.0732 fps=23.9259, 50.9s (d 0.01) 11.7h/40.1h +[09-29 11:42:09] Epoch 583 started. +[09-29 11:43:00] Epoch 583 training done. Time: 51.02s +[09-29 11:43:00] Epoch 583, train: fm_loss=0.0201 perceptual_loss=0.1038 rp_loss=0.0720 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.6484 ssim=0.8303 loss_q=0.0020 index_usage_batch=0.5997 perplexity=7925.0498 loss_commit=0.0020 loss=0.0722 fps=23.9066, 51.0s (d 0.01) 11.7h/40.0h +[09-29 11:43:00] Epoch 584 started. +[09-29 11:43:51] Epoch 584 training done. Time: 50.79s +[09-29 11:43:51] Epoch 584, train: fm_loss=0.0194 perceptual_loss=0.1047 rp_loss=0.0717 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.5724 ssim=0.8279 loss_q=0.0020 index_usage_batch=0.6001 perplexity=7924.9844 loss_commit=0.0020 loss=0.0719 fps=23.9810, 50.8s (d 0.01) 11.7h/40.0h +[09-29 11:43:51] Epoch 585 started. +[09-29 11:44:41] Epoch 585 training done. Time: 50.18s +[09-29 11:44:41] Epoch 585, train: fm_loss=0.0202 perceptual_loss=0.1042 rp_loss=0.0723 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.6369 ssim=0.8288 loss_q=0.0020 index_usage_batch=0.6000 perplexity=7924.9326 loss_commit=0.0020 loss=0.0725 fps=24.1358, 50.2s (d 0.01) 11.7h/40.0h +[09-29 11:44:41] Epoch 586 started. +[09-29 11:45:31] Epoch 586 training done. Time: 50.10s +[09-29 11:45:31] Epoch 586, train: fm_loss=0.0197 perceptual_loss=0.1030 rp_loss=0.0712 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.6997 ssim=0.8322 loss_q=0.0020 index_usage_batch=0.6005 perplexity=7924.8667 loss_commit=0.0020 loss=0.0714 fps=24.1569, 50.1s (d 0.01) 11.7h/40.0h +[09-29 11:45:31] Epoch 587 started. +[09-29 11:46:22] Epoch 587 training done. Time: 50.57s +[09-29 11:46:22] Epoch 587, train: fm_loss=0.0192 perceptual_loss=0.1046 rp_loss=0.0715 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.6422 ssim=0.8284 loss_q=0.0020 index_usage_batch=0.6000 perplexity=7924.7739 loss_commit=0.0020 loss=0.0717 fps=24.0477, 50.6s (d 0.01) 11.7h/40.0h +[09-29 11:46:22] Epoch 588 started. +[09-29 11:47:13] Epoch 588 training done. Time: 51.14s +[09-29 11:47:13] Epoch 588, train: fm_loss=0.0193 perceptual_loss=0.1036 rp_loss=0.0712 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.6190 ssim=0.8311 loss_q=0.0020 index_usage_batch=0.5998 perplexity=7924.6885 loss_commit=0.0020 loss=0.0714 fps=23.9388, 51.1s (d 0.01) 11.7h/39.9h +[09-29 11:47:13] Epoch 589 started. +[09-29 11:48:04] Epoch 589 training done. Time: 51.17s +[09-29 11:48:04] Epoch 589, train: fm_loss=0.0199 perceptual_loss=0.1039 rp_loss=0.0718 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.6533 ssim=0.8302 loss_q=0.0020 index_usage_batch=0.6002 perplexity=7924.6250 loss_commit=0.0020 loss=0.0720 fps=23.9658, 51.2s (d 0.01) 11.8h/39.9h +[09-29 11:48:04] Epoch 590 started. +[09-29 11:48:54] Epoch 590 training done. Time: 50.39s +[09-29 11:48:54] Epoch 590, train: fm_loss=0.0199 perceptual_loss=0.1038 rp_loss=0.0718 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.6639 ssim=0.8312 loss_q=0.0020 index_usage_batch=0.6003 perplexity=7924.5591 loss_commit=0.0020 loss=0.0720 fps=24.0805, 50.4s (d 0.01) 11.8h/39.9h +[09-29 11:48:54] Epoch 591 started. +[09-29 11:49:44] Epoch 591 training done. Time: 49.96s +[09-29 11:49:44] Epoch 591, train: fm_loss=0.0190 perceptual_loss=0.1042 rp_loss=0.0711 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.5760 ssim=0.8292 loss_q=0.0020 index_usage_batch=0.6002 perplexity=7924.4990 loss_commit=0.0020 loss=0.0713 fps=24.1768, 50.0s (d 0.01) 11.8h/39.9h +[09-29 11:49:44] Epoch 592 started. +[09-29 11:50:35] Epoch 592 training done. Time: 50.67s +[09-29 11:50:35] Epoch 592, train: fm_loss=0.0188 perceptual_loss=0.1027 rp_loss=0.0701 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.6039 ssim=0.8319 loss_q=0.0020 index_usage_batch=0.6001 perplexity=7924.4258 loss_commit=0.0020 loss=0.0703 fps=24.0787, 50.7s (d 0.02) 11.8h/39.9h +[09-29 11:50:35] Epoch 593 started. +[09-29 11:51:26] Epoch 593 training done. Time: 51.23s +[09-29 11:51:26] Epoch 593, train: fm_loss=0.0187 perceptual_loss=0.1041 rp_loss=0.0707 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.6271 ssim=0.8295 loss_q=0.0020 index_usage_batch=0.6004 perplexity=7924.3506 loss_commit=0.0020 loss=0.0709 fps=23.8892, 51.2s (d 0.01) 11.8h/39.8h +[09-29 11:51:26] Epoch 594 started. +[09-29 11:52:17] Epoch 594 training done. Time: 51.30s +[09-29 11:52:17] Epoch 594, train: fm_loss=0.0200 perceptual_loss=0.1038 rp_loss=0.0719 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.7099 ssim=0.8300 loss_q=0.0020 index_usage_batch=0.6003 perplexity=7924.2690 loss_commit=0.0020 loss=0.0721 fps=23.9220, 51.3s (d 0.01) 11.8h/39.8h +[09-29 11:52:17] Epoch 595 started. +[09-29 11:53:07] Epoch 595 training done. Time: 49.90s +[09-29 11:53:07] Epoch 595, train: fm_loss=0.0197 perceptual_loss=0.1030 rp_loss=0.0712 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.6348 ssim=0.8316 loss_q=0.0020 index_usage_batch=0.6004 perplexity=7924.2070 loss_commit=0.0020 loss=0.0714 fps=24.2025, 49.9s (d 0.01) 11.8h/39.8h +[09-29 11:53:07] Epoch 596 started. +[09-29 11:53:58] Epoch 596 training done. Time: 50.42s +[09-29 11:53:58] Epoch 596, train: fm_loss=0.0192 perceptual_loss=0.1027 rp_loss=0.0705 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.6484 ssim=0.8306 loss_q=0.0020 index_usage_batch=0.6000 perplexity=7924.1338 loss_commit=0.0020 loss=0.0707 fps=24.0805, 50.4s (d 0.01) 11.9h/39.8h +[09-29 11:53:58] Epoch 597 started. +[09-29 11:54:48] Epoch 597 training done. Time: 49.87s +[09-29 11:54:48] Epoch 597, train: fm_loss=0.0195 perceptual_loss=0.1025 rp_loss=0.0708 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.6444 ssim=0.8313 loss_q=0.0020 index_usage_batch=0.6001 perplexity=7924.0708 loss_commit=0.0020 loss=0.0710 fps=24.2164, 49.9s (d 0.01) 11.9h/39.8h +[09-29 11:54:48] Epoch 598 started. +[09-29 11:55:38] Epoch 598 training done. Time: 50.75s +[09-29 11:55:38] Epoch 598, train: fm_loss=0.0198 perceptual_loss=0.1037 rp_loss=0.0716 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.6552 ssim=0.8300 loss_q=0.0020 index_usage_batch=0.6002 perplexity=7924.0288 loss_commit=0.0020 loss=0.0718 fps=24.0357, 50.8s (d 0.01) 11.9h/39.7h +[09-29 11:55:38] Epoch 599 started. +[09-29 11:56:29] Epoch 599 training done. Time: 50.87s +[09-29 11:56:29] Epoch 599, train: fm_loss=0.0201 perceptual_loss=0.1044 rp_loss=0.0723 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.7121 ssim=0.8288 loss_q=0.0020 index_usage_batch=0.6004 perplexity=7923.9668 loss_commit=0.0020 loss=0.0725 fps=23.9636, 50.9s (d 0.01) 11.9h/39.7h +[09-29 11:56:29] Epoch 600 started. +[09-29 11:57:20] Epoch 600 training done. Time: 51.12s +[09-29 12:00:14] Calculating FVD with running real stats +[09-29 12:01:36] Converting video data to uint8 +[09-29 12:02:43] Converting video data to uint8 +[09-29 12:02:43] Preparing to save rng states... +[09-29 12:02:43] Saving checkpoint... +[09-29 12:03:16] New best checkpoint saved: best_fvd_179.84.pth +[09-29 12:03:16] Epoch 600, train: fm_loss=0.0205 perceptual_loss=0.1022 rp_loss=0.0716 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.7470 ssim=0.8329 loss_q=0.0020 index_usage_batch=0.6001 perplexity=7923.9136 loss_commit=0.0020 loss=0.0718 fps=23.9227, + eval: ucf101_val_psnr=23.4582 ucf101_val_ssim=0.7349 ucf101_val_fps=2.7335 ucf101_val_fvd=179.8412, +Latest checkpoint saved. Time: 33.28s +, 6.8m (d 0.01) 12.0h/40.0h +[09-29 12:03:16] Epoch 601 started. +[09-29 12:04:07] Epoch 601 training done. Time: 50.17s +[09-29 12:04:07] Epoch 601, train: fm_loss=0.0198 perceptual_loss=0.1024 rp_loss=0.0710 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.7011 ssim=0.8325 loss_q=0.0020 index_usage_batch=0.6001 perplexity=7923.7964 loss_commit=0.0020 loss=0.0712 fps=23.9762, 50.2s (d 0.01) 12.0h/40.0h +[09-29 12:04:07] Epoch 602 started. +[09-29 12:04:57] Epoch 602 training done. Time: 50.05s +[09-29 12:04:57] Epoch 602, train: fm_loss=0.0194 perceptual_loss=0.1033 rp_loss=0.0710 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.6676 ssim=0.8313 loss_q=0.0020 index_usage_batch=0.6003 perplexity=7923.7192 loss_commit=0.0020 loss=0.0712 fps=24.1303, 50.1s (d 0.01) 12.0h/40.0h +[09-29 12:04:57] Epoch 603 started. +[09-29 12:05:48] Epoch 603 training done. Time: 50.98s +[09-29 12:05:48] Epoch 603, train: fm_loss=0.0207 perceptual_loss=0.1024 rp_loss=0.0719 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.7784 ssim=0.8326 loss_q=0.0020 index_usage_batch=0.6000 perplexity=7923.6528 loss_commit=0.0020 loss=0.0721 fps=23.9386, 51.0s (d 0.01) 12.1h/40.0h +[09-29 12:05:48] Epoch 604 started. +[09-29 12:06:39] Epoch 604 training done. Time: 51.03s +[09-29 12:06:39] Epoch 604, train: fm_loss=0.0187 perceptual_loss=0.1029 rp_loss=0.0702 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.6665 ssim=0.8309 loss_q=0.0020 index_usage_batch=0.6003 perplexity=7923.5781 loss_commit=0.0020 loss=0.0704 fps=23.8899, 51.0s (d 0.01) 12.1h/40.0h +[09-29 12:06:39] Epoch 605 started. +[09-29 12:07:30] Epoch 605 training done. Time: 51.32s +[09-29 12:07:30] Epoch 605, train: fm_loss=0.0200 perceptual_loss=0.1037 rp_loss=0.0718 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.6243 ssim=0.8277 loss_q=0.0020 index_usage_batch=0.6001 perplexity=7923.5112 loss_commit=0.0020 loss=0.0721 fps=23.8538, 51.3s (d 0.01) 12.1h/39.9h +[09-29 12:07:30] Epoch 606 started. +[09-29 12:08:21] Epoch 606 training done. Time: 50.47s +[09-29 12:08:21] Epoch 606, train: fm_loss=0.0194 perceptual_loss=0.1030 rp_loss=0.0709 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.6522 ssim=0.8307 loss_q=0.0020 index_usage_batch=0.6001 perplexity=7923.4229 loss_commit=0.0020 loss=0.0711 fps=24.0314, 50.5s (d 0.01) 12.1h/39.9h +[09-29 12:08:21] Epoch 607 started. +[09-29 12:09:11] Epoch 607 training done. Time: 50.04s +[09-29 12:09:11] Epoch 607, train: fm_loss=0.0194 perceptual_loss=0.1024 rp_loss=0.0707 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.7190 ssim=0.8324 loss_q=0.0020 index_usage_batch=0.6003 perplexity=7923.3711 loss_commit=0.0020 loss=0.0709 fps=24.1407, 50.0s (d 0.01) 12.1h/39.9h +[09-29 12:09:11] Epoch 608 started. +[09-29 12:10:01] Epoch 608 training done. Time: 50.83s +[09-29 12:10:01] Epoch 608, train: fm_loss=0.0204 perceptual_loss=0.1023 rp_loss=0.0715 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.7988 ssim=0.8328 loss_q=0.0020 index_usage_batch=0.6001 perplexity=7923.3291 loss_commit=0.0020 loss=0.0717 fps=23.9933, 50.8s (d 0.01) 12.1h/39.9h +[09-29 12:10:01] Epoch 609 started. +[09-29 12:10:52] Epoch 609 training done. Time: 50.38s +[09-29 12:10:52] Epoch 609, train: fm_loss=0.0185 perceptual_loss=0.1038 rp_loss=0.0704 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.5785 ssim=0.8292 loss_q=0.0020 index_usage_batch=0.6002 perplexity=7923.2744 loss_commit=0.0020 loss=0.0706 fps=24.1428, 50.4s (d 0.01) 12.1h/39.9h +[09-29 12:10:52] Epoch 610 started. +[09-29 12:11:42] Epoch 610 training done. Time: 50.49s +[09-29 12:11:42] Epoch 610, train: fm_loss=0.0195 perceptual_loss=0.1010 rp_loss=0.0700 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.7498 ssim=0.8359 loss_q=0.0020 index_usage_batch=0.6004 perplexity=7923.2026 loss_commit=0.0020 loss=0.0702 fps=24.0269, 50.5s (d 0.01) 12.2h/39.8h +[09-29 12:11:42] Epoch 611 started. +[09-29 12:12:34] Epoch 611 training done. Time: 51.65s +[09-29 12:12:34] Epoch 611, train: fm_loss=0.0199 perceptual_loss=0.1024 rp_loss=0.0711 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.7162 ssim=0.8322 loss_q=0.0020 index_usage_batch=0.6008 perplexity=7923.1372 loss_commit=0.0020 loss=0.0713 fps=23.7907, 51.7s (d 0.01) 12.2h/39.8h +[09-29 12:12:34] Epoch 612 started. +[09-29 12:13:24] Epoch 612 training done. Time: 50.06s +[09-29 12:13:24] Epoch 612, train: fm_loss=0.0196 perceptual_loss=0.1016 rp_loss=0.0705 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.7293 ssim=0.8345 loss_q=0.0020 index_usage_batch=0.6002 perplexity=7923.0815 loss_commit=0.0020 loss=0.0707 fps=24.1255, 50.1s (d 0.01) 12.2h/39.8h +[09-29 12:13:24] Epoch 613 started. +[09-29 12:14:14] Epoch 613 training done. Time: 50.44s +[09-29 12:14:14] Epoch 613, train: fm_loss=0.0191 perceptual_loss=0.1029 rp_loss=0.0705 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.7165 ssim=0.8307 loss_q=0.0020 index_usage_batch=0.6004 perplexity=7923.0068 loss_commit=0.0020 loss=0.0707 fps=24.0461, 50.4s (d 0.01) 12.2h/39.8h +[09-29 12:14:14] Epoch 614 started. +[09-29 12:15:05] Epoch 614 training done. Time: 50.51s +[09-29 12:15:05] Epoch 614, train: fm_loss=0.0196 perceptual_loss=0.1028 rp_loss=0.0710 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.7627 ssim=0.8326 loss_q=0.0020 index_usage_batch=0.6004 perplexity=7922.9102 loss_commit=0.0020 loss=0.0712 fps=24.0298, 50.5s (d 0.01) 12.2h/39.8h +[09-29 12:15:05] Epoch 615 started. +[09-29 12:15:56] Epoch 615 training done. Time: 51.03s +[09-29 12:15:56] Epoch 615, train: fm_loss=0.0197 perceptual_loss=0.1018 rp_loss=0.0706 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.7408 ssim=0.8335 loss_q=0.0020 index_usage_batch=0.6001 perplexity=7922.8408 loss_commit=0.0020 loss=0.0708 fps=23.8869, 51.0s (d 0.01) 12.2h/39.7h +[09-29 12:15:56] Epoch 616 started. +[09-29 12:16:47] Epoch 616 training done. Time: 51.35s +[09-29 12:16:47] Epoch 616, train: fm_loss=0.0190 perceptual_loss=0.1012 rp_loss=0.0696 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.7786 ssim=0.8352 loss_q=0.0020 index_usage_batch=0.6001 perplexity=7922.7612 loss_commit=0.0020 loss=0.0698 fps=23.8408, 51.4s (d 0.01) 12.2h/39.7h +[09-29 12:16:47] Epoch 617 started. +[09-29 12:17:38] Epoch 617 training done. Time: 50.60s +[09-29 12:17:38] Epoch 617, train: fm_loss=0.0191 perceptual_loss=0.1028 rp_loss=0.0705 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.7255 ssim=0.8325 loss_q=0.0020 index_usage_batch=0.6003 perplexity=7922.6802 loss_commit=0.0020 loss=0.0707 fps=24.0169, 50.6s (d 0.01) 12.2h/39.7h +[09-29 12:17:38] Epoch 618 started. +[09-29 12:18:28] Epoch 618 training done. Time: 50.19s +[09-29 12:18:28] Epoch 618, train: fm_loss=0.0191 perceptual_loss=0.1027 rp_loss=0.0705 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.6817 ssim=0.8322 loss_q=0.0021 index_usage_batch=0.6004 perplexity=7922.6172 loss_commit=0.0021 loss=0.0707 fps=24.0524, 50.2s (d 0.01) 12.3h/39.7h +[09-29 12:18:28] Epoch 619 started. +[09-29 12:19:19] Epoch 619 training done. Time: 50.95s +[09-29 12:19:19] Epoch 619, train: fm_loss=0.0206 perceptual_loss=0.1020 rp_loss=0.0715 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.7837 ssim=0.8339 loss_q=0.0021 index_usage_batch=0.6005 perplexity=7922.5435 loss_commit=0.0021 loss=0.0718 fps=23.9300, 51.0s (d 0.01) 12.3h/39.7h +[09-29 12:19:19] Epoch 620 started. +[09-29 12:20:10] Epoch 620 training done. Time: 50.90s +[09-29 12:20:10] Epoch 620, train: fm_loss=0.0197 perceptual_loss=0.1019 rp_loss=0.0707 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.7742 ssim=0.8344 loss_q=0.0021 index_usage_batch=0.6005 perplexity=7922.4639 loss_commit=0.0021 loss=0.0709 fps=23.9294, 50.9s (d 0.01) 12.3h/39.6h +[09-29 12:20:10] Epoch 621 started. +[09-29 12:21:00] Epoch 621 training done. Time: 50.51s +[09-29 12:21:00] Epoch 621, train: fm_loss=0.0197 perceptual_loss=0.1023 rp_loss=0.0708 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.7492 ssim=0.8312 loss_q=0.0021 index_usage_batch=0.6006 perplexity=7922.3906 loss_commit=0.0021 loss=0.0710 fps=24.0100, 50.5s (d 0.01) 12.3h/39.6h +[09-29 12:21:00] Epoch 622 started. +[09-29 12:21:52] Epoch 622 training done. Time: 51.40s +[09-29 12:21:52] Epoch 622, train: fm_loss=0.0192 perceptual_loss=0.1010 rp_loss=0.0697 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.7579 ssim=0.8363 loss_q=0.0021 index_usage_batch=0.6004 perplexity=7922.3208 loss_commit=0.0021 loss=0.0699 fps=23.8414, 51.4s (d 0.01) 12.3h/39.6h +[09-29 12:21:52] Epoch 623 started. +[09-29 12:22:42] Epoch 623 training done. Time: 50.06s +[09-29 12:22:42] Epoch 623, train: fm_loss=0.0192 perceptual_loss=0.1010 rp_loss=0.0697 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.7561 ssim=0.8344 loss_q=0.0021 index_usage_batch=0.6001 perplexity=7922.2471 loss_commit=0.0021 loss=0.0699 fps=24.1286, 50.1s (d 0.01) 12.3h/39.6h +[09-29 12:22:42] Epoch 624 started. +[09-29 12:26:56] Epoch 624 training done. Time: 253.81s +[09-29 12:26:56] Epoch 624, train: fm_loss=0.0197 perceptual_loss=0.1028 rp_loss=0.0711 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.7411 ssim=0.8316 loss_q=0.0021 index_usage_batch=0.6008 perplexity=7922.1650 loss_commit=0.0021 loss=0.0713 fps=23.8253, 4.2m (d 0.00) 12.4h/39.8h +[09-29 12:26:56] Epoch 625 started. +[09-29 12:27:46] Epoch 625 training done. Time: 50.25s +[09-29 12:30:41] Calculating FVD with running real stats +[09-29 12:32:02] Converting video data to uint8 +[09-29 12:33:10] Converting video data to uint8 +[09-29 12:33:10] Preparing to save rng states... +[09-29 12:33:10] Saving checkpoint... +[09-29 12:33:19] Epoch 625, train: fm_loss=0.0201 perceptual_loss=0.0988 rp_loss=0.0695 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9627 ssim=0.8399 loss_q=0.0021 index_usage_batch=0.6004 perplexity=7922.0972 loss_commit=0.0021 loss=0.0697 fps=24.1371, + eval: ucf101_val_psnr=23.5380 ucf101_val_ssim=0.7274 ucf101_val_fps=2.7071 ucf101_val_fvd=189.9594, +Latest checkpoint saved. Time: 8.89s +, 6.4m (d 0.00) 12.5h/40.0h +[09-29 12:33:19] Epoch 626 started. +[09-29 12:34:09] Epoch 626 training done. Time: 50.17s +[09-29 12:34:09] Epoch 626, train: fm_loss=0.0206 perceptual_loss=0.1012 rp_loss=0.0713 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.8405 ssim=0.8339 loss_q=0.0021 index_usage_batch=0.6003 perplexity=7921.9766 loss_commit=0.0021 loss=0.0715 fps=23.9475, 50.2s (d 0.01) 12.5h/40.0h +[09-29 12:34:09] Epoch 627 started. +[09-29 12:35:00] Epoch 627 training done. Time: 50.92s +[09-29 12:35:00] Epoch 627, train: fm_loss=0.0198 perceptual_loss=0.1019 rp_loss=0.0708 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.7723 ssim=0.8325 loss_q=0.0021 index_usage_batch=0.6007 perplexity=7921.8940 loss_commit=0.0021 loss=0.0710 fps=23.9282, 50.9s (d 0.01) 12.5h/40.0h +[09-29 12:35:00] Epoch 628 started. +[09-29 12:35:51] Epoch 628 training done. Time: 50.67s +[09-29 12:35:51] Epoch 628, train: fm_loss=0.0193 perceptual_loss=0.1005 rp_loss=0.0696 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.7767 ssim=0.8349 loss_q=0.0021 index_usage_batch=0.6004 perplexity=7921.8232 loss_commit=0.0021 loss=0.0698 fps=23.9468, 50.7s (d 0.01) 12.6h/40.0h +[09-29 12:35:51] Epoch 629 started. +[09-29 12:36:41] Epoch 629 training done. Time: 50.14s +[09-29 12:36:41] Epoch 629, train: fm_loss=0.0189 perceptual_loss=0.1002 rp_loss=0.0689 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.8511 ssim=0.8365 loss_q=0.0021 index_usage_batch=0.6006 perplexity=7921.7490 loss_commit=0.0021 loss=0.0691 fps=24.0996, 50.1s (d 0.01) 12.6h/40.0h +[09-29 12:36:41] Epoch 630 started. +[09-29 12:37:32] Epoch 630 training done. Time: 51.27s +[09-29 12:37:32] Epoch 630, train: fm_loss=0.0196 perceptual_loss=0.1005 rp_loss=0.0698 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.8551 ssim=0.8373 loss_q=0.0021 index_usage_batch=0.6004 perplexity=7921.6685 loss_commit=0.0021 loss=0.0700 fps=23.8897, 51.3s (d 0.01) 12.6h/39.9h +[09-29 12:37:32] Epoch 631 started. +[09-29 12:38:23] Epoch 631 training done. Time: 50.42s +[09-29 12:38:23] Epoch 631, train: fm_loss=0.0187 perceptual_loss=0.1018 rp_loss=0.0696 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.7289 ssim=0.8317 loss_q=0.0021 index_usage_batch=0.6006 perplexity=7921.6069 loss_commit=0.0021 loss=0.0698 fps=24.0507, 50.4s (d 0.01) 12.6h/39.9h +[09-29 12:38:23] Epoch 632 started. +[09-29 12:39:14] Epoch 632 training done. Time: 50.90s +[09-29 12:39:14] Epoch 632, train: fm_loss=0.0194 perceptual_loss=0.1008 rp_loss=0.0698 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.7975 ssim=0.8357 loss_q=0.0021 index_usage_batch=0.6004 perplexity=7921.5347 loss_commit=0.0021 loss=0.0700 fps=23.9431, 50.9s (d 0.01) 12.6h/39.9h +[09-29 12:39:14] Epoch 633 started. +[09-29 12:40:05] Epoch 633 training done. Time: 50.86s +[09-29 12:40:05] Epoch 633, train: fm_loss=0.0203 perceptual_loss=0.1006 rp_loss=0.0706 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.8306 ssim=0.8343 loss_q=0.0021 index_usage_batch=0.6008 perplexity=7921.4800 loss_commit=0.0021 loss=0.0708 fps=23.9402, 50.9s (d 0.01) 12.6h/39.9h +[09-29 12:40:05] Epoch 634 started. +[09-29 12:40:55] Epoch 634 training done. Time: 50.05s +[09-29 12:40:55] Epoch 634, train: fm_loss=0.0191 perceptual_loss=0.1025 rp_loss=0.0704 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.7548 ssim=0.8334 loss_q=0.0021 index_usage_batch=0.6001 perplexity=7921.4258 loss_commit=0.0021 loss=0.0706 fps=24.1266, 50.0s (d 0.01) 12.6h/39.9h +[09-29 12:40:55] Epoch 635 started. +[09-29 12:41:46] Epoch 635 training done. Time: 50.81s +[09-29 12:41:46] Epoch 635, train: fm_loss=0.0200 perceptual_loss=0.1000 rp_loss=0.0700 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.8339 ssim=0.8350 loss_q=0.0021 index_usage_batch=0.6008 perplexity=7921.3535 loss_commit=0.0021 loss=0.0702 fps=24.0062, 50.8s (d 0.01) 12.7h/39.8h +[09-29 12:41:46] Epoch 636 started. +[09-29 12:42:36] Epoch 636 training done. Time: 50.41s +[09-29 12:42:36] Epoch 636, train: fm_loss=0.0201 perceptual_loss=0.1006 rp_loss=0.0704 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.8343 ssim=0.8354 loss_q=0.0021 index_usage_batch=0.6008 perplexity=7921.2891 loss_commit=0.0021 loss=0.0706 fps=24.0434, 50.4s (d 0.01) 12.7h/39.8h +[09-29 12:42:36] Epoch 637 started. +[09-29 12:43:27] Epoch 637 training done. Time: 50.94s +[09-29 12:43:27] Epoch 637, train: fm_loss=0.0201 perceptual_loss=0.0995 rp_loss=0.0699 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.8727 ssim=0.8375 loss_q=0.0021 index_usage_batch=0.6002 perplexity=7921.2002 loss_commit=0.0021 loss=0.0701 fps=23.9433, 50.9s (d 0.01) 12.7h/39.8h +[09-29 12:43:27] Epoch 638 started. +[09-29 12:44:18] Epoch 638 training done. Time: 50.92s +[09-29 12:44:18] Epoch 638, train: fm_loss=0.0197 perceptual_loss=0.1006 rp_loss=0.0700 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.8248 ssim=0.8348 loss_q=0.0021 index_usage_batch=0.6009 perplexity=7921.1284 loss_commit=0.0021 loss=0.0702 fps=23.9230, 50.9s (d 0.01) 12.7h/39.8h +[09-29 12:44:18] Epoch 639 started. +[09-29 12:45:08] Epoch 639 training done. Time: 50.51s +[09-29 12:45:08] Epoch 639, train: fm_loss=0.0188 perceptual_loss=0.1009 rp_loss=0.0692 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.7847 ssim=0.8352 loss_q=0.0021 index_usage_batch=0.6011 perplexity=7921.0542 loss_commit=0.0021 loss=0.0694 fps=24.0258, 50.5s (d 0.01) 12.7h/39.8h +[09-29 12:45:08] Epoch 640 started. +[09-29 12:45:59] Epoch 640 training done. Time: 50.59s +[09-29 12:45:59] Epoch 640, train: fm_loss=0.0204 perceptual_loss=0.0992 rp_loss=0.0700 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9123 ssim=0.8381 loss_q=0.0021 index_usage_batch=0.6008 perplexity=7920.9927 loss_commit=0.0021 loss=0.0702 fps=24.0057, 50.6s (d 0.01) 12.7h/39.8h +[09-29 12:45:59] Epoch 641 started. +[09-29 12:46:50] Epoch 641 training done. Time: 50.95s +[09-29 12:46:50] Epoch 641, train: fm_loss=0.0196 perceptual_loss=0.0996 rp_loss=0.0694 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.8604 ssim=0.8376 loss_q=0.0021 index_usage_batch=0.6007 perplexity=7920.9287 loss_commit=0.0021 loss=0.0696 fps=23.9436, 50.9s (d 0.01) 12.7h/39.7h +[09-29 12:46:50] Epoch 642 started. +[09-29 12:47:41] Epoch 642 training done. Time: 50.83s +[09-29 12:47:41] Epoch 642, train: fm_loss=0.0192 perceptual_loss=0.1011 rp_loss=0.0697 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.8204 ssim=0.8348 loss_q=0.0021 index_usage_batch=0.6007 perplexity=7920.8604 loss_commit=0.0021 loss=0.0699 fps=23.9440, 50.8s (d 0.01) 12.7h/39.7h +[09-29 12:47:41] Epoch 643 started. +[09-29 12:48:32] Epoch 643 training done. Time: 50.92s +[09-29 12:48:32] Epoch 643, train: fm_loss=0.0185 perceptual_loss=0.1003 rp_loss=0.0687 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.8511 ssim=0.8375 loss_q=0.0021 index_usage_batch=0.6006 perplexity=7920.7993 loss_commit=0.0021 loss=0.0689 fps=23.9390, 50.9s (d 0.01) 12.8h/39.7h +[09-29 12:48:32] Epoch 644 started. +[09-29 12:49:22] Epoch 644 training done. Time: 50.07s +[09-29 12:49:22] Epoch 644, train: fm_loss=0.0187 perceptual_loss=0.0986 rp_loss=0.0680 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.8454 ssim=0.8396 loss_q=0.0021 index_usage_batch=0.6006 perplexity=7920.7305 loss_commit=0.0021 loss=0.0682 fps=24.1232, 50.1s (d 0.01) 12.8h/39.7h +[09-29 12:49:22] Epoch 645 started. +[09-29 12:50:12] Epoch 645 training done. Time: 50.43s +[09-29 12:50:12] Epoch 645, train: fm_loss=0.0194 perceptual_loss=0.1002 rp_loss=0.0695 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.8235 ssim=0.8362 loss_q=0.0021 index_usage_batch=0.6009 perplexity=7920.6597 loss_commit=0.0021 loss=0.0698 fps=24.0465, 50.4s (d 0.01) 12.8h/39.7h +[09-29 12:50:12] Epoch 646 started. +[09-29 12:51:03] Epoch 646 training done. Time: 51.38s +[09-29 12:51:03] Epoch 646, train: fm_loss=0.0192 perceptual_loss=0.1000 rp_loss=0.0692 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.8670 ssim=0.8371 loss_q=0.0021 index_usage_batch=0.6009 perplexity=7920.5771 loss_commit=0.0021 loss=0.0694 fps=23.8797, 51.4s (d 0.01) 12.8h/39.6h +[09-29 12:51:03] Epoch 647 started. +[09-29 12:51:54] Epoch 647 training done. Time: 50.06s +[09-29 12:51:54] Epoch 647, train: fm_loss=0.0202 perceptual_loss=0.1000 rp_loss=0.0702 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.8750 ssim=0.8368 loss_q=0.0021 index_usage_batch=0.6005 perplexity=7920.5073 loss_commit=0.0021 loss=0.0704 fps=24.1267, 50.1s (d 0.01) 12.8h/39.6h +[09-29 12:51:54] Epoch 648 started. +[09-29 12:52:44] Epoch 648 training done. Time: 50.76s +[09-29 12:52:44] Epoch 648, train: fm_loss=0.0199 perceptual_loss=0.0984 rp_loss=0.0691 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9408 ssim=0.8406 loss_q=0.0021 index_usage_batch=0.6008 perplexity=7920.4463 loss_commit=0.0021 loss=0.0693 fps=23.9847, 50.8s (d 0.01) 12.8h/39.6h +[09-29 12:52:44] Epoch 649 started. +[09-29 12:53:35] Epoch 649 training done. Time: 50.84s +[09-29 12:53:35] Epoch 649, train: fm_loss=0.0197 perceptual_loss=0.1003 rp_loss=0.0699 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.8381 ssim=0.8367 loss_q=0.0021 index_usage_batch=0.6011 perplexity=7920.3975 loss_commit=0.0021 loss=0.0701 fps=23.9882, 50.8s (d 0.01) 12.8h/39.6h +[09-29 12:53:35] Epoch 650 started. +[09-29 12:54:26] Epoch 650 training done. Time: 50.37s +[09-29 12:57:20] Calculating FVD with running real stats +[09-29 12:58:40] Converting video data to uint8 +[09-29 12:59:48] Converting video data to uint8 +[09-29 12:59:49] Preparing to save rng states... +[09-29 12:59:49] Saving checkpoint... +[09-29 13:00:21] New best checkpoint saved: best_fvd_156.38.pth +[09-29 13:00:21] Epoch 650, train: fm_loss=0.0192 perceptual_loss=0.1011 rp_loss=0.0698 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.7979 ssim=0.8341 loss_q=0.0021 index_usage_batch=0.6010 perplexity=7920.3438 loss_commit=0.0021 loss=0.0700 fps=24.0697, + eval: ucf101_val_psnr=23.4780 ucf101_val_ssim=0.7203 ucf101_val_fps=2.7189 ucf101_val_fvd=156.3845, +Latest checkpoint saved. Time: 32.24s +, 6.8m (d 0.01) 13.0h/39.9h +[09-29 13:00:21] Epoch 651 started. +[09-29 13:01:11] Epoch 651 training done. Time: 50.26s +[09-29 13:01:11] Epoch 651, train: fm_loss=0.0192 perceptual_loss=0.0990 rp_loss=0.0686 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.8876 ssim=0.8397 loss_q=0.0021 index_usage_batch=0.6006 perplexity=7920.2261 loss_commit=0.0021 loss=0.0689 fps=23.9400, 50.3s (d 0.01) 13.0h/39.9h +[09-29 13:01:11] Epoch 652 started. +[09-29 13:02:03] Epoch 652 training done. Time: 51.15s +[09-29 13:02:03] Epoch 652, train: fm_loss=0.0200 perceptual_loss=0.1004 rp_loss=0.0703 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.8915 ssim=0.8355 loss_q=0.0021 index_usage_batch=0.6009 perplexity=7920.1709 loss_commit=0.0021 loss=0.0705 fps=23.8542, 51.2s (d 0.01) 13.0h/39.8h +[09-29 13:02:03] Epoch 653 started. +[09-29 13:02:54] Epoch 653 training done. Time: 51.05s +[09-29 13:02:54] Epoch 653, train: fm_loss=0.0199 perceptual_loss=0.1001 rp_loss=0.0700 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9046 ssim=0.8353 loss_q=0.0021 index_usage_batch=0.6008 perplexity=7920.1182 loss_commit=0.0021 loss=0.0702 fps=23.8837, 51.1s (d 0.01) 13.0h/39.8h +[09-29 13:02:54] Epoch 654 started. +[09-29 13:03:45] Epoch 654 training done. Time: 51.13s +[09-29 13:03:45] Epoch 654, train: fm_loss=0.0192 perceptual_loss=0.0995 rp_loss=0.0689 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.8592 ssim=0.8376 loss_q=0.0021 index_usage_batch=0.6006 perplexity=7920.0630 loss_commit=0.0021 loss=0.0691 fps=23.8655, 51.1s (d 0.01) 13.0h/39.8h +[09-29 13:03:45] Epoch 655 started. +[09-29 13:04:35] Epoch 655 training done. Time: 50.18s +[09-29 13:04:35] Epoch 655, train: fm_loss=0.0184 perceptual_loss=0.0983 rp_loss=0.0675 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.8688 ssim=0.8404 loss_q=0.0021 index_usage_batch=0.6005 perplexity=7919.9985 loss_commit=0.0021 loss=0.0677 fps=24.0655, 50.2s (d 0.01) 13.0h/39.8h +[09-29 13:04:35] Epoch 656 started. +[09-29 13:05:26] Epoch 656 training done. Time: 50.90s +[09-29 13:05:26] Epoch 656, train: fm_loss=0.0194 perceptual_loss=0.0990 rp_loss=0.0690 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9010 ssim=0.8378 loss_q=0.0021 index_usage_batch=0.6009 perplexity=7919.9307 loss_commit=0.0021 loss=0.0692 fps=23.9449, 50.9s (d 0.01) 13.0h/39.8h +[09-29 13:05:26] Epoch 657 started. +[09-29 13:06:17] Epoch 657 training done. Time: 50.96s +[09-29 13:06:17] Epoch 657, train: fm_loss=0.0197 perceptual_loss=0.0996 rp_loss=0.0695 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9080 ssim=0.8372 loss_q=0.0021 index_usage_batch=0.6009 perplexity=7919.8667 loss_commit=0.0021 loss=0.0697 fps=23.9352, 51.0s (d 0.01) 13.1h/39.8h +[09-29 13:06:17] Epoch 658 started. +[09-29 13:07:07] Epoch 658 training done. Time: 50.12s +[09-29 13:07:07] Epoch 658, train: fm_loss=0.0197 perceptual_loss=0.0988 rp_loss=0.0691 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9503 ssim=0.8392 loss_q=0.0021 index_usage_batch=0.6007 perplexity=7919.7998 loss_commit=0.0021 loss=0.0693 fps=24.0962, 50.1s (d 0.01) 13.1h/39.7h +[09-29 13:07:07] Epoch 659 started. +[09-29 13:07:58] Epoch 659 training done. Time: 51.40s +[09-29 13:07:58] Epoch 659, train: fm_loss=0.0186 perceptual_loss=0.0993 rp_loss=0.0683 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.8341 ssim=0.8391 loss_q=0.0021 index_usage_batch=0.6010 perplexity=7919.7354 loss_commit=0.0021 loss=0.0685 fps=23.8651, 51.4s (d 0.01) 13.1h/39.7h +[09-29 13:07:58] Epoch 660 started. +[09-29 13:08:49] Epoch 660 training done. Time: 50.36s +[09-29 13:08:49] Epoch 660, train: fm_loss=0.0189 perceptual_loss=0.0995 rp_loss=0.0686 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.7996 ssim=0.8373 loss_q=0.0021 index_usage_batch=0.6010 perplexity=7919.6836 loss_commit=0.0021 loss=0.0688 fps=24.0781, 50.4s (d 0.01) 13.1h/39.7h +[09-29 13:08:49] Epoch 661 started. +[09-29 13:09:39] Epoch 661 training done. Time: 50.58s +[09-29 13:09:39] Epoch 661, train: fm_loss=0.0192 perceptual_loss=0.0999 rp_loss=0.0692 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.8522 ssim=0.8371 loss_q=0.0021 index_usage_batch=0.6009 perplexity=7919.6348 loss_commit=0.0021 loss=0.0694 fps=24.0465, 50.6s (d 0.01) 13.1h/39.7h +[09-29 13:09:39] Epoch 662 started. +[09-29 13:10:30] Epoch 662 training done. Time: 50.29s +[09-29 13:10:30] Epoch 662, train: fm_loss=0.0197 perceptual_loss=0.0998 rp_loss=0.0696 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9019 ssim=0.8367 loss_q=0.0021 index_usage_batch=0.6013 perplexity=7919.5737 loss_commit=0.0021 loss=0.0698 fps=24.1129, 50.3s (d 0.01) 13.1h/39.7h +[09-29 13:10:30] Epoch 663 started. +[09-29 13:11:20] Epoch 663 training done. Time: 50.85s +[09-29 13:11:20] Epoch 663, train: fm_loss=0.0205 perceptual_loss=0.0981 rp_loss=0.0696 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0159 ssim=0.8397 loss_q=0.0021 index_usage_batch=0.6010 perplexity=7919.5254 loss_commit=0.0021 loss=0.0698 fps=23.9540, 50.9s (d 0.01) 13.1h/39.7h +[09-29 13:11:20] Epoch 664 started. +[09-29 13:12:12] Epoch 664 training done. Time: 51.13s +[09-29 13:12:12] Epoch 664, train: fm_loss=0.0192 perceptual_loss=0.0979 rp_loss=0.0682 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9715 ssim=0.8410 loss_q=0.0021 index_usage_batch=0.6010 perplexity=7919.4727 loss_commit=0.0021 loss=0.0684 fps=23.8879, 51.1s (d 0.01) 13.2h/39.6h +[09-29 13:12:12] Epoch 665 started. +[09-29 13:13:02] Epoch 665 training done. Time: 50.92s +[09-29 13:13:02] Epoch 665, train: fm_loss=0.0204 perceptual_loss=0.0987 rp_loss=0.0697 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9388 ssim=0.8390 loss_q=0.0021 index_usage_batch=0.6010 perplexity=7919.4185 loss_commit=0.0021 loss=0.0699 fps=23.9327, 50.9s (d 0.01) 13.2h/39.6h +[09-29 13:13:02] Epoch 666 started. +[09-29 13:13:53] Epoch 666 training done. Time: 50.61s +[09-29 13:13:53] Epoch 666, train: fm_loss=0.0188 perceptual_loss=0.0991 rp_loss=0.0683 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9254 ssim=0.8389 loss_q=0.0021 index_usage_batch=0.6012 perplexity=7919.3662 loss_commit=0.0021 loss=0.0685 fps=24.0059, 50.6s (d 0.01) 13.2h/39.6h +[09-29 13:13:53] Epoch 667 started. +[09-29 13:14:43] Epoch 667 training done. Time: 50.40s +[09-29 13:14:43] Epoch 667, train: fm_loss=0.0191 perceptual_loss=0.0993 rp_loss=0.0687 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9283 ssim=0.8382 loss_q=0.0021 index_usage_batch=0.6010 perplexity=7919.3130 loss_commit=0.0021 loss=0.0689 fps=24.0574, 50.4s (d 0.01) 13.2h/39.6h +[09-29 13:14:43] Epoch 668 started. +[09-29 13:15:34] Epoch 668 training done. Time: 50.80s +[09-29 13:15:34] Epoch 668, train: fm_loss=0.0190 perceptual_loss=0.0975 rp_loss=0.0677 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0371 ssim=0.8427 loss_q=0.0021 index_usage_batch=0.6015 perplexity=7919.2612 loss_commit=0.0021 loss=0.0679 fps=23.9655, 50.8s (d 0.01) 13.2h/39.6h +[09-29 13:15:34] Epoch 669 started. +[09-29 13:16:25] Epoch 669 training done. Time: 50.95s +[09-29 13:16:25] Epoch 669, train: fm_loss=0.0196 perceptual_loss=0.0983 rp_loss=0.0688 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9493 ssim=0.8395 loss_q=0.0021 index_usage_batch=0.6012 perplexity=7919.2119 loss_commit=0.0021 loss=0.0690 fps=23.9432, 51.0s (d 0.01) 13.2h/39.5h +[09-29 13:16:25] Epoch 670 started. +[09-29 13:17:16] Epoch 670 training done. Time: 50.63s +[09-29 13:17:16] Epoch 670, train: fm_loss=0.0194 perceptual_loss=0.1000 rp_loss=0.0694 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9343 ssim=0.8374 loss_q=0.0021 index_usage_batch=0.6010 perplexity=7919.1445 loss_commit=0.0021 loss=0.0696 fps=24.0034, 50.6s (d 0.01) 13.2h/39.5h +[09-29 13:17:16] Epoch 671 started. +[09-29 13:18:06] Epoch 671 training done. Time: 50.46s +[09-29 13:18:06] Epoch 671, train: fm_loss=0.0185 perceptual_loss=0.0985 rp_loss=0.0678 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.8749 ssim=0.8397 loss_q=0.0021 index_usage_batch=0.6011 perplexity=7919.1006 loss_commit=0.0021 loss=0.0680 fps=24.0389, 50.5s (d 0.01) 13.3h/39.5h +[09-29 13:18:06] Epoch 672 started. +[09-29 13:18:57] Epoch 672 training done. Time: 50.93s +[09-29 13:18:57] Epoch 672, train: fm_loss=0.0190 perceptual_loss=0.0986 rp_loss=0.0683 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9588 ssim=0.8395 loss_q=0.0021 index_usage_batch=0.6014 perplexity=7919.0474 loss_commit=0.0021 loss=0.0685 fps=23.9360, 50.9s (d 0.01) 13.3h/39.5h +[09-29 13:18:57] Epoch 673 started. +[09-29 13:19:48] Epoch 673 training done. Time: 50.86s +[09-29 13:19:48] Epoch 673, train: fm_loss=0.0197 perceptual_loss=0.0985 rp_loss=0.0690 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9536 ssim=0.8383 loss_q=0.0021 index_usage_batch=0.6012 perplexity=7918.9956 loss_commit=0.0021 loss=0.0692 fps=23.9763, 50.9s (d 0.01) 13.3h/39.5h +[09-29 13:19:48] Epoch 674 started. +[09-29 13:20:38] Epoch 674 training done. Time: 50.40s +[09-29 13:20:38] Epoch 674, train: fm_loss=0.0190 perceptual_loss=0.0982 rp_loss=0.0681 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9189 ssim=0.8405 loss_q=0.0021 index_usage_batch=0.6015 perplexity=7918.9531 loss_commit=0.0021 loss=0.0683 fps=24.0753, 50.4s (d 0.01) 13.3h/39.5h +[09-29 13:20:38] Epoch 675 started. +[09-29 13:21:29] Epoch 675 training done. Time: 50.82s +[09-29 13:24:24] Calculating FVD with running real stats +[09-29 13:25:43] Converting video data to uint8 +[09-29 13:26:52] Converting video data to uint8 +[09-29 13:26:53] Preparing to save rng states... +[09-29 13:26:53] Saving checkpoint... +[09-29 13:27:01] Epoch 675, train: fm_loss=0.0197 perceptual_loss=0.0983 rp_loss=0.0688 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9587 ssim=0.8387 loss_q=0.0021 index_usage_batch=0.6016 perplexity=7918.8950 loss_commit=0.0021 loss=0.0690 fps=24.0168, + eval: ucf101_val_psnr=23.4872 ucf101_val_ssim=0.7344 ucf101_val_fps=2.7174 ucf101_val_fvd=175.3516, +Latest checkpoint saved. Time: 8.45s +, 6.4m (d 0.01) 13.4h/39.7h +[09-29 13:27:01] Epoch 676 started. +[09-29 13:27:51] Epoch 676 training done. Time: 50.14s +[09-29 13:27:51] Epoch 676, train: fm_loss=0.0191 perceptual_loss=0.0972 rp_loss=0.0678 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9707 ssim=0.8422 loss_q=0.0021 index_usage_batch=0.6014 perplexity=7918.8193 loss_commit=0.0021 loss=0.0680 fps=23.9876, 50.1s (d 0.01) 13.4h/39.7h +[09-29 13:27:51] Epoch 677 started. +[09-29 13:28:42] Epoch 677 training done. Time: 50.59s +[09-29 13:28:42] Epoch 677, train: fm_loss=0.0188 perceptual_loss=0.0981 rp_loss=0.0678 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0018 ssim=0.8411 loss_q=0.0021 index_usage_batch=0.6015 perplexity=7918.7808 loss_commit=0.0021 loss=0.0680 fps=23.9855, 50.6s (d 0.01) 13.4h/39.7h +[09-29 13:28:42] Epoch 678 started. +[09-29 13:29:33] Epoch 678 training done. Time: 51.45s +[09-29 13:29:33] Epoch 678, train: fm_loss=0.0203 perceptual_loss=0.0977 rp_loss=0.0692 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0443 ssim=0.8414 loss_q=0.0021 index_usage_batch=0.6016 perplexity=7918.7310 loss_commit=0.0021 loss=0.0694 fps=23.8352, 51.4s (d 0.01) 13.4h/39.7h +[09-29 13:29:33] Epoch 679 started. +[09-29 13:30:24] Epoch 679 training done. Time: 50.14s +[09-29 13:30:24] Epoch 679, train: fm_loss=0.0191 perceptual_loss=0.0976 rp_loss=0.0679 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9420 ssim=0.8400 loss_q=0.0021 index_usage_batch=0.6014 perplexity=7918.6924 loss_commit=0.0021 loss=0.0681 fps=24.0788, 50.1s (d 0.01) 13.5h/39.7h +[09-29 13:30:24] Epoch 680 started. +[09-29 13:31:15] Epoch 680 training done. Time: 51.10s +[09-29 13:31:15] Epoch 680, train: fm_loss=0.0187 perceptual_loss=0.0981 rp_loss=0.0677 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9051 ssim=0.8405 loss_q=0.0021 index_usage_batch=0.6014 perplexity=7918.6484 loss_commit=0.0021 loss=0.0679 fps=23.9294, 51.1s (d 0.01) 13.5h/39.6h +[09-29 13:31:15] Epoch 681 started. +[09-29 13:32:05] Epoch 681 training done. Time: 50.80s +[09-29 13:32:05] Epoch 681, train: fm_loss=0.0186 perceptual_loss=0.0981 rp_loss=0.0677 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9177 ssim=0.8407 loss_q=0.0021 index_usage_batch=0.6013 perplexity=7918.5854 loss_commit=0.0021 loss=0.0679 fps=23.9692, 50.8s (d 0.01) 13.5h/39.6h +[09-29 13:32:05] Epoch 682 started. +[09-29 13:32:56] Epoch 682 training done. Time: 50.55s +[09-29 13:32:56] Epoch 682, train: fm_loss=0.0185 perceptual_loss=0.0980 rp_loss=0.0675 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9568 ssim=0.8398 loss_q=0.0021 index_usage_batch=0.6016 perplexity=7918.5386 loss_commit=0.0021 loss=0.0677 fps=24.0165, 50.6s (d 0.01) 13.5h/39.6h +[09-29 13:32:56] Epoch 683 started. +[09-29 13:33:46] Epoch 683 training done. Time: 50.45s +[09-29 13:33:46] Epoch 683, train: fm_loss=0.0202 perceptual_loss=0.0969 rp_loss=0.0686 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9844 ssim=0.8419 loss_q=0.0021 index_usage_batch=0.6018 perplexity=7918.4849 loss_commit=0.0021 loss=0.0688 fps=24.0392, 50.5s (d 0.01) 13.5h/39.6h +[09-29 13:33:46] Epoch 684 started. +[09-29 13:34:37] Epoch 684 training done. Time: 50.95s +[09-29 13:34:37] Epoch 684, train: fm_loss=0.0188 perceptual_loss=0.0977 rp_loss=0.0677 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9586 ssim=0.8425 loss_q=0.0021 index_usage_batch=0.6017 perplexity=7918.4238 loss_commit=0.0021 loss=0.0679 fps=23.9479, 51.0s (d 0.01) 13.5h/39.6h +[09-29 13:34:37] Epoch 685 started. +[09-29 13:35:28] Epoch 685 training done. Time: 50.36s +[09-29 13:35:28] Epoch 685, train: fm_loss=0.0188 perceptual_loss=0.0973 rp_loss=0.0674 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9694 ssim=0.8413 loss_q=0.0021 index_usage_batch=0.6015 perplexity=7918.3994 loss_commit=0.0021 loss=0.0677 fps=24.0660, 50.4s (d 0.01) 13.5h/39.6h +[09-29 13:35:28] Epoch 686 started. +[09-29 13:36:19] Epoch 686 training done. Time: 50.88s +[09-29 13:36:19] Epoch 686, train: fm_loss=0.0200 perceptual_loss=0.0986 rp_loss=0.0694 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9972 ssim=0.8375 loss_q=0.0021 index_usage_batch=0.6017 perplexity=7918.3569 loss_commit=0.0021 loss=0.0696 fps=23.9765, 50.9s (d 0.01) 13.6h/39.5h +[09-29 13:36:19] Epoch 687 started. +[09-29 13:37:10] Epoch 687 training done. Time: 50.82s +[09-29 13:37:10] Epoch 687, train: fm_loss=0.0198 perceptual_loss=0.0971 rp_loss=0.0684 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0577 ssim=0.8420 loss_q=0.0021 index_usage_batch=0.6014 perplexity=7918.2949 loss_commit=0.0021 loss=0.0686 fps=23.9968, 50.8s (d 0.01) 13.6h/39.5h +[09-29 13:37:10] Epoch 688 started. +[09-29 13:38:00] Epoch 688 training done. Time: 50.05s +[09-29 13:38:00] Epoch 688, train: fm_loss=0.0182 perceptual_loss=0.0975 rp_loss=0.0670 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9091 ssim=0.8408 loss_q=0.0021 index_usage_batch=0.6016 perplexity=7918.2422 loss_commit=0.0021 loss=0.0672 fps=24.1254, 50.0s (d 0.01) 13.6h/39.5h +[09-29 13:38:00] Epoch 689 started. +[09-29 13:38:51] Epoch 689 training done. Time: 51.24s +[09-29 13:38:51] Epoch 689, train: fm_loss=0.0201 perceptual_loss=0.0970 rp_loss=0.0686 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0406 ssim=0.8418 loss_q=0.0021 index_usage_batch=0.6015 perplexity=7918.2065 loss_commit=0.0021 loss=0.0688 fps=23.8898, 51.2s (d 0.01) 13.6h/39.5h +[09-29 13:38:51] Epoch 690 started. +[09-29 13:39:41] Epoch 690 training done. Time: 50.02s +[09-29 13:39:41] Epoch 690, train: fm_loss=0.0187 perceptual_loss=0.0978 rp_loss=0.0676 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0174 ssim=0.8407 loss_q=0.0021 index_usage_batch=0.6013 perplexity=7918.1660 loss_commit=0.0021 loss=0.0678 fps=24.1437, 50.0s (d 0.01) 13.6h/39.5h +[09-29 13:39:41] Epoch 691 started. +[09-29 13:40:31] Epoch 691 training done. Time: 50.52s +[09-29 13:40:31] Epoch 691, train: fm_loss=0.0205 perceptual_loss=0.0969 rp_loss=0.0689 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1214 ssim=0.8417 loss_q=0.0021 index_usage_batch=0.6018 perplexity=7918.1211 loss_commit=0.0021 loss=0.0692 fps=24.0184, 50.5s (d 0.01) 13.6h/39.5h +[09-29 13:40:31] Epoch 692 started. +[09-29 13:41:22] Epoch 692 training done. Time: 51.13s +[09-29 13:41:22] Epoch 692, train: fm_loss=0.0189 perceptual_loss=0.0973 rp_loss=0.0676 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9970 ssim=0.8426 loss_q=0.0021 index_usage_batch=0.6017 perplexity=7918.0664 loss_commit=0.0021 loss=0.0678 fps=23.9311, 51.1s (d 0.01) 13.6h/39.4h +[09-29 13:41:22] Epoch 693 started. +[09-29 13:42:13] Epoch 693 training done. Time: 50.44s +[09-29 13:42:13] Epoch 693, train: fm_loss=0.0193 perceptual_loss=0.0967 rp_loss=0.0676 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1009 ssim=0.8426 loss_q=0.0021 index_usage_batch=0.6015 perplexity=7918.0190 loss_commit=0.0021 loss=0.0678 fps=24.0803, 50.4s (d 0.01) 13.7h/39.4h +[09-29 13:42:13] Epoch 694 started. +[09-29 13:43:04] Epoch 694 training done. Time: 51.16s +[09-29 13:43:04] Epoch 694, train: fm_loss=0.0198 perceptual_loss=0.0967 rp_loss=0.0682 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0640 ssim=0.8426 loss_q=0.0021 index_usage_batch=0.6020 perplexity=7917.9932 loss_commit=0.0021 loss=0.0684 fps=23.8992, 51.2s (d 0.01) 13.7h/39.4h +[09-29 13:43:04] Epoch 695 started. +[09-29 13:43:54] Epoch 695 training done. Time: 49.97s +[09-29 13:43:54] Epoch 695, train: fm_loss=0.0201 perceptual_loss=0.0966 rp_loss=0.0684 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0692 ssim=0.8423 loss_q=0.0021 index_usage_batch=0.6019 perplexity=7917.9517 loss_commit=0.0021 loss=0.0686 fps=24.1544, 50.0s (d 0.01) 13.7h/39.4h +[09-29 13:43:54] Epoch 696 started. +[09-29 13:44:44] Epoch 696 training done. Time: 50.43s +[09-29 13:44:44] Epoch 696, train: fm_loss=0.0184 perceptual_loss=0.0972 rp_loss=0.0670 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0135 ssim=0.8413 loss_q=0.0021 index_usage_batch=0.6019 perplexity=7917.9180 loss_commit=0.0021 loss=0.0672 fps=24.0798, 50.4s (d 0.01) 13.7h/39.4h +[09-29 13:44:44] Epoch 697 started. +[09-29 13:45:35] Epoch 697 training done. Time: 50.87s +[09-29 13:45:35] Epoch 697, train: fm_loss=0.0191 perceptual_loss=0.0982 rp_loss=0.0682 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9815 ssim=0.8406 loss_q=0.0021 index_usage_batch=0.6019 perplexity=7917.8779 loss_commit=0.0021 loss=0.0684 fps=23.9330, 50.9s (d 0.01) 13.7h/39.4h +[09-29 13:45:35] Epoch 698 started. +[09-29 13:46:26] Epoch 698 training done. Time: 50.49s +[09-29 13:46:26] Epoch 698, train: fm_loss=0.0187 perceptual_loss=0.0959 rp_loss=0.0666 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0655 ssim=0.8461 loss_q=0.0021 index_usage_batch=0.6018 perplexity=7917.8403 loss_commit=0.0021 loss=0.0668 fps=24.0318, 50.5s (d 0.01) 13.7h/39.3h +[09-29 13:46:26] Epoch 699 started. +[09-29 13:47:17] Epoch 699 training done. Time: 50.86s +[09-29 13:47:17] Epoch 699, train: fm_loss=0.0186 perceptual_loss=0.0976 rp_loss=0.0675 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9874 ssim=0.8415 loss_q=0.0021 index_usage_batch=0.6019 perplexity=7917.8013 loss_commit=0.0021 loss=0.0677 fps=23.9482, 50.9s (d 0.01) 13.7h/39.3h +[09-29 13:47:17] Epoch 700 started. +[09-29 13:48:08] Epoch 700 training done. Time: 50.96s +[09-29 13:51:02] Calculating FVD with running real stats +[09-29 13:52:24] Converting video data to uint8 +[09-29 13:53:31] Converting video data to uint8 +[09-29 13:53:32] Preparing to save rng states... +[09-29 13:53:32] Saving checkpoint... +[09-29 13:54:05] New best checkpoint saved: best_fvd_155.76.pth +[09-29 13:54:05] Epoch 700, train: fm_loss=0.0190 perceptual_loss=0.0974 rp_loss=0.0677 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0095 ssim=0.8409 loss_q=0.0021 index_usage_batch=0.6021 perplexity=7917.7773 loss_commit=0.0021 loss=0.0679 fps=23.9153, + eval: ucf101_val_psnr=23.6350 ucf101_val_ssim=0.7371 ucf101_val_fps=2.7164 ucf101_val_fvd=155.7564, +Latest checkpoint saved. Time: 33.53s +, 6.8m (d 0.01) 13.9h/39.6h +[09-29 13:54:05] Epoch 701 started. +[09-29 13:54:55] Epoch 701 training done. Time: 50.03s +[09-29 13:54:55] Epoch 701, train: fm_loss=0.0192 perceptual_loss=0.0964 rp_loss=0.0674 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0633 ssim=0.8428 loss_q=0.0021 index_usage_batch=0.6017 perplexity=7917.7168 loss_commit=0.0021 loss=0.0677 fps=24.0172, 50.0s (d 0.01) 13.9h/39.6h +[09-29 13:54:55] Epoch 702 started. +[09-29 13:55:45] Epoch 702 training done. Time: 50.01s +[09-29 13:55:45] Epoch 702, train: fm_loss=0.0194 perceptual_loss=0.0972 rp_loss=0.0680 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0845 ssim=0.8430 loss_q=0.0021 index_usage_batch=0.6019 perplexity=7917.6636 loss_commit=0.0021 loss=0.0682 fps=24.1463, 50.0s (d 0.01) 13.9h/39.6h +[09-29 13:55:45] Epoch 703 started. +[09-29 13:56:37] Epoch 703 training done. Time: 51.26s +[09-29 13:56:37] Epoch 703, train: fm_loss=0.0191 perceptual_loss=0.0964 rp_loss=0.0674 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0187 ssim=0.8426 loss_q=0.0021 index_usage_batch=0.6020 perplexity=7917.6182 loss_commit=0.0021 loss=0.0676 fps=23.8755, 51.3s (d 0.01) 13.9h/39.5h +[09-29 13:56:37] Epoch 704 started. +[09-29 13:57:28] Epoch 704 training done. Time: 50.92s +[09-29 13:57:28] Epoch 704, train: fm_loss=0.0190 perceptual_loss=0.0964 rp_loss=0.0672 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0929 ssim=0.8430 loss_q=0.0021 index_usage_batch=0.6019 perplexity=7917.5786 loss_commit=0.0021 loss=0.0674 fps=23.9622, 50.9s (d 0.01) 13.9h/39.5h +[09-29 13:57:28] Epoch 705 started. +[09-29 13:58:18] Epoch 705 training done. Time: 50.06s +[09-29 13:58:18] Epoch 705, train: fm_loss=0.0194 perceptual_loss=0.0968 rp_loss=0.0678 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0414 ssim=0.8423 loss_q=0.0021 index_usage_batch=0.6020 perplexity=7917.5474 loss_commit=0.0021 loss=0.0680 fps=24.1105, 50.1s (d 0.01) 13.9h/39.5h +[09-29 13:58:18] Epoch 706 started. +[09-29 13:59:09] Epoch 706 training done. Time: 50.95s +[09-29 13:59:09] Epoch 706, train: fm_loss=0.0184 perceptual_loss=0.0960 rp_loss=0.0664 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0543 ssim=0.8448 loss_q=0.0021 index_usage_batch=0.6019 perplexity=7917.5151 loss_commit=0.0021 loss=0.0666 fps=23.9546, 50.9s (d 0.01) 13.9h/39.5h +[09-29 13:59:09] Epoch 707 started. +[09-29 13:59:59] Epoch 707 training done. Time: 50.45s +[09-29 13:59:59] Epoch 707, train: fm_loss=0.0185 perceptual_loss=0.0958 rp_loss=0.0664 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0428 ssim=0.8441 loss_q=0.0021 index_usage_batch=0.6021 perplexity=7917.4692 loss_commit=0.0021 loss=0.0666 fps=24.0614, 50.5s (d 0.01) 14.0h/39.5h +[09-29 13:59:59] Epoch 708 started. +[09-29 14:00:50] Epoch 708 training done. Time: 50.81s +[09-29 14:00:50] Epoch 708, train: fm_loss=0.0187 perceptual_loss=0.0965 rp_loss=0.0669 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0019 ssim=0.8427 loss_q=0.0021 index_usage_batch=0.6018 perplexity=7917.4292 loss_commit=0.0021 loss=0.0671 fps=23.9763, 50.8s (d 0.01) 14.0h/39.5h +[09-29 14:00:50] Epoch 709 started. +[09-29 14:01:41] Epoch 709 training done. Time: 51.19s +[09-29 14:01:41] Epoch 709, train: fm_loss=0.0186 perceptual_loss=0.0975 rp_loss=0.0674 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0271 ssim=0.8427 loss_q=0.0021 index_usage_batch=0.6021 perplexity=7917.3984 loss_commit=0.0021 loss=0.0676 fps=23.9288, 51.2s (d 0.01) 14.0h/39.4h +[09-29 14:01:41] Epoch 710 started. +[09-29 14:02:32] Epoch 710 training done. Time: 50.52s +[09-29 14:02:32] Epoch 710, train: fm_loss=0.0195 perceptual_loss=0.0963 rp_loss=0.0676 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0162 ssim=0.8422 loss_q=0.0021 index_usage_batch=0.6019 perplexity=7917.3638 loss_commit=0.0021 loss=0.0678 fps=24.0818, 50.5s (d 0.01) 14.0h/39.4h +[09-29 14:02:32] Epoch 711 started. +[09-29 14:03:22] Epoch 711 training done. Time: 50.31s +[09-29 14:03:22] Epoch 711, train: fm_loss=0.0198 perceptual_loss=0.0957 rp_loss=0.0677 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1325 ssim=0.8440 loss_q=0.0021 index_usage_batch=0.6020 perplexity=7917.3350 loss_commit=0.0021 loss=0.0679 fps=24.1175, 50.3s (d 0.01) 14.0h/39.4h +[09-29 14:03:22] Epoch 712 started. +[09-29 14:04:12] Epoch 712 training done. Time: 50.55s +[09-29 14:04:12] Epoch 712, train: fm_loss=0.0190 perceptual_loss=0.0965 rp_loss=0.0672 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9928 ssim=0.8435 loss_q=0.0021 index_usage_batch=0.6023 perplexity=7917.3013 loss_commit=0.0021 loss=0.0674 fps=24.0580, 50.6s (d 0.01) 14.0h/39.4h +[09-29 14:04:12] Epoch 713 started. +[09-29 14:05:03] Epoch 713 training done. Time: 50.37s +[09-29 14:05:03] Epoch 713, train: fm_loss=0.0187 perceptual_loss=0.0959 rp_loss=0.0666 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0885 ssim=0.8438 loss_q=0.0021 index_usage_batch=0.6023 perplexity=7917.2642 loss_commit=0.0021 loss=0.0668 fps=24.1007, 50.4s (d 0.01) 14.0h/39.4h +[09-29 14:05:03] Epoch 714 started. +[09-29 14:05:54] Epoch 714 training done. Time: 51.15s +[09-29 14:05:54] Epoch 714, train: fm_loss=0.0186 perceptual_loss=0.0963 rp_loss=0.0668 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0602 ssim=0.8437 loss_q=0.0021 index_usage_batch=0.6025 perplexity=7917.2114 loss_commit=0.0021 loss=0.0670 fps=23.8949, 51.2s (d 0.01) 14.1h/39.4h +[09-29 14:05:54] Epoch 715 started. +[09-29 14:06:45] Epoch 715 training done. Time: 50.91s +[09-29 14:06:45] Epoch 715, train: fm_loss=0.0185 perceptual_loss=0.0959 rp_loss=0.0664 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0458 ssim=0.8443 loss_q=0.0021 index_usage_batch=0.6024 perplexity=7917.1802 loss_commit=0.0021 loss=0.0666 fps=23.9589, 50.9s (d 0.01) 14.1h/39.4h +[09-29 14:06:45] Epoch 716 started. +[09-29 14:07:35] Epoch 716 training done. Time: 49.85s +[09-29 14:07:35] Epoch 716, train: fm_loss=0.0185 perceptual_loss=0.0958 rp_loss=0.0664 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0746 ssim=0.8453 loss_q=0.0021 index_usage_batch=0.6025 perplexity=7917.1636 loss_commit=0.0021 loss=0.0666 fps=24.2264, 49.9s (d 0.01) 14.1h/39.3h +[09-29 14:07:35] Epoch 717 started. +[09-29 14:08:25] Epoch 717 training done. Time: 50.37s +[09-29 14:08:25] Epoch 717, train: fm_loss=0.0186 perceptual_loss=0.0961 rp_loss=0.0667 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0757 ssim=0.8437 loss_q=0.0021 index_usage_batch=0.6026 perplexity=7917.1338 loss_commit=0.0021 loss=0.0669 fps=24.0807, 50.4s (d 0.01) 14.1h/39.3h +[09-29 14:08:25] Epoch 718 started. +[09-29 14:09:15] Epoch 718 training done. Time: 50.40s +[09-29 14:09:15] Epoch 718, train: fm_loss=0.0186 perceptual_loss=0.0957 rp_loss=0.0665 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0542 ssim=0.8436 loss_q=0.0021 index_usage_batch=0.6021 perplexity=7917.1050 loss_commit=0.0021 loss=0.0667 fps=24.0964, 50.4s (d 0.01) 14.1h/39.3h +[09-29 14:09:15] Epoch 719 started. +[09-29 14:10:07] Epoch 719 training done. Time: 51.46s +[09-29 14:10:07] Epoch 719, train: fm_loss=0.0190 perceptual_loss=0.0951 rp_loss=0.0665 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0989 ssim=0.8461 loss_q=0.0021 index_usage_batch=0.6022 perplexity=7917.0747 loss_commit=0.0021 loss=0.0667 fps=23.8562, 51.5s (d 0.01) 14.1h/39.3h +[09-29 14:10:07] Epoch 720 started. +[09-29 14:10:57] Epoch 720 training done. Time: 50.35s +[09-29 14:10:57] Epoch 720, train: fm_loss=0.0195 perceptual_loss=0.0949 rp_loss=0.0669 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1456 ssim=0.8468 loss_q=0.0021 index_usage_batch=0.6022 perplexity=7917.0386 loss_commit=0.0021 loss=0.0671 fps=24.1120, 50.3s (d 0.01) 14.1h/39.3h +[09-29 14:10:57] Epoch 721 started. +[09-29 14:11:48] Epoch 721 training done. Time: 50.36s +[09-29 14:11:48] Epoch 721, train: fm_loss=0.0178 perceptual_loss=0.0972 rp_loss=0.0664 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=28.9944 ssim=0.8422 loss_q=0.0021 index_usage_batch=0.6023 perplexity=7917.0122 loss_commit=0.0021 loss=0.0666 fps=24.1077, 50.4s (d 0.01) 14.2h/39.3h +[09-29 14:11:48] Epoch 722 started. +[09-29 14:12:38] Epoch 722 training done. Time: 50.23s +[09-29 14:12:38] Epoch 722, train: fm_loss=0.0183 perceptual_loss=0.0956 rp_loss=0.0661 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0829 ssim=0.8453 loss_q=0.0021 index_usage_batch=0.6023 perplexity=7916.9800 loss_commit=0.0021 loss=0.0663 fps=24.1300, 50.2s (d 0.01) 14.2h/39.2h +[09-29 14:12:38] Epoch 723 started. +[09-29 14:13:28] Epoch 723 training done. Time: 50.55s +[09-29 14:13:28] Epoch 723, train: fm_loss=0.0192 perceptual_loss=0.0956 rp_loss=0.0670 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1169 ssim=0.8448 loss_q=0.0021 index_usage_batch=0.6023 perplexity=7916.9370 loss_commit=0.0021 loss=0.0672 fps=24.0581, 50.5s (d 0.01) 14.2h/39.2h +[09-29 14:13:28] Epoch 724 started. +[09-29 14:14:20] Epoch 724 training done. Time: 51.13s +[09-29 14:14:20] Epoch 724, train: fm_loss=0.0181 perceptual_loss=0.0969 rp_loss=0.0665 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0311 ssim=0.8413 loss_q=0.0021 index_usage_batch=0.6027 perplexity=7916.9067 loss_commit=0.0021 loss=0.0668 fps=23.9330, 51.1s (d 0.01) 14.2h/39.2h +[09-29 14:14:20] Epoch 725 started. +[09-29 14:15:10] Epoch 725 training done. Time: 50.93s +[09-29 14:18:04] Calculating FVD with running real stats +[09-29 14:19:25] Converting video data to uint8 +[09-29 14:20:33] Converting video data to uint8 +[09-29 14:20:34] Preparing to save rng states... +[09-29 14:20:34] Saving checkpoint... +[09-29 14:21:05] New best checkpoint saved: best_fvd_149.22.pth +[09-29 14:21:05] Epoch 725, train: fm_loss=0.0187 perceptual_loss=0.0957 rp_loss=0.0665 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0633 ssim=0.8444 loss_q=0.0021 index_usage_batch=0.6025 perplexity=7916.8799 loss_commit=0.0021 loss=0.0667 fps=23.9948, + eval: ucf101_val_psnr=23.8084 ucf101_val_ssim=0.7545 ucf101_val_fps=2.7236 ucf101_val_fvd=149.2201, +Latest checkpoint saved. Time: 31.60s +, 6.8m (d 0.01) 14.3h/39.5h +[09-29 14:21:05] Epoch 726 started. +[09-29 14:21:55] Epoch 726 training done. Time: 50.07s +[09-29 14:21:55] Epoch 726, train: fm_loss=0.0192 perceptual_loss=0.0957 rp_loss=0.0670 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0890 ssim=0.8435 loss_q=0.0021 index_usage_batch=0.6021 perplexity=7916.8203 loss_commit=0.0021 loss=0.0672 fps=24.0380, 50.1s (d 0.01) 14.3h/39.5h +[09-29 14:21:55] Epoch 727 started. +[09-29 14:22:46] Epoch 727 training done. Time: 50.38s +[09-29 14:22:46] Epoch 727, train: fm_loss=0.0194 perceptual_loss=0.0953 rp_loss=0.0670 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1688 ssim=0.8464 loss_q=0.0021 index_usage_batch=0.6027 perplexity=7916.8003 loss_commit=0.0021 loss=0.0672 fps=24.1061, 50.4s (d 0.01) 14.3h/39.4h +[09-29 14:22:46] Epoch 728 started. +[09-29 14:23:36] Epoch 728 training done. Time: 50.48s +[09-29 14:23:36] Epoch 728, train: fm_loss=0.0184 perceptual_loss=0.0946 rp_loss=0.0657 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1196 ssim=0.8469 loss_q=0.0021 index_usage_batch=0.6022 perplexity=7916.7744 loss_commit=0.0021 loss=0.0659 fps=24.0718, 50.5s (d 0.01) 14.3h/39.4h +[09-29 14:23:36] Epoch 729 started. +[09-29 14:24:26] Epoch 729 training done. Time: 49.97s +[09-29 14:24:26] Epoch 729, train: fm_loss=0.0182 perceptual_loss=0.0955 rp_loss=0.0660 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0344 ssim=0.8436 loss_q=0.0021 index_usage_batch=0.6024 perplexity=7916.7432 loss_commit=0.0021 loss=0.0662 fps=24.1581, 50.0s (d 0.01) 14.4h/39.4h +[09-29 14:24:26] Epoch 730 started. +[09-29 14:25:18] Epoch 730 training done. Time: 51.56s +[09-29 14:25:18] Epoch 730, train: fm_loss=0.0185 perceptual_loss=0.0954 rp_loss=0.0662 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0770 ssim=0.8453 loss_q=0.0021 index_usage_batch=0.6025 perplexity=7916.7261 loss_commit=0.0021 loss=0.0664 fps=23.8119, 51.6s (d 0.01) 14.4h/39.4h +[09-29 14:25:18] Epoch 731 started. +[09-29 14:26:09] Epoch 731 training done. Time: 50.86s +[09-29 14:26:09] Epoch 731, train: fm_loss=0.0195 perceptual_loss=0.0948 rp_loss=0.0669 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1472 ssim=0.8470 loss_q=0.0021 index_usage_batch=0.6029 perplexity=7916.7139 loss_commit=0.0021 loss=0.0671 fps=23.9452, 50.9s (d 0.01) 14.4h/39.4h +[09-29 14:26:09] Epoch 732 started. +[09-29 14:26:59] Epoch 732 training done. Time: 50.25s +[09-29 14:26:59] Epoch 732, train: fm_loss=0.0189 perceptual_loss=0.0962 rp_loss=0.0670 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0588 ssim=0.8425 loss_q=0.0021 index_usage_batch=0.6028 perplexity=7916.6934 loss_commit=0.0021 loss=0.0672 fps=24.1496, 50.2s (d 0.02) 14.4h/39.4h +[09-29 14:26:59] Epoch 733 started. +[09-29 14:27:49] Epoch 733 training done. Time: 50.39s +[09-29 14:27:49] Epoch 733, train: fm_loss=0.0184 perceptual_loss=0.0940 rp_loss=0.0654 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1547 ssim=0.8484 loss_q=0.0021 index_usage_batch=0.6024 perplexity=7916.6636 loss_commit=0.0021 loss=0.0656 fps=24.0553, 50.4s (d 0.01) 14.4h/39.3h +[09-29 14:27:49] Epoch 734 started. +[09-29 14:28:40] Epoch 734 training done. Time: 50.51s +[09-29 14:28:40] Epoch 734, train: fm_loss=0.0187 perceptual_loss=0.0958 rp_loss=0.0666 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1112 ssim=0.8449 loss_q=0.0021 index_usage_batch=0.6027 perplexity=7916.6406 loss_commit=0.0021 loss=0.0668 fps=24.0304, 50.5s (d 0.01) 14.4h/39.3h +[09-29 14:28:40] Epoch 735 started. +[09-29 14:29:31] Epoch 735 training done. Time: 51.19s +[09-29 14:29:31] Epoch 735, train: fm_loss=0.0182 perceptual_loss=0.0955 rp_loss=0.0659 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0324 ssim=0.8450 loss_q=0.0021 index_usage_batch=0.6025 perplexity=7916.6167 loss_commit=0.0021 loss=0.0661 fps=23.9176, 51.2s (d 0.01) 14.4h/39.3h +[09-29 14:29:31] Epoch 736 started. +[09-29 14:30:22] Epoch 736 training done. Time: 50.86s +[09-29 14:30:22] Epoch 736, train: fm_loss=0.0186 perceptual_loss=0.0953 rp_loss=0.0663 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1016 ssim=0.8459 loss_q=0.0021 index_usage_batch=0.6029 perplexity=7916.5967 loss_commit=0.0021 loss=0.0665 fps=23.9315, 50.9s (d 0.01) 14.5h/39.3h +[09-29 14:30:22] Epoch 737 started. +[09-29 14:31:13] Epoch 737 training done. Time: 50.62s +[09-29 14:31:13] Epoch 737, train: fm_loss=0.0183 perceptual_loss=0.0958 rp_loss=0.0662 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0547 ssim=0.8444 loss_q=0.0021 index_usage_batch=0.6027 perplexity=7916.5659 loss_commit=0.0021 loss=0.0664 fps=24.0271, 50.6s (d 0.01) 14.5h/39.3h +[09-29 14:31:13] Epoch 738 started. +[09-29 14:32:03] Epoch 738 training done. Time: 50.48s +[09-29 14:32:03] Epoch 738, train: fm_loss=0.0184 perceptual_loss=0.0944 rp_loss=0.0656 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1632 ssim=0.8467 loss_q=0.0021 index_usage_batch=0.6024 perplexity=7916.5312 loss_commit=0.0021 loss=0.0658 fps=24.0276, 50.5s (d 0.01) 14.5h/39.3h +[09-29 14:32:03] Epoch 739 started. +[09-29 14:32:53] Epoch 739 training done. Time: 50.45s +[09-29 14:32:53] Epoch 739, train: fm_loss=0.0186 perceptual_loss=0.0953 rp_loss=0.0662 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0759 ssim=0.8455 loss_q=0.0021 index_usage_batch=0.6027 perplexity=7916.5083 loss_commit=0.0021 loss=0.0664 fps=24.0578, 50.4s (d 0.01) 14.5h/39.3h +[09-29 14:32:53] Epoch 740 started. +[09-29 14:33:44] Epoch 740 training done. Time: 50.42s +[09-29 14:33:44] Epoch 740, train: fm_loss=0.0185 perceptual_loss=0.0947 rp_loss=0.0659 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1129 ssim=0.8461 loss_q=0.0021 index_usage_batch=0.6029 perplexity=7916.4839 loss_commit=0.0021 loss=0.0661 fps=24.0450, 50.4s (d 0.01) 14.5h/39.2h +[09-29 14:33:44] Epoch 741 started. +[09-29 14:34:35] Epoch 741 training done. Time: 51.49s +[09-29 14:34:35] Epoch 741, train: fm_loss=0.0179 perceptual_loss=0.0954 rp_loss=0.0655 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1234 ssim=0.8456 loss_q=0.0021 index_usage_batch=0.6029 perplexity=7916.4683 loss_commit=0.0021 loss=0.0658 fps=23.8497, 51.5s (d 0.01) 14.5h/39.2h +[09-29 14:34:35] Epoch 742 started. +[09-29 14:35:25] Epoch 742 training done. Time: 49.89s +[09-29 14:35:25] Epoch 742, train: fm_loss=0.0183 perceptual_loss=0.0950 rp_loss=0.0658 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1243 ssim=0.8464 loss_q=0.0021 index_usage_batch=0.6031 perplexity=7916.4375 loss_commit=0.0021 loss=0.0661 fps=24.1959, 49.9s (d 0.01) 14.5h/39.2h +[09-29 14:35:25] Epoch 743 started. +[09-29 14:36:16] Epoch 743 training done. Time: 50.45s +[09-29 14:36:16] Epoch 743, train: fm_loss=0.0194 perceptual_loss=0.0952 rp_loss=0.0670 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1441 ssim=0.8454 loss_q=0.0021 index_usage_batch=0.6030 perplexity=7916.4346 loss_commit=0.0021 loss=0.0672 fps=24.0528, 50.5s (d 0.01) 14.6h/39.2h +[09-29 14:36:16] Epoch 744 started. +[09-29 14:37:07] Epoch 744 training done. Time: 50.79s +[09-29 14:37:07] Epoch 744, train: fm_loss=0.0181 perceptual_loss=0.0958 rp_loss=0.0660 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0751 ssim=0.8461 loss_q=0.0021 index_usage_batch=0.6030 perplexity=7916.4189 loss_commit=0.0021 loss=0.0662 fps=24.0146, 50.8s (d 0.01) 14.6h/39.2h +[09-29 14:37:07] Epoch 745 started. +[09-29 14:37:56] Epoch 745 training done. Time: 49.97s +[09-29 14:37:56] Epoch 745, train: fm_loss=0.0186 perceptual_loss=0.0937 rp_loss=0.0654 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1418 ssim=0.8477 loss_q=0.0021 index_usage_batch=0.6031 perplexity=7916.4019 loss_commit=0.0021 loss=0.0657 fps=24.1715, 50.0s (d 0.01) 14.6h/39.2h +[09-29 14:37:56] Epoch 746 started. +[09-29 14:38:48] Epoch 746 training done. Time: 51.43s +[09-29 14:38:48] Epoch 746, train: fm_loss=0.0187 perceptual_loss=0.0949 rp_loss=0.0661 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1672 ssim=0.8464 loss_q=0.0021 index_usage_batch=0.6033 perplexity=7916.3667 loss_commit=0.0021 loss=0.0663 fps=23.8759, 51.4s (d 0.01) 14.6h/39.1h +[09-29 14:38:48] Epoch 747 started. +[09-29 14:39:38] Epoch 747 training done. Time: 50.38s +[09-29 14:39:38] Epoch 747, train: fm_loss=0.0185 perceptual_loss=0.0939 rp_loss=0.0654 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1657 ssim=0.8479 loss_q=0.0021 index_usage_batch=0.6032 perplexity=7916.3359 loss_commit=0.0021 loss=0.0656 fps=24.0810, 50.4s (d 0.01) 14.6h/39.1h +[09-29 14:39:38] Epoch 748 started. +[09-29 14:40:29] Epoch 748 training done. Time: 50.43s +[09-29 14:40:29] Epoch 748, train: fm_loss=0.0199 perceptual_loss=0.0948 rp_loss=0.0673 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1409 ssim=0.8448 loss_q=0.0021 index_usage_batch=0.6032 perplexity=7916.3179 loss_commit=0.0021 loss=0.0675 fps=24.0676, 50.4s (d 0.01) 14.6h/39.1h +[09-29 14:40:29] Epoch 749 started. +[09-29 14:41:19] Epoch 749 training done. Time: 50.29s +[09-29 14:41:19] Epoch 749, train: fm_loss=0.0184 perceptual_loss=0.0933 rp_loss=0.0651 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2166 ssim=0.8496 loss_q=0.0021 index_usage_batch=0.6033 perplexity=7916.3135 loss_commit=0.0021 loss=0.0653 fps=24.1007, 50.3s (d 0.01) 14.6h/39.1h +[09-29 14:41:19] Epoch 750 started. +[09-29 14:42:09] Epoch 750 training done. Time: 50.38s +[09-29 14:45:02] Calculating FVD with running real stats +[09-29 14:46:23] Converting video data to uint8 +[09-29 14:47:31] Converting video data to uint8 +[09-29 14:47:31] Preparing to save rng states... +[09-29 14:47:31] Saving checkpoint... +[09-29 14:48:03] New best checkpoint saved: best_fvd_131.11.pth +[09-29 14:48:03] Epoch 750, train: fm_loss=0.0183 perceptual_loss=0.0941 rp_loss=0.0654 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1262 ssim=0.8473 loss_q=0.0021 index_usage_batch=0.6035 perplexity=7916.3091 loss_commit=0.0021 loss=0.0656 fps=24.1191, + eval: ucf101_val_psnr=23.9720 ucf101_val_ssim=0.7505 ucf101_val_fps=2.7392 ucf101_val_fvd=131.1096, +Latest checkpoint saved. Time: 31.70s +, 6.7m (d 0.01) 14.8h/39.3h +[09-29 14:48:03] Epoch 751 started. +[09-29 14:48:54] Epoch 751 training done. Time: 50.90s +[09-29 14:48:54] Epoch 751, train: fm_loss=0.0196 perceptual_loss=0.0936 rp_loss=0.0664 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1712 ssim=0.8468 loss_q=0.0021 index_usage_batch=0.6035 perplexity=7916.2822 loss_commit=0.0021 loss=0.0666 fps=23.8453, 50.9s (d 0.01) 14.8h/39.3h +[09-29 14:48:54] Epoch 752 started. +[09-29 14:49:45] Epoch 752 training done. Time: 50.79s +[09-29 14:49:45] Epoch 752, train: fm_loss=0.0182 perceptual_loss=0.0956 rp_loss=0.0660 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1124 ssim=0.8445 loss_q=0.0021 index_usage_batch=0.6042 perplexity=7916.2817 loss_commit=0.0021 loss=0.0662 fps=24.0094, 50.8s (d 0.01) 14.8h/39.3h +[09-29 14:49:45] Epoch 753 started. +[09-29 14:50:35] Epoch 753 training done. Time: 50.29s +[09-29 14:50:35] Epoch 753, train: fm_loss=0.0188 perceptual_loss=0.0945 rp_loss=0.0660 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1247 ssim=0.8470 loss_q=0.0021 index_usage_batch=0.6040 perplexity=7916.3013 loss_commit=0.0021 loss=0.0662 fps=24.1240, 50.3s (d 0.01) 14.8h/39.3h +[09-29 14:50:35] Epoch 754 started. +[09-29 14:51:25] Epoch 754 training done. Time: 50.20s +[09-29 14:51:25] Epoch 754, train: fm_loss=0.0186 perceptual_loss=0.0944 rp_loss=0.0658 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1654 ssim=0.8476 loss_q=0.0021 index_usage_batch=0.6044 perplexity=7916.3174 loss_commit=0.0021 loss=0.0660 fps=24.1243, 50.2s (d 0.01) 14.8h/39.3h +[09-29 14:51:25] Epoch 755 started. +[09-29 14:52:16] Epoch 755 training done. Time: 50.31s +[09-29 14:52:16] Epoch 755, train: fm_loss=0.0187 perceptual_loss=0.0946 rp_loss=0.0660 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1955 ssim=0.8471 loss_q=0.0021 index_usage_batch=0.6051 perplexity=7916.3364 loss_commit=0.0021 loss=0.0662 fps=24.1139, 50.3s (d 0.01) 14.8h/39.3h +[09-29 14:52:16] Epoch 756 started. +[09-29 14:53:06] Epoch 756 training done. Time: 50.54s +[09-29 14:53:06] Epoch 756, train: fm_loss=0.0181 perceptual_loss=0.0947 rp_loss=0.0655 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0993 ssim=0.8465 loss_q=0.0021 index_usage_batch=0.6051 perplexity=7916.3677 loss_commit=0.0021 loss=0.0657 fps=24.0811, 50.5s (d 0.01) 14.8h/39.3h +[09-29 14:53:06] Epoch 757 started. +[09-29 14:53:57] Epoch 757 training done. Time: 50.80s +[09-29 14:53:57] Epoch 757, train: fm_loss=0.0186 perceptual_loss=0.0949 rp_loss=0.0661 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1465 ssim=0.8460 loss_q=0.0021 index_usage_batch=0.6051 perplexity=7916.4175 loss_commit=0.0021 loss=0.0663 fps=24.0233, 50.8s (d 0.01) 14.9h/39.2h +[09-29 14:53:57] Epoch 758 started. +[09-29 14:54:48] Epoch 758 training done. Time: 50.71s +[09-29 14:54:48] Epoch 758, train: fm_loss=0.0196 perceptual_loss=0.0938 rp_loss=0.0665 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2359 ssim=0.8491 loss_q=0.0022 index_usage_batch=0.6052 perplexity=7916.4565 loss_commit=0.0022 loss=0.0667 fps=24.0435, 50.7s (d 0.01) 14.9h/39.2h +[09-29 14:54:48] Epoch 759 started. +[09-29 14:55:38] Epoch 759 training done. Time: 50.31s +[09-29 14:55:38] Epoch 759, train: fm_loss=0.0176 perceptual_loss=0.0947 rp_loss=0.0650 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.0783 ssim=0.8457 loss_q=0.0022 index_usage_batch=0.6056 perplexity=7916.5024 loss_commit=0.0022 loss=0.0652 fps=24.0933, 50.3s (d 0.01) 14.9h/39.2h +[09-29 14:55:38] Epoch 760 started. +[09-29 14:56:28] Epoch 760 training done. Time: 50.34s +[09-29 14:56:28] Epoch 760, train: fm_loss=0.0193 perceptual_loss=0.0927 rp_loss=0.0657 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2612 ssim=0.8495 loss_q=0.0022 index_usage_batch=0.6055 perplexity=7916.5439 loss_commit=0.0022 loss=0.0659 fps=24.0888, 50.3s (d 0.01) 14.9h/39.2h +[09-29 14:56:28] Epoch 761 started. +[09-29 14:57:18] Epoch 761 training done. Time: 49.84s +[09-29 14:57:18] Epoch 761, train: fm_loss=0.0185 perceptual_loss=0.0942 rp_loss=0.0656 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1729 ssim=0.8484 loss_q=0.0022 index_usage_batch=0.6058 perplexity=7916.6016 loss_commit=0.0022 loss=0.0658 fps=24.2404, 49.8s (d 0.01) 14.9h/39.2h +[09-29 14:57:18] Epoch 762 started. +[09-29 14:58:10] Epoch 762 training done. Time: 51.52s +[09-29 14:58:10] Epoch 762, train: fm_loss=0.0179 perceptual_loss=0.0942 rp_loss=0.0650 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1192 ssim=0.8477 loss_q=0.0022 index_usage_batch=0.6057 perplexity=7916.6670 loss_commit=0.0022 loss=0.0652 fps=23.8604, 51.5s (d 0.01) 14.9h/39.2h +[09-29 14:58:10] Epoch 763 started. +[09-29 14:59:00] Epoch 763 training done. Time: 50.45s +[09-29 14:59:00] Epoch 763, train: fm_loss=0.0185 perceptual_loss=0.0935 rp_loss=0.0652 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1688 ssim=0.8492 loss_q=0.0022 index_usage_batch=0.6055 perplexity=7916.7280 loss_commit=0.0022 loss=0.0654 fps=24.0616, 50.4s (d 0.01) 14.9h/39.2h +[09-29 14:59:00] Epoch 764 started. +[09-29 14:59:50] Epoch 764 training done. Time: 50.33s +[09-29 14:59:50] Epoch 764, train: fm_loss=0.0177 perceptual_loss=0.0936 rp_loss=0.0645 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1384 ssim=0.8480 loss_q=0.0022 index_usage_batch=0.6055 perplexity=7916.7866 loss_commit=0.0022 loss=0.0648 fps=24.1004, 50.3s (d 0.01) 15.0h/39.1h +[09-29 14:59:50] Epoch 765 started. +[09-29 15:00:41] Epoch 765 training done. Time: 50.69s +[09-29 15:00:41] Epoch 765, train: fm_loss=0.0187 perceptual_loss=0.0941 rp_loss=0.0658 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1632 ssim=0.8469 loss_q=0.0022 index_usage_batch=0.6058 perplexity=7916.8315 loss_commit=0.0022 loss=0.0660 fps=24.0262, 50.7s (d 0.01) 15.0h/39.1h +[09-29 15:00:41] Epoch 766 started. +[09-29 15:01:31] Epoch 766 training done. Time: 49.93s +[09-29 15:01:31] Epoch 766, train: fm_loss=0.0192 perceptual_loss=0.0929 rp_loss=0.0657 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3027 ssim=0.8502 loss_q=0.0022 index_usage_batch=0.6055 perplexity=7916.8774 loss_commit=0.0022 loss=0.0659 fps=24.1924, 49.9s (d 0.01) 15.0h/39.1h +[09-29 15:01:31] Epoch 767 started. +[09-29 15:02:22] Epoch 767 training done. Time: 50.66s +[09-29 15:02:22] Epoch 767, train: fm_loss=0.0185 perceptual_loss=0.0925 rp_loss=0.0648 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2242 ssim=0.8498 loss_q=0.0022 index_usage_batch=0.6061 perplexity=7916.9424 loss_commit=0.0022 loss=0.0650 fps=24.0285, 50.7s (d 0.01) 15.0h/39.1h +[09-29 15:02:22] Epoch 768 started. +[09-29 15:03:13] Epoch 768 training done. Time: 51.21s +[09-29 15:03:13] Epoch 768, train: fm_loss=0.0183 perceptual_loss=0.0939 rp_loss=0.0652 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2033 ssim=0.8481 loss_q=0.0022 index_usage_batch=0.6059 perplexity=7916.9990 loss_commit=0.0022 loss=0.0654 fps=23.9120, 51.2s (d 0.01) 15.0h/39.1h +[09-29 15:03:13] Epoch 769 started. +[09-29 15:04:03] Epoch 769 training done. Time: 50.38s +[09-29 15:04:03] Epoch 769, train: fm_loss=0.0180 perceptual_loss=0.0929 rp_loss=0.0644 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2128 ssim=0.8501 loss_q=0.0022 index_usage_batch=0.6060 perplexity=7917.0542 loss_commit=0.0022 loss=0.0647 fps=24.0670, 50.4s (d 0.01) 15.0h/39.1h +[09-29 15:04:03] Epoch 770 started. +[09-29 15:04:54] Epoch 770 training done. Time: 50.39s +[09-29 15:04:54] Epoch 770, train: fm_loss=0.0179 perceptual_loss=0.0933 rp_loss=0.0645 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1789 ssim=0.8486 loss_q=0.0022 index_usage_batch=0.6060 perplexity=7917.1162 loss_commit=0.0022 loss=0.0647 fps=24.0822, 50.4s (d 0.01) 15.0h/39.1h +[09-29 15:04:54] Epoch 771 started. +[09-29 15:05:44] Epoch 771 training done. Time: 50.30s +[09-29 15:05:44] Epoch 771, train: fm_loss=0.0181 perceptual_loss=0.0941 rp_loss=0.0651 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1514 ssim=0.8466 loss_q=0.0022 index_usage_batch=0.6063 perplexity=7917.1895 loss_commit=0.0022 loss=0.0653 fps=24.0890, 50.3s (d 0.01) 15.1h/39.0h +[09-29 15:05:44] Epoch 772 started. +[09-29 15:06:34] Epoch 772 training done. Time: 50.29s +[09-29 15:06:34] Epoch 772, train: fm_loss=0.0191 perceptual_loss=0.0926 rp_loss=0.0654 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2935 ssim=0.8502 loss_q=0.0022 index_usage_batch=0.6061 perplexity=7917.2642 loss_commit=0.0022 loss=0.0656 fps=24.0872, 50.3s (d 0.01) 15.1h/39.0h +[09-29 15:06:34] Epoch 773 started. +[09-29 15:07:26] Epoch 773 training done. Time: 51.55s +[09-29 15:07:26] Epoch 773, train: fm_loss=0.0186 perceptual_loss=0.0935 rp_loss=0.0654 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2160 ssim=0.8495 loss_q=0.0022 index_usage_batch=0.6065 perplexity=7917.3311 loss_commit=0.0022 loss=0.0656 fps=23.8219, 51.6s (d 0.01) 15.1h/39.0h +[09-29 15:07:26] Epoch 774 started. +[09-29 15:08:16] Epoch 774 training done. Time: 49.97s +[09-29 15:08:16] Epoch 774, train: fm_loss=0.0174 perceptual_loss=0.0939 rp_loss=0.0643 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1464 ssim=0.8488 loss_q=0.0022 index_usage_batch=0.6064 perplexity=7917.4019 loss_commit=0.0022 loss=0.0645 fps=24.1687, 50.0s (d 0.01) 15.1h/39.0h +[09-29 15:08:16] Epoch 775 started. +[09-29 15:09:06] Epoch 775 training done. Time: 50.40s +[09-29 15:12:00] Calculating FVD with running real stats +[09-29 15:13:21] Converting video data to uint8 +[09-29 15:14:29] Converting video data to uint8 +[09-29 15:14:30] Preparing to save rng states... +[09-29 15:14:30] Saving checkpoint... +[09-29 15:14:38] Epoch 775, train: fm_loss=0.0186 perceptual_loss=0.0924 rp_loss=0.0648 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2385 ssim=0.8503 loss_q=0.0022 index_usage_batch=0.6065 perplexity=7917.4805 loss_commit=0.0022 loss=0.0650 fps=24.1130, + eval: ucf101_val_psnr=23.7273 ucf101_val_ssim=0.7370 ucf101_val_fps=2.7234 ucf101_val_fvd=147.0538, +Latest checkpoint saved. Time: 8.56s +, 6.4m (d 0.01) 15.2h/39.2h +[09-29 15:14:38] Epoch 776 started. +[09-29 15:15:29] Epoch 776 training done. Time: 50.45s +[09-29 15:15:29] Epoch 776, train: fm_loss=0.0181 perceptual_loss=0.0933 rp_loss=0.0647 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1892 ssim=0.8473 loss_q=0.0022 index_usage_batch=0.6065 perplexity=7917.5508 loss_commit=0.0022 loss=0.0649 fps=23.9572, 50.5s (d 0.01) 15.2h/39.2h +[09-29 15:15:29] Epoch 777 started. +[09-29 15:16:19] Epoch 777 training done. Time: 50.04s +[09-29 15:16:19] Epoch 777, train: fm_loss=0.0178 perceptual_loss=0.0945 rp_loss=0.0650 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1236 ssim=0.8467 loss_q=0.0022 index_usage_batch=0.6063 perplexity=7917.6362 loss_commit=0.0022 loss=0.0653 fps=24.1309, 50.0s (d 0.01) 15.2h/39.2h +[09-29 15:16:19] Epoch 778 started. +[09-29 15:17:11] Epoch 778 training done. Time: 52.12s +[09-29 15:17:11] Epoch 778, train: fm_loss=0.0182 perceptual_loss=0.0931 rp_loss=0.0648 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2000 ssim=0.8498 loss_q=0.0022 index_usage_batch=0.6068 perplexity=7917.7144 loss_commit=0.0022 loss=0.0650 fps=23.6977, 52.1s (d 0.01) 15.2h/39.2h +[09-29 15:17:11] Epoch 779 started. +[09-29 15:18:01] Epoch 779 training done. Time: 50.11s +[09-29 15:18:01] Epoch 779, train: fm_loss=0.0181 perceptual_loss=0.0942 rp_loss=0.0652 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2173 ssim=0.8480 loss_q=0.0022 index_usage_batch=0.6070 perplexity=7917.7930 loss_commit=0.0022 loss=0.0654 fps=24.1076, 50.1s (d 0.01) 15.3h/39.2h +[09-29 15:18:01] Epoch 780 started. +[09-29 15:18:51] Epoch 780 training done. Time: 50.53s +[09-29 15:18:51] Epoch 780, train: fm_loss=0.0184 perceptual_loss=0.0924 rp_loss=0.0646 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2590 ssim=0.8515 loss_q=0.0022 index_usage_batch=0.6069 perplexity=7917.8760 loss_commit=0.0022 loss=0.0648 fps=24.0022, 50.5s (d 0.01) 15.3h/39.2h +[09-29 15:18:51] Epoch 781 started. +[09-29 15:19:42] Epoch 781 training done. Time: 50.52s +[09-29 15:19:42] Epoch 781, train: fm_loss=0.0184 perceptual_loss=0.0926 rp_loss=0.0647 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2530 ssim=0.8504 loss_q=0.0022 index_usage_batch=0.6072 perplexity=7917.9639 loss_commit=0.0022 loss=0.0649 fps=24.0377, 50.5s (d 0.01) 15.3h/39.1h +[09-29 15:19:42] Epoch 782 started. +[09-29 15:20:32] Epoch 782 training done. Time: 50.45s +[09-29 15:20:32] Epoch 782, train: fm_loss=0.0183 perceptual_loss=0.0925 rp_loss=0.0645 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2778 ssim=0.8512 loss_q=0.0022 index_usage_batch=0.6068 perplexity=7918.0381 loss_commit=0.0022 loss=0.0648 fps=24.0239, 50.4s (d 0.01) 15.3h/39.1h +[09-29 15:20:32] Epoch 783 started. +[09-29 15:21:23] Epoch 783 training done. Time: 50.74s +[09-29 15:21:23] Epoch 783, train: fm_loss=0.0186 perceptual_loss=0.0935 rp_loss=0.0654 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3041 ssim=0.8496 loss_q=0.0022 index_usage_batch=0.6072 perplexity=7918.1177 loss_commit=0.0022 loss=0.0656 fps=23.9899, 50.7s (d 0.01) 15.3h/39.1h +[09-29 15:21:23] Epoch 784 started. +[09-29 15:22:15] Epoch 784 training done. Time: 51.48s +[09-29 15:22:15] Epoch 784, train: fm_loss=0.0189 perceptual_loss=0.0917 rp_loss=0.0647 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3681 ssim=0.8524 loss_q=0.0022 index_usage_batch=0.6071 perplexity=7918.1992 loss_commit=0.0022 loss=0.0649 fps=23.9026, 51.5s (d 0.02) 15.3h/39.1h +[09-29 15:22:15] Epoch 785 started. +[09-29 15:23:05] Epoch 785 training done. Time: 50.32s +[09-29 15:23:05] Epoch 785, train: fm_loss=0.0182 perceptual_loss=0.0931 rp_loss=0.0647 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2005 ssim=0.8492 loss_q=0.0022 index_usage_batch=0.6072 perplexity=7918.2896 loss_commit=0.0022 loss=0.0649 fps=24.0846, 50.3s (d 0.01) 15.3h/39.1h +[09-29 15:23:05] Epoch 786 started. +[09-29 15:23:55] Epoch 786 training done. Time: 49.87s +[09-29 15:23:55] Epoch 786, train: fm_loss=0.0188 perceptual_loss=0.0925 rp_loss=0.0650 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3035 ssim=0.8497 loss_q=0.0022 index_usage_batch=0.6073 perplexity=7918.4028 loss_commit=0.0022 loss=0.0653 fps=24.2067, 49.9s (d 0.01) 15.4h/39.1h +[09-29 15:23:55] Epoch 787 started. +[09-29 15:24:45] Epoch 787 training done. Time: 50.54s +[09-29 15:24:45] Epoch 787, train: fm_loss=0.0191 perceptual_loss=0.0931 rp_loss=0.0657 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2061 ssim=0.8476 loss_q=0.0022 index_usage_batch=0.6075 perplexity=7918.4976 loss_commit=0.0022 loss=0.0659 fps=24.0678, 50.5s (d 0.01) 15.4h/39.1h +[09-29 15:24:45] Epoch 788 started. +[09-29 15:25:36] Epoch 788 training done. Time: 50.67s +[09-29 15:25:36] Epoch 788, train: fm_loss=0.0181 perceptual_loss=0.0927 rp_loss=0.0645 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2575 ssim=0.8493 loss_q=0.0022 index_usage_batch=0.6074 perplexity=7918.5869 loss_commit=0.0022 loss=0.0647 fps=24.0151, 50.7s (d 0.01) 15.4h/39.0h +[09-29 15:25:36] Epoch 789 started. +[09-29 15:26:27] Epoch 789 training done. Time: 50.68s +[09-29 15:26:27] Epoch 789, train: fm_loss=0.0184 perceptual_loss=0.0926 rp_loss=0.0648 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2805 ssim=0.8503 loss_q=0.0022 index_usage_batch=0.6076 perplexity=7918.6748 loss_commit=0.0022 loss=0.0650 fps=24.0227, 50.7s (d 0.01) 15.4h/39.0h +[09-29 15:26:27] Epoch 790 started. +[09-29 15:27:17] Epoch 790 training done. Time: 50.75s +[09-29 15:27:17] Epoch 790, train: fm_loss=0.0181 perceptual_loss=0.0918 rp_loss=0.0640 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2939 ssim=0.8512 loss_q=0.0022 index_usage_batch=0.6076 perplexity=7918.7612 loss_commit=0.0022 loss=0.0642 fps=23.9894, 50.7s (d 0.01) 15.4h/39.0h +[09-29 15:27:17] Epoch 791 started. +[09-29 15:28:08] Epoch 791 training done. Time: 50.34s +[09-29 15:28:08] Epoch 791, train: fm_loss=0.0177 perceptual_loss=0.0936 rp_loss=0.0645 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1874 ssim=0.8484 loss_q=0.0022 index_usage_batch=0.6077 perplexity=7918.8511 loss_commit=0.0022 loss=0.0647 fps=24.0724, 50.3s (d 0.01) 15.4h/39.0h +[09-29 15:28:08] Epoch 792 started. +[09-29 15:28:58] Epoch 792 training done. Time: 50.53s +[09-29 15:28:58] Epoch 792, train: fm_loss=0.0178 perceptual_loss=0.0919 rp_loss=0.0638 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2117 ssim=0.8514 loss_q=0.0022 index_usage_batch=0.6075 perplexity=7918.9443 loss_commit=0.0022 loss=0.0640 fps=24.0580, 50.5s (d 0.01) 15.4h/39.0h +[09-29 15:28:58] Epoch 793 started. +[09-29 15:29:49] Epoch 793 training done. Time: 50.35s +[09-29 15:29:49] Epoch 793, train: fm_loss=0.0185 perceptual_loss=0.0944 rp_loss=0.0657 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.1838 ssim=0.8466 loss_q=0.0022 index_usage_batch=0.6077 perplexity=7919.0391 loss_commit=0.0022 loss=0.0659 fps=24.0845, 50.4s (d 0.01) 15.5h/39.0h +[09-29 15:29:49] Epoch 794 started. +[09-29 15:30:39] Epoch 794 training done. Time: 50.42s +[09-29 15:30:39] Epoch 794, train: fm_loss=0.0180 perceptual_loss=0.0921 rp_loss=0.0641 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2838 ssim=0.8521 loss_q=0.0022 index_usage_batch=0.6080 perplexity=7919.1265 loss_commit=0.0022 loss=0.0643 fps=24.0490, 50.4s (d 0.01) 15.5h/39.0h +[09-29 15:30:39] Epoch 795 started. +[09-29 15:31:31] Epoch 795 training done. Time: 51.64s +[09-29 15:31:31] Epoch 795, train: fm_loss=0.0182 perceptual_loss=0.0918 rp_loss=0.0641 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2477 ssim=0.8510 loss_q=0.0022 index_usage_batch=0.6076 perplexity=7919.2139 loss_commit=0.0022 loss=0.0643 fps=23.8127, 51.6s (d 0.01) 15.5h/38.9h +[09-29 15:31:31] Epoch 796 started. +[09-29 15:32:21] Epoch 796 training done. Time: 50.29s +[09-29 15:32:21] Epoch 796, train: fm_loss=0.0176 perceptual_loss=0.0930 rp_loss=0.0640 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2006 ssim=0.8487 loss_q=0.0022 index_usage_batch=0.6079 perplexity=7919.3164 loss_commit=0.0022 loss=0.0643 fps=24.1066, 50.3s (d 0.01) 15.5h/38.9h +[09-29 15:32:21] Epoch 797 started. +[09-29 15:33:11] Epoch 797 training done. Time: 50.42s +[09-29 15:33:11] Epoch 797, train: fm_loss=0.0182 perceptual_loss=0.0914 rp_loss=0.0639 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3110 ssim=0.8537 loss_q=0.0022 index_usage_batch=0.6077 perplexity=7919.4214 loss_commit=0.0022 loss=0.0641 fps=24.0711, 50.4s (d 0.01) 15.5h/38.9h +[09-29 15:33:11] Epoch 798 started. +[09-29 15:34:01] Epoch 798 training done. Time: 49.85s +[09-29 15:34:01] Epoch 798, train: fm_loss=0.0187 perceptual_loss=0.0931 rp_loss=0.0653 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2189 ssim=0.8481 loss_q=0.0022 index_usage_batch=0.6081 perplexity=7919.5312 loss_commit=0.0022 loss=0.0655 fps=24.2266, 49.9s (d 0.01) 15.5h/38.9h +[09-29 15:34:01] Epoch 799 started. +[09-29 15:34:52] Epoch 799 training done. Time: 50.23s +[09-29 15:34:52] Epoch 799, train: fm_loss=0.0193 perceptual_loss=0.0914 rp_loss=0.0649 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3692 ssim=0.8517 loss_q=0.0022 index_usage_batch=0.6077 perplexity=7919.6343 loss_commit=0.0022 loss=0.0652 fps=24.1317, 50.2s (d 0.01) 15.5h/38.9h +[09-29 15:34:52] Epoch 800 started. +[09-29 15:35:43] Epoch 800 training done. Time: 51.48s +[09-29 15:38:37] Calculating FVD with running real stats +[09-29 15:39:56] Converting video data to uint8 +[09-29 15:41:05] Converting video data to uint8 +[09-29 15:41:06] Preparing to save rng states... +[09-29 15:41:06] Saving checkpoint... +[09-29 15:41:14] Epoch 800, train: fm_loss=0.0180 perceptual_loss=0.0920 rp_loss=0.0640 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3112 ssim=0.8510 loss_q=0.0022 index_usage_batch=0.6078 perplexity=7919.7349 loss_commit=0.0022 loss=0.0642 fps=23.8686, + eval: ucf101_val_psnr=24.0131 ucf101_val_ssim=0.7497 ucf101_val_fps=2.7299 ucf101_val_fvd=139.9494, +Latest checkpoint saved. Time: 8.47s +, 6.4m (d 0.01) 15.6h/39.1h +[09-29 15:41:14] Epoch 801 started. +[09-29 15:42:05] Epoch 801 training done. Time: 50.09s +[09-29 15:42:05] Epoch 801, train: fm_loss=0.0179 perceptual_loss=0.0926 rp_loss=0.0642 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2361 ssim=0.8501 loss_q=0.0022 index_usage_batch=0.6080 perplexity=7919.8555 loss_commit=0.0022 loss=0.0644 fps=24.0084, 50.1s (d 0.01) 15.7h/39.1h +[09-29 15:42:05] Epoch 802 started. +[09-29 15:42:55] Epoch 802 training done. Time: 50.89s +[09-29 15:42:55] Epoch 802, train: fm_loss=0.0181 perceptual_loss=0.0912 rp_loss=0.0636 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3263 ssim=0.8530 loss_q=0.0022 index_usage_batch=0.6081 perplexity=7919.9600 loss_commit=0.0022 loss=0.0639 fps=24.0030, 50.9s (d 0.01) 15.7h/39.1h +[09-29 15:42:55] Epoch 803 started. +[09-29 15:43:45] Epoch 803 training done. Time: 49.96s +[09-29 15:43:45] Epoch 803, train: fm_loss=0.0173 perceptual_loss=0.0926 rp_loss=0.0636 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2222 ssim=0.8513 loss_q=0.0022 index_usage_batch=0.6080 perplexity=7920.0503 loss_commit=0.0022 loss=0.0638 fps=24.1882, 50.0s (d 0.01) 15.7h/39.1h +[09-29 15:43:45] Epoch 804 started. +[09-29 15:44:36] Epoch 804 training done. Time: 50.34s +[09-29 15:44:36] Epoch 804, train: fm_loss=0.0177 perceptual_loss=0.0922 rp_loss=0.0637 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2398 ssim=0.8518 loss_q=0.0022 index_usage_batch=0.6078 perplexity=7920.1499 loss_commit=0.0022 loss=0.0640 fps=24.1057, 50.3s (d 0.01) 15.7h/39.1h +[09-29 15:44:36] Epoch 805 started. +[09-29 15:45:27] Epoch 805 training done. Time: 50.78s +[09-29 15:45:27] Epoch 805, train: fm_loss=0.0190 perceptual_loss=0.0909 rp_loss=0.0644 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3841 ssim=0.8529 loss_q=0.0022 index_usage_batch=0.6081 perplexity=7920.2500 loss_commit=0.0022 loss=0.0647 fps=24.0238, 50.8s (d 0.01) 15.7h/39.0h +[09-29 15:45:27] Epoch 806 started. +[09-29 15:46:18] Epoch 806 training done. Time: 51.11s +[09-29 15:46:18] Epoch 806, train: fm_loss=0.0179 perceptual_loss=0.0919 rp_loss=0.0639 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2903 ssim=0.8519 loss_q=0.0022 index_usage_batch=0.6083 perplexity=7920.3467 loss_commit=0.0022 loss=0.0641 fps=23.9492, 51.1s (d 0.01) 15.7h/39.0h +[09-29 15:46:18] Epoch 807 started. +[09-29 15:47:08] Epoch 807 training done. Time: 50.72s +[09-29 15:47:08] Epoch 807, train: fm_loss=0.0183 perceptual_loss=0.0928 rp_loss=0.0647 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2525 ssim=0.8495 loss_q=0.0022 index_usage_batch=0.6083 perplexity=7920.4526 loss_commit=0.0022 loss=0.0649 fps=24.0121, 50.7s (d 0.01) 15.7h/39.0h +[09-29 15:47:08] Epoch 808 started. +[09-29 15:47:58] Epoch 808 training done. Time: 49.92s +[09-29 15:47:58] Epoch 808, train: fm_loss=0.0179 perceptual_loss=0.0915 rp_loss=0.0637 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3113 ssim=0.8525 loss_q=0.0022 index_usage_batch=0.6082 perplexity=7920.5615 loss_commit=0.0022 loss=0.0639 fps=24.1771, 49.9s (d 0.01) 15.8h/39.0h +[09-29 15:47:58] Epoch 809 started. +[09-29 15:48:48] Epoch 809 training done. Time: 49.86s +[09-29 15:48:48] Epoch 809, train: fm_loss=0.0195 perceptual_loss=0.0915 rp_loss=0.0653 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3718 ssim=0.8513 loss_q=0.0022 index_usage_batch=0.6082 perplexity=7920.6787 loss_commit=0.0022 loss=0.0655 fps=24.2151, 49.9s (d 0.01) 15.8h/39.0h +[09-29 15:48:48] Epoch 810 started. +[09-29 15:49:39] Epoch 810 training done. Time: 51.12s +[09-29 15:49:39] Epoch 810, train: fm_loss=0.0188 perceptual_loss=0.0917 rp_loss=0.0646 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3129 ssim=0.8516 loss_q=0.0022 index_usage_batch=0.6082 perplexity=7920.7812 loss_commit=0.0022 loss=0.0648 fps=23.9131, 51.1s (d 0.01) 15.8h/39.0h +[09-29 15:49:39] Epoch 811 started. +[09-29 15:50:30] Epoch 811 training done. Time: 50.69s +[09-29 15:50:30] Epoch 811, train: fm_loss=0.0180 perceptual_loss=0.0917 rp_loss=0.0639 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3248 ssim=0.8525 loss_q=0.0022 index_usage_batch=0.6082 perplexity=7920.8760 loss_commit=0.0022 loss=0.0641 fps=24.0473, 50.7s (d 0.01) 15.8h/39.0h +[09-29 15:50:30] Epoch 812 started. +[09-29 15:51:20] Epoch 812 training done. Time: 50.43s +[09-29 15:51:20] Epoch 812, train: fm_loss=0.0174 perceptual_loss=0.0926 rp_loss=0.0637 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2793 ssim=0.8504 loss_q=0.0022 index_usage_batch=0.6083 perplexity=7920.9878 loss_commit=0.0022 loss=0.0639 fps=24.0549, 50.4s (d 0.01) 15.8h/38.9h +[09-29 15:51:20] Epoch 813 started. +[09-29 15:52:11] Epoch 813 training done. Time: 51.05s +[09-29 15:52:11] Epoch 813, train: fm_loss=0.0183 perceptual_loss=0.0914 rp_loss=0.0640 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3614 ssim=0.8524 loss_q=0.0022 index_usage_batch=0.6083 perplexity=7921.0928 loss_commit=0.0022 loss=0.0642 fps=23.9565, 51.0s (d 0.01) 15.8h/38.9h +[09-29 15:52:11] Epoch 814 started. +[09-29 15:53:01] Epoch 814 training done. Time: 49.90s +[09-29 15:53:01] Epoch 814, train: fm_loss=0.0169 perceptual_loss=0.0922 rp_loss=0.0630 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2162 ssim=0.8501 loss_q=0.0022 index_usage_batch=0.6081 perplexity=7921.2036 loss_commit=0.0022 loss=0.0633 fps=24.1889, 49.9s (d 0.01) 15.8h/38.9h +[09-29 15:53:01] Epoch 815 started. +[09-29 15:53:52] Epoch 815 training done. Time: 50.64s +[09-29 15:53:52] Epoch 815, train: fm_loss=0.0183 perceptual_loss=0.0923 rp_loss=0.0644 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2992 ssim=0.8508 loss_q=0.0022 index_usage_batch=0.6082 perplexity=7921.3037 loss_commit=0.0022 loss=0.0646 fps=24.0445, 50.6s (d 0.01) 15.9h/38.9h +[09-29 15:53:52] Epoch 816 started. +[09-29 15:54:43] Epoch 816 training done. Time: 50.77s +[09-29 15:54:43] Epoch 816, train: fm_loss=0.0185 perceptual_loss=0.0915 rp_loss=0.0642 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3141 ssim=0.8512 loss_q=0.0022 index_usage_batch=0.6084 perplexity=7921.4053 loss_commit=0.0022 loss=0.0645 fps=24.0253, 50.8s (d 0.01) 15.9h/38.9h +[09-29 15:54:43] Epoch 817 started. +[09-29 15:55:33] Epoch 817 training done. Time: 50.56s +[09-29 15:55:33] Epoch 817, train: fm_loss=0.0181 perceptual_loss=0.0909 rp_loss=0.0636 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3085 ssim=0.8540 loss_q=0.0022 index_usage_batch=0.6085 perplexity=7921.5068 loss_commit=0.0022 loss=0.0638 fps=24.0869, 50.6s (d 0.01) 15.9h/38.9h +[09-29 15:55:33] Epoch 818 started. +[09-29 15:56:24] Epoch 818 training done. Time: 50.66s +[09-29 15:56:24] Epoch 818, train: fm_loss=0.0180 perceptual_loss=0.0927 rp_loss=0.0644 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2673 ssim=0.8501 loss_q=0.0022 index_usage_batch=0.6084 perplexity=7921.6133 loss_commit=0.0022 loss=0.0646 fps=24.0684, 50.7s (d 0.01) 15.9h/38.9h +[09-29 15:56:24] Epoch 819 started. +[09-29 15:57:14] Epoch 819 training done. Time: 49.83s +[09-29 15:57:14] Epoch 819, train: fm_loss=0.0183 perceptual_loss=0.0916 rp_loss=0.0641 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3580 ssim=0.8521 loss_q=0.0022 index_usage_batch=0.6082 perplexity=7921.7144 loss_commit=0.0022 loss=0.0643 fps=24.2338, 49.8s (d 0.01) 15.9h/38.9h +[09-29 15:57:14] Epoch 820 started. +[09-29 15:58:04] Epoch 820 training done. Time: 50.66s +[09-29 15:58:04] Epoch 820, train: fm_loss=0.0180 perceptual_loss=0.0909 rp_loss=0.0635 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3347 ssim=0.8534 loss_q=0.0022 index_usage_batch=0.6082 perplexity=7921.8203 loss_commit=0.0022 loss=0.0637 fps=24.0485, 50.7s (d 0.01) 15.9h/38.8h +[09-29 15:58:04] Epoch 821 started. +[09-29 15:58:55] Epoch 821 training done. Time: 50.82s +[09-29 15:58:55] Epoch 821, train: fm_loss=0.0177 perceptual_loss=0.0901 rp_loss=0.0628 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3943 ssim=0.8555 loss_q=0.0022 index_usage_batch=0.6086 perplexity=7921.9224 loss_commit=0.0022 loss=0.0630 fps=24.0012, 50.8s (d 0.01) 15.9h/38.8h +[09-29 15:58:55] Epoch 822 started. +[09-29 15:59:46] Epoch 822 training done. Time: 50.36s +[09-29 15:59:46] Epoch 822, train: fm_loss=0.0183 perceptual_loss=0.0913 rp_loss=0.0640 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3498 ssim=0.8523 loss_q=0.0022 index_usage_batch=0.6086 perplexity=7922.0254 loss_commit=0.0022 loss=0.0642 fps=24.0774, 50.4s (d 0.01) 16.0h/38.8h +[09-29 15:59:46] Epoch 823 started. +[09-29 16:00:36] Epoch 823 training done. Time: 50.73s +[09-29 16:00:36] Epoch 823, train: fm_loss=0.0177 perceptual_loss=0.0915 rp_loss=0.0634 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2451 ssim=0.8500 loss_q=0.0022 index_usage_batch=0.6086 perplexity=7922.1362 loss_commit=0.0022 loss=0.0636 fps=24.0174, 50.7s (d 0.01) 16.0h/38.8h +[09-29 16:00:36] Epoch 824 started. +[09-29 16:01:27] Epoch 824 training done. Time: 50.31s +[09-29 16:01:27] Epoch 824, train: fm_loss=0.0196 perceptual_loss=0.0911 rp_loss=0.0652 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3631 ssim=0.8512 loss_q=0.0022 index_usage_batch=0.6084 perplexity=7922.2339 loss_commit=0.0022 loss=0.0654 fps=24.1039, 50.3s (d 0.01) 16.0h/38.8h +[09-29 16:01:27] Epoch 825 started. +[09-29 16:02:18] Epoch 825 training done. Time: 50.94s +[09-29 16:05:11] Calculating FVD with running real stats +[09-29 16:06:29] Converting video data to uint8 +[09-29 16:07:39] Converting video data to uint8 +[09-29 16:07:39] Preparing to save rng states... +[09-29 16:07:39] Saving checkpoint... +[09-29 16:08:13] New best checkpoint saved: best_fvd_130.45.pth +[09-29 16:08:13] Epoch 825, train: fm_loss=0.0178 perceptual_loss=0.0911 rp_loss=0.0633 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3470 ssim=0.8540 loss_q=0.0022 index_usage_batch=0.6085 perplexity=7922.3354 loss_commit=0.0022 loss=0.0635 fps=23.9619, + eval: ucf101_val_psnr=23.9346 ucf101_val_ssim=0.7583 ucf101_val_fps=2.7400 ucf101_val_fvd=130.4527, +Latest checkpoint saved. Time: 33.22s +, 6.8m (d 0.01) 16.1h/39.0h +[09-29 16:08:13] Epoch 826 started. +[09-29 16:09:03] Epoch 826 training done. Time: 50.77s +[09-29 16:09:03] Epoch 826, train: fm_loss=0.0174 perceptual_loss=0.0914 rp_loss=0.0631 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2878 ssim=0.8520 loss_q=0.0022 index_usage_batch=0.6087 perplexity=7922.4644 loss_commit=0.0022 loss=0.0634 fps=23.8268, 50.8s (d 0.01) 16.1h/39.0h +[09-29 16:09:03] Epoch 827 started. +[09-29 16:09:54] Epoch 827 training done. Time: 50.46s +[09-29 16:09:54] Epoch 827, train: fm_loss=0.0176 perceptual_loss=0.0901 rp_loss=0.0627 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3481 ssim=0.8548 loss_q=0.0022 index_usage_batch=0.6086 perplexity=7922.5586 loss_commit=0.0022 loss=0.0629 fps=24.0156, 50.5s (d 0.01) 16.1h/39.0h +[09-29 16:09:54] Epoch 828 started. +[09-29 16:10:44] Epoch 828 training done. Time: 50.50s +[09-29 16:10:44] Epoch 828, train: fm_loss=0.0179 perceptual_loss=0.0912 rp_loss=0.0635 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3883 ssim=0.8538 loss_q=0.0022 index_usage_batch=0.6087 perplexity=7922.6675 loss_commit=0.0022 loss=0.0637 fps=24.0288, 50.5s (d 0.01) 16.1h/39.0h +[09-29 16:10:44] Epoch 829 started. +[09-29 16:11:35] Epoch 829 training done. Time: 51.06s +[09-29 16:11:35] Epoch 829, train: fm_loss=0.0175 perceptual_loss=0.0907 rp_loss=0.0629 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3393 ssim=0.8536 loss_q=0.0022 index_usage_batch=0.6087 perplexity=7922.7744 loss_commit=0.0022 loss=0.0631 fps=23.8794, 51.1s (d 0.01) 16.1h/39.0h +[09-29 16:11:35] Epoch 830 started. +[09-29 16:12:26] Epoch 830 training done. Time: 50.48s +[09-29 16:12:26] Epoch 830, train: fm_loss=0.0186 perceptual_loss=0.0909 rp_loss=0.0640 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4006 ssim=0.8536 loss_q=0.0022 index_usage_batch=0.6087 perplexity=7922.8784 loss_commit=0.0022 loss=0.0643 fps=24.0203, 50.5s (d 0.01) 16.2h/38.9h +[09-29 16:12:26] Epoch 831 started. +[09-29 16:13:17] Epoch 831 training done. Time: 50.98s +[09-29 16:13:17] Epoch 831, train: fm_loss=0.0184 perceptual_loss=0.0907 rp_loss=0.0637 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3488 ssim=0.8531 loss_q=0.0022 index_usage_batch=0.6084 perplexity=7922.9775 loss_commit=0.0022 loss=0.0640 fps=23.9260, 51.0s (d 0.01) 16.2h/38.9h +[09-29 16:13:17] Epoch 832 started. +[09-29 16:14:07] Epoch 832 training done. Time: 50.57s +[09-29 16:14:07] Epoch 832, train: fm_loss=0.0187 perceptual_loss=0.0915 rp_loss=0.0644 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3373 ssim=0.8515 loss_q=0.0022 index_usage_batch=0.6083 perplexity=7923.0781 loss_commit=0.0022 loss=0.0646 fps=24.0242, 50.6s (d 0.01) 16.2h/38.9h +[09-29 16:14:07] Epoch 833 started. +[09-29 16:14:58] Epoch 833 training done. Time: 50.33s +[09-29 16:14:58] Epoch 833, train: fm_loss=0.0173 perceptual_loss=0.0914 rp_loss=0.0630 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3096 ssim=0.8529 loss_q=0.0022 index_usage_batch=0.6085 perplexity=7923.1748 loss_commit=0.0022 loss=0.0632 fps=24.0987, 50.3s (d 0.01) 16.2h/38.9h +[09-29 16:14:58] Epoch 834 started. +[09-29 16:15:48] Epoch 834 training done. Time: 50.79s +[09-29 16:15:48] Epoch 834, train: fm_loss=0.0182 perceptual_loss=0.0904 rp_loss=0.0634 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3890 ssim=0.8552 loss_q=0.0022 index_usage_batch=0.6085 perplexity=7923.2803 loss_commit=0.0022 loss=0.0636 fps=24.0143, 50.8s (d 0.01) 16.2h/38.9h +[09-29 16:15:48] Epoch 835 started. +[09-29 16:16:40] Epoch 835 training done. Time: 51.26s +[09-29 16:16:40] Epoch 835, train: fm_loss=0.0187 perceptual_loss=0.0910 rp_loss=0.0642 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3908 ssim=0.8532 loss_q=0.0022 index_usage_batch=0.6088 perplexity=7923.3711 loss_commit=0.0022 loss=0.0644 fps=23.9504, 51.3s (d 0.01) 16.2h/38.9h +[09-29 16:16:40] Epoch 836 started. +[09-29 16:17:30] Epoch 836 training done. Time: 50.68s +[09-29 16:17:30] Epoch 836, train: fm_loss=0.0186 perceptual_loss=0.0916 rp_loss=0.0643 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2808 ssim=0.8494 loss_q=0.0022 index_usage_batch=0.6084 perplexity=7923.4736 loss_commit=0.0022 loss=0.0646 fps=24.0678, 50.7s (d 0.02) 16.2h/38.9h +[09-29 16:17:30] Epoch 837 started. +[09-29 16:18:21] Epoch 837 training done. Time: 50.27s +[09-29 16:18:21] Epoch 837, train: fm_loss=0.0169 perceptual_loss=0.0916 rp_loss=0.0627 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.2869 ssim=0.8517 loss_q=0.0022 index_usage_batch=0.6086 perplexity=7923.5762 loss_commit=0.0022 loss=0.0629 fps=24.1147, 50.3s (d 0.01) 16.3h/38.9h +[09-29 16:18:21] Epoch 838 started. +[09-29 16:19:11] Epoch 838 training done. Time: 50.33s +[09-29 16:19:11] Epoch 838, train: fm_loss=0.0188 perceptual_loss=0.0897 rp_loss=0.0636 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4595 ssim=0.8544 loss_q=0.0022 index_usage_batch=0.6088 perplexity=7923.6831 loss_commit=0.0022 loss=0.0638 fps=24.0781, 50.3s (d 0.01) 16.3h/38.8h +[09-29 16:19:11] Epoch 839 started. +[09-29 16:20:01] Epoch 839 training done. Time: 50.27s +[09-29 16:20:01] Epoch 839, train: fm_loss=0.0180 perceptual_loss=0.0905 rp_loss=0.0633 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4136 ssim=0.8537 loss_q=0.0022 index_usage_batch=0.6086 perplexity=7923.7861 loss_commit=0.0022 loss=0.0635 fps=24.1183, 50.3s (d 0.01) 16.3h/38.8h +[09-29 16:20:01] Epoch 840 started. +[09-29 16:20:52] Epoch 840 training done. Time: 50.59s +[09-29 16:20:52] Epoch 840, train: fm_loss=0.0180 perceptual_loss=0.0914 rp_loss=0.0638 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3079 ssim=0.8523 loss_q=0.0022 index_usage_batch=0.6089 perplexity=7923.8901 loss_commit=0.0022 loss=0.0640 fps=24.1525, 50.6s (d 0.01) 16.3h/38.8h +[09-29 16:20:52] Epoch 841 started. +[09-29 16:21:43] Epoch 841 training done. Time: 51.14s +[09-29 16:21:43] Epoch 841, train: fm_loss=0.0176 perceptual_loss=0.0905 rp_loss=0.0629 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3866 ssim=0.8545 loss_q=0.0022 index_usage_batch=0.6086 perplexity=7924.0010 loss_commit=0.0022 loss=0.0631 fps=23.9428, 51.1s (d 0.01) 16.3h/38.8h +[09-29 16:21:43] Epoch 842 started. +[09-29 16:22:33] Epoch 842 training done. Time: 50.20s +[09-29 16:22:33] Epoch 842, train: fm_loss=0.0181 perceptual_loss=0.0906 rp_loss=0.0634 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3928 ssim=0.8542 loss_q=0.0022 index_usage_batch=0.6087 perplexity=7924.1084 loss_commit=0.0022 loss=0.0636 fps=24.1555, 50.2s (d 0.01) 16.3h/38.8h +[09-29 16:22:33] Epoch 843 started. +[09-29 16:23:23] Epoch 843 training done. Time: 49.80s +[09-29 16:23:23] Epoch 843, train: fm_loss=0.0180 perceptual_loss=0.0907 rp_loss=0.0634 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3655 ssim=0.8539 loss_q=0.0022 index_usage_batch=0.6086 perplexity=7924.2192 loss_commit=0.0022 loss=0.0636 fps=24.2445, 49.8s (d 0.01) 16.3h/38.8h +[09-29 16:23:23] Epoch 844 started. +[09-29 16:24:13] Epoch 844 training done. Time: 50.43s +[09-29 16:24:13] Epoch 844, train: fm_loss=0.0186 perceptual_loss=0.0901 rp_loss=0.0637 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4229 ssim=0.8549 loss_q=0.0022 index_usage_batch=0.6087 perplexity=7924.3281 loss_commit=0.0022 loss=0.0639 fps=24.0814, 50.4s (d 0.01) 16.4h/38.8h +[09-29 16:24:13] Epoch 845 started. +[09-29 16:25:04] Epoch 845 training done. Time: 50.89s +[09-29 16:25:04] Epoch 845, train: fm_loss=0.0183 perceptual_loss=0.0914 rp_loss=0.0640 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3293 ssim=0.8503 loss_q=0.0022 index_usage_batch=0.6084 perplexity=7924.4263 loss_commit=0.0022 loss=0.0642 fps=23.9894, 50.9s (d 0.01) 16.4h/38.8h +[09-29 16:25:04] Epoch 846 started. +[09-29 16:25:56] Epoch 846 training done. Time: 51.20s +[09-29 16:25:56] Epoch 846, train: fm_loss=0.0176 perceptual_loss=0.0908 rp_loss=0.0630 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3363 ssim=0.8531 loss_q=0.0022 index_usage_batch=0.6086 perplexity=7924.5239 loss_commit=0.0022 loss=0.0632 fps=23.9413, 51.2s (d 0.01) 16.4h/38.7h +[09-29 16:25:56] Epoch 847 started. +[09-29 16:26:46] Epoch 847 training done. Time: 49.98s +[09-29 16:26:46] Epoch 847, train: fm_loss=0.0181 perceptual_loss=0.0902 rp_loss=0.0632 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4097 ssim=0.8551 loss_q=0.0022 index_usage_batch=0.6088 perplexity=7924.6162 loss_commit=0.0022 loss=0.0634 fps=24.1644, 50.0s (d 0.01) 16.4h/38.7h +[09-29 16:26:46] Epoch 848 started. +[09-29 16:27:36] Epoch 848 training done. Time: 50.46s +[09-29 16:27:36] Epoch 848, train: fm_loss=0.0173 perceptual_loss=0.0901 rp_loss=0.0623 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3619 ssim=0.8537 loss_q=0.0022 index_usage_batch=0.6086 perplexity=7924.7168 loss_commit=0.0022 loss=0.0626 fps=24.0517, 50.5s (d 0.01) 16.4h/38.7h +[09-29 16:27:36] Epoch 849 started. +[09-29 16:28:26] Epoch 849 training done. Time: 50.38s +[09-29 16:28:26] Epoch 849, train: fm_loss=0.0183 perceptual_loss=0.0910 rp_loss=0.0638 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3500 ssim=0.8530 loss_q=0.0022 index_usage_batch=0.6088 perplexity=7924.8154 loss_commit=0.0022 loss=0.0640 fps=24.0826, 50.4s (d 0.01) 16.4h/38.7h +[09-29 16:28:26] Epoch 850 started. +[09-29 16:29:17] Epoch 850 training done. Time: 50.56s +[09-29 16:32:11] Calculating FVD with running real stats +[09-29 16:33:31] Converting video data to uint8 +[09-29 16:34:39] Converting video data to uint8 +[09-29 16:34:40] Preparing to save rng states... +[09-29 16:34:40] Saving checkpoint... +[09-29 16:34:49] Epoch 850, train: fm_loss=0.0181 perceptual_loss=0.0902 rp_loss=0.0631 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3415 ssim=0.8545 loss_q=0.0022 index_usage_batch=0.6087 perplexity=7924.9209 loss_commit=0.0022 loss=0.0634 fps=24.0347, + eval: ucf101_val_psnr=24.0547 ucf101_val_ssim=0.7548 ucf101_val_fps=2.7279 ucf101_val_fvd=130.7415, +Latest checkpoint saved. Time: 8.78s +, 6.4m (d 0.01) 16.5h/38.9h +[09-29 16:34:49] Epoch 851 started. +[09-29 16:35:40] Epoch 851 training done. Time: 51.26s +[09-29 16:35:40] Epoch 851, train: fm_loss=0.0178 perceptual_loss=0.0904 rp_loss=0.0630 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4102 ssim=0.8540 loss_q=0.0022 index_usage_batch=0.6088 perplexity=7925.0386 loss_commit=0.0022 loss=0.0632 fps=23.7730, 51.3s (d 0.01) 16.5h/38.9h +[09-29 16:35:40] Epoch 852 started. +[09-29 16:36:30] Epoch 852 training done. Time: 50.44s +[09-29 16:36:30] Epoch 852, train: fm_loss=0.0181 perceptual_loss=0.0906 rp_loss=0.0634 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4108 ssim=0.8550 loss_q=0.0022 index_usage_batch=0.6090 perplexity=7925.1362 loss_commit=0.0022 loss=0.0636 fps=24.0491, 50.4s (d 0.01) 16.6h/38.9h +[09-29 16:36:30] Epoch 853 started. +[09-29 16:37:21] Epoch 853 training done. Time: 50.46s +[09-29 16:37:21] Epoch 853, train: fm_loss=0.0178 perceptual_loss=0.0904 rp_loss=0.0630 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3868 ssim=0.8546 loss_q=0.0022 index_usage_batch=0.6087 perplexity=7925.2402 loss_commit=0.0022 loss=0.0632 fps=24.0432, 50.5s (d 0.01) 16.6h/38.9h +[09-29 16:37:21] Epoch 854 started. +[09-29 16:38:11] Epoch 854 training done. Time: 50.12s +[09-29 16:38:11] Epoch 854, train: fm_loss=0.0178 perceptual_loss=0.0907 rp_loss=0.0632 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3899 ssim=0.8531 loss_q=0.0022 index_usage_batch=0.6084 perplexity=7925.3433 loss_commit=0.0022 loss=0.0634 fps=24.1035, 50.1s (d 0.01) 16.6h/38.9h +[09-29 16:38:11] Epoch 855 started. +[09-29 16:39:02] Epoch 855 training done. Time: 50.94s +[09-29 16:39:02] Epoch 855, train: fm_loss=0.0187 perceptual_loss=0.0899 rp_loss=0.0637 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4409 ssim=0.8553 loss_q=0.0022 index_usage_batch=0.6088 perplexity=7925.4380 loss_commit=0.0022 loss=0.0639 fps=23.9576, 50.9s (d 0.01) 16.6h/38.8h +[09-29 16:39:02] Epoch 856 started. +[09-29 16:39:53] Epoch 856 training done. Time: 50.91s +[09-29 16:39:53] Epoch 856, train: fm_loss=0.0181 perceptual_loss=0.0894 rp_loss=0.0627 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4143 ssim=0.8557 loss_q=0.0022 index_usage_batch=0.6088 perplexity=7925.5312 loss_commit=0.0022 loss=0.0630 fps=23.9458, 50.9s (d 0.01) 16.6h/38.8h +[09-29 16:39:53] Epoch 857 started. +[09-29 16:40:44] Epoch 857 training done. Time: 51.19s +[09-29 16:40:44] Epoch 857, train: fm_loss=0.0174 perceptual_loss=0.0906 rp_loss=0.0627 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3736 ssim=0.8542 loss_q=0.0022 index_usage_batch=0.6088 perplexity=7925.6216 loss_commit=0.0022 loss=0.0629 fps=23.8991, 51.2s (d 0.01) 16.6h/38.8h +[09-29 16:40:44] Epoch 858 started. +[09-29 16:41:34] Epoch 858 training done. Time: 49.96s +[09-29 16:41:34] Epoch 858, train: fm_loss=0.0186 perceptual_loss=0.0888 rp_loss=0.0630 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5380 ssim=0.8580 loss_q=0.0022 index_usage_batch=0.6088 perplexity=7925.7178 loss_commit=0.0022 loss=0.0633 fps=24.1803, 50.0s (d 0.01) 16.6h/38.8h +[09-29 16:41:34] Epoch 859 started. +[09-29 16:42:24] Epoch 859 training done. Time: 50.42s +[09-29 16:42:24] Epoch 859, train: fm_loss=0.0175 perceptual_loss=0.0910 rp_loss=0.0630 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3727 ssim=0.8532 loss_q=0.0022 index_usage_batch=0.6091 perplexity=7925.8120 loss_commit=0.0022 loss=0.0632 fps=24.0546, 50.4s (d 0.01) 16.7h/38.8h +[09-29 16:42:24] Epoch 860 started. +[09-29 16:43:15] Epoch 860 training done. Time: 50.34s +[09-29 16:43:15] Epoch 860, train: fm_loss=0.0187 perceptual_loss=0.0892 rp_loss=0.0633 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4950 ssim=0.8562 loss_q=0.0022 index_usage_batch=0.6092 perplexity=7925.9131 loss_commit=0.0022 loss=0.0635 fps=24.1012, 50.3s (d 0.01) 16.7h/38.8h +[09-29 16:43:15] Epoch 861 started. +[09-29 16:44:06] Epoch 861 training done. Time: 50.77s +[09-29 16:44:06] Epoch 861, train: fm_loss=0.0173 perceptual_loss=0.0897 rp_loss=0.0621 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3990 ssim=0.8562 loss_q=0.0022 index_usage_batch=0.6088 perplexity=7926.0156 loss_commit=0.0022 loss=0.0623 fps=24.0104, 50.8s (d 0.01) 16.7h/38.8h +[09-29 16:44:06] Epoch 862 started. +[09-29 16:44:57] Epoch 862 training done. Time: 51.10s +[09-29 16:44:57] Epoch 862, train: fm_loss=0.0182 perceptual_loss=0.0902 rp_loss=0.0633 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4409 ssim=0.8542 loss_q=0.0022 index_usage_batch=0.6086 perplexity=7926.1211 loss_commit=0.0022 loss=0.0635 fps=23.9762, 51.1s (d 0.01) 16.7h/38.8h +[09-29 16:44:57] Epoch 863 started. +[09-29 16:45:47] Epoch 863 training done. Time: 50.34s +[09-29 16:45:47] Epoch 863, train: fm_loss=0.0186 perceptual_loss=0.0889 rp_loss=0.0631 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4848 ssim=0.8565 loss_q=0.0022 index_usage_batch=0.6088 perplexity=7926.2158 loss_commit=0.0022 loss=0.0633 fps=24.0755, 50.3s (d 0.01) 16.7h/38.7h +[09-29 16:45:47] Epoch 864 started. +[09-29 16:46:37] Epoch 864 training done. Time: 50.47s +[09-29 16:46:37] Epoch 864, train: fm_loss=0.0166 perceptual_loss=0.0901 rp_loss=0.0616 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3410 ssim=0.8546 loss_q=0.0022 index_usage_batch=0.6090 perplexity=7926.3135 loss_commit=0.0022 loss=0.0618 fps=24.0467, 50.5s (d 0.01) 16.7h/38.7h +[09-29 16:46:37] Epoch 865 started. +[09-29 16:47:27] Epoch 865 training done. Time: 50.01s +[09-29 16:47:27] Epoch 865, train: fm_loss=0.0186 perceptual_loss=0.0896 rp_loss=0.0634 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4918 ssim=0.8561 loss_q=0.0022 index_usage_batch=0.6088 perplexity=7926.4175 loss_commit=0.0022 loss=0.0636 fps=24.1534, 50.0s (d 0.01) 16.7h/38.7h +[09-29 16:47:27] Epoch 866 started. +[09-29 16:48:19] Epoch 866 training done. Time: 51.18s +[09-29 16:48:19] Epoch 866, train: fm_loss=0.0184 perceptual_loss=0.0905 rp_loss=0.0637 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3666 ssim=0.8527 loss_q=0.0022 index_usage_batch=0.6087 perplexity=7926.5151 loss_commit=0.0022 loss=0.0639 fps=23.9205, 51.2s (d 0.01) 16.8h/38.7h +[09-29 16:48:19] Epoch 867 started. +[09-29 16:49:10] Epoch 867 training done. Time: 51.30s +[09-29 16:49:10] Epoch 867, train: fm_loss=0.0179 perceptual_loss=0.0890 rp_loss=0.0624 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4725 ssim=0.8568 loss_q=0.0022 index_usage_batch=0.6088 perplexity=7926.6089 loss_commit=0.0022 loss=0.0626 fps=23.8700, 51.3s (d 0.01) 16.8h/38.7h +[09-29 16:49:10] Epoch 868 started. +[09-29 16:50:00] Epoch 868 training done. Time: 50.33s +[09-29 16:50:00] Epoch 868, train: fm_loss=0.0193 perceptual_loss=0.0898 rp_loss=0.0642 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4748 ssim=0.8539 loss_q=0.0022 index_usage_batch=0.6088 perplexity=7926.6924 loss_commit=0.0022 loss=0.0645 fps=24.0815, 50.3s (d 0.01) 16.8h/38.7h +[09-29 16:50:00] Epoch 869 started. +[09-29 16:50:51] Epoch 869 training done. Time: 50.44s +[09-29 16:50:51] Epoch 869, train: fm_loss=0.0171 perceptual_loss=0.0891 rp_loss=0.0616 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4080 ssim=0.8563 loss_q=0.0022 index_usage_batch=0.6088 perplexity=7926.7773 loss_commit=0.0022 loss=0.0619 fps=24.0530, 50.4s (d 0.01) 16.8h/38.7h +[09-29 16:50:51] Epoch 870 started. +[09-29 16:51:41] Epoch 870 training done. Time: 49.93s +[09-29 16:51:41] Epoch 870, train: fm_loss=0.0186 perceptual_loss=0.0896 rp_loss=0.0635 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4726 ssim=0.8565 loss_q=0.0023 index_usage_batch=0.6092 perplexity=7926.8599 loss_commit=0.0023 loss=0.0637 fps=24.1888, 49.9s (d 0.01) 16.8h/38.7h +[09-29 16:51:41] Epoch 871 started. +[09-29 16:52:32] Epoch 871 training done. Time: 51.42s +[09-29 16:52:32] Epoch 871, train: fm_loss=0.0182 perceptual_loss=0.0888 rp_loss=0.0627 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5239 ssim=0.8578 loss_q=0.0023 index_usage_batch=0.6089 perplexity=7926.9482 loss_commit=0.0023 loss=0.0629 fps=23.8161, 51.4s (d 0.01) 16.8h/38.6h +[09-29 16:52:32] Epoch 872 started. +[09-29 16:53:23] Epoch 872 training done. Time: 51.37s +[09-29 16:53:23] Epoch 872, train: fm_loss=0.0189 perceptual_loss=0.0896 rp_loss=0.0637 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4237 ssim=0.8541 loss_q=0.0022 index_usage_batch=0.6091 perplexity=7927.0386 loss_commit=0.0022 loss=0.0639 fps=23.8696, 51.4s (d 0.01) 16.8h/38.6h +[09-29 16:53:23] Epoch 873 started. +[09-29 16:54:14] Epoch 873 training done. Time: 50.28s +[09-29 16:54:14] Epoch 873, train: fm_loss=0.0179 perceptual_loss=0.0886 rp_loss=0.0622 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5037 ssim=0.8584 loss_q=0.0022 index_usage_batch=0.6088 perplexity=7927.1206 loss_commit=0.0022 loss=0.0624 fps=24.0956, 50.3s (d 0.01) 16.9h/38.6h +[09-29 16:54:14] Epoch 874 started. +[09-29 16:55:04] Epoch 874 training done. Time: 50.46s +[09-29 16:55:04] Epoch 874, train: fm_loss=0.0186 perceptual_loss=0.0888 rp_loss=0.0630 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5039 ssim=0.8576 loss_q=0.0022 index_usage_batch=0.6088 perplexity=7927.2153 loss_commit=0.0022 loss=0.0632 fps=24.0602, 50.5s (d 0.01) 16.9h/38.6h +[09-29 16:55:04] Epoch 875 started. +[09-29 16:55:54] Epoch 875 training done. Time: 49.98s +[09-29 16:58:50] Calculating FVD with running real stats +[09-29 17:00:11] Converting video data to uint8 +[09-29 17:01:19] Converting video data to uint8 +[09-29 17:01:19] Preparing to save rng states... +[09-29 17:01:19] Saving checkpoint... +[09-29 17:01:51] New best checkpoint saved: best_fvd_129.49.pth +[09-29 17:01:51] Epoch 875, train: fm_loss=0.0178 perceptual_loss=0.0905 rp_loss=0.0631 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4059 ssim=0.8550 loss_q=0.0022 index_usage_batch=0.6089 perplexity=7927.3135 loss_commit=0.0022 loss=0.0633 fps=24.1648, + eval: ucf101_val_psnr=24.0630 ucf101_val_ssim=0.7414 ucf101_val_fps=2.6990 ucf101_val_fvd=129.4910, +Latest checkpoint saved. Time: 31.93s +, 6.8m (d 0.01) 17.0h/38.8h +[09-29 17:01:51] Epoch 876 started. +[09-29 17:02:41] Epoch 876 training done. Time: 50.19s +[09-29 17:02:41] Epoch 876, train: fm_loss=0.0169 perceptual_loss=0.0905 rp_loss=0.0621 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3891 ssim=0.8553 loss_q=0.0023 index_usage_batch=0.6089 perplexity=7927.4292 loss_commit=0.0023 loss=0.0624 fps=24.0141, 50.2s (d 0.01) 17.0h/38.8h +[09-29 17:02:41] Epoch 877 started. +[09-29 17:03:32] Epoch 877 training done. Time: 50.79s +[09-29 17:03:32] Epoch 877, train: fm_loss=0.0178 perceptual_loss=0.0884 rp_loss=0.0620 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4793 ssim=0.8578 loss_q=0.0023 index_usage_batch=0.6091 perplexity=7927.5005 loss_commit=0.0023 loss=0.0623 fps=23.9920, 50.8s (d 0.01) 17.0h/38.8h +[09-29 17:03:32] Epoch 878 started. +[09-29 17:04:24] Epoch 878 training done. Time: 51.44s +[09-29 17:04:24] Epoch 878, train: fm_loss=0.0175 perceptual_loss=0.0892 rp_loss=0.0621 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3965 ssim=0.8553 loss_q=0.0022 index_usage_batch=0.6090 perplexity=7927.5918 loss_commit=0.0022 loss=0.0623 fps=23.8204, 51.4s (d 0.01) 17.0h/38.8h +[09-29 17:04:24] Epoch 879 started. +[09-29 17:05:14] Epoch 879 training done. Time: 50.47s +[09-29 17:05:14] Epoch 879, train: fm_loss=0.0171 perceptual_loss=0.0901 rp_loss=0.0622 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3516 ssim=0.8529 loss_q=0.0022 index_usage_batch=0.6091 perplexity=7927.6836 loss_commit=0.0022 loss=0.0624 fps=24.0700, 50.5s (d 0.01) 17.0h/38.8h +[09-29 17:05:14] Epoch 880 started. +[09-29 17:06:05] Epoch 880 training done. Time: 50.43s +[09-29 17:06:05] Epoch 880, train: fm_loss=0.0172 perceptual_loss=0.0887 rp_loss=0.0616 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4206 ssim=0.8574 loss_q=0.0022 index_usage_batch=0.6090 perplexity=7927.7778 loss_commit=0.0022 loss=0.0618 fps=24.0446, 50.4s (d 0.01) 17.1h/38.8h +[09-29 17:06:05] Epoch 881 started. +[09-29 17:06:55] Epoch 881 training done. Time: 50.03s +[09-29 17:06:55] Epoch 881, train: fm_loss=0.0173 perceptual_loss=0.0887 rp_loss=0.0617 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4302 ssim=0.8562 loss_q=0.0022 index_usage_batch=0.6091 perplexity=7927.8799 loss_commit=0.0022 loss=0.0619 fps=24.1406, 50.0s (d 0.01) 17.1h/38.8h +[09-29 17:06:55] Epoch 882 started. +[09-29 17:07:46] Epoch 882 training done. Time: 51.16s +[09-29 17:07:46] Epoch 882, train: fm_loss=0.0193 perceptual_loss=0.0877 rp_loss=0.0631 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6125 ssim=0.8585 loss_q=0.0022 index_usage_batch=0.6092 perplexity=7927.9893 loss_commit=0.0022 loss=0.0634 fps=23.9373, 51.2s (d 0.01) 17.1h/38.7h +[09-29 17:07:46] Epoch 883 started. +[09-29 17:08:36] Epoch 883 training done. Time: 49.84s +[09-29 17:08:36] Epoch 883, train: fm_loss=0.0177 perceptual_loss=0.0899 rp_loss=0.0626 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4258 ssim=0.8545 loss_q=0.0022 index_usage_batch=0.6091 perplexity=7928.0811 loss_commit=0.0022 loss=0.0628 fps=24.2390, 49.8s (d 0.01) 17.1h/38.7h +[09-29 17:08:36] Epoch 884 started. +[09-29 17:09:27] Epoch 884 training done. Time: 51.56s +[09-29 17:09:27] Epoch 884, train: fm_loss=0.0176 perceptual_loss=0.0892 rp_loss=0.0622 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4551 ssim=0.8558 loss_q=0.0022 index_usage_batch=0.6089 perplexity=7928.1606 loss_commit=0.0022 loss=0.0624 fps=23.8368, 51.6s (d 0.01) 17.1h/38.7h +[09-29 17:09:27] Epoch 885 started. +[09-29 17:10:17] Epoch 885 training done. Time: 50.27s +[09-29 17:10:17] Epoch 885, train: fm_loss=0.0183 perceptual_loss=0.0888 rp_loss=0.0627 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4906 ssim=0.8583 loss_q=0.0022 index_usage_batch=0.6093 perplexity=7928.2495 loss_commit=0.0022 loss=0.0629 fps=24.1192, 50.3s (d 0.01) 17.1h/38.7h +[09-29 17:10:17] Epoch 886 started. +[09-29 17:11:07] Epoch 886 training done. Time: 50.01s +[09-29 17:11:07] Epoch 886, train: fm_loss=0.0175 perceptual_loss=0.0896 rp_loss=0.0623 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4449 ssim=0.8558 loss_q=0.0022 index_usage_batch=0.6091 perplexity=7928.3403 loss_commit=0.0022 loss=0.0625 fps=24.2126, 50.0s (d 0.01) 17.1h/38.7h +[09-29 17:11:07] Epoch 887 started. +[09-29 17:11:58] Epoch 887 training done. Time: 50.30s +[09-29 17:11:58] Epoch 887, train: fm_loss=0.0170 perceptual_loss=0.0884 rp_loss=0.0612 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4889 ssim=0.8581 loss_q=0.0022 index_usage_batch=0.6092 perplexity=7928.4341 loss_commit=0.0022 loss=0.0614 fps=24.1190, 50.3s (d 0.01) 17.2h/38.7h +[09-29 17:11:58] Epoch 888 started. +[09-29 17:12:48] Epoch 888 training done. Time: 50.65s +[09-29 17:12:48] Epoch 888, train: fm_loss=0.0177 perceptual_loss=0.0892 rp_loss=0.0623 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4600 ssim=0.8563 loss_q=0.0022 index_usage_batch=0.6092 perplexity=7928.5244 loss_commit=0.0022 loss=0.0625 fps=24.0548, 50.6s (d 0.01) 17.2h/38.7h +[09-29 17:12:48] Epoch 889 started. +[09-29 17:13:39] Epoch 889 training done. Time: 50.64s +[09-29 17:13:39] Epoch 889, train: fm_loss=0.0180 perceptual_loss=0.0885 rp_loss=0.0623 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4972 ssim=0.8581 loss_q=0.0023 index_usage_batch=0.6092 perplexity=7928.6221 loss_commit=0.0023 loss=0.0625 fps=24.0551, 50.6s (d 0.01) 17.2h/38.7h +[09-29 17:13:39] Epoch 890 started. +[09-29 17:14:30] Epoch 890 training done. Time: 50.75s +[09-29 17:14:30] Epoch 890, train: fm_loss=0.0177 perceptual_loss=0.0872 rp_loss=0.0613 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4984 ssim=0.8602 loss_q=0.0023 index_usage_batch=0.6092 perplexity=7928.7100 loss_commit=0.0023 loss=0.0615 fps=24.0029, 50.8s (d 0.01) 17.2h/38.6h +[09-29 17:14:30] Epoch 891 started. +[09-29 17:15:20] Epoch 891 training done. Time: 50.36s +[09-29 17:15:20] Epoch 891, train: fm_loss=0.0190 perceptual_loss=0.0887 rp_loss=0.0633 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5276 ssim=0.8560 loss_q=0.0023 index_usage_batch=0.6097 perplexity=7928.7988 loss_commit=0.0023 loss=0.0636 fps=24.1112, 50.4s (d 0.01) 17.2h/38.6h +[09-29 17:15:20] Epoch 892 started. +[09-29 17:16:10] Epoch 892 training done. Time: 49.95s +[09-29 17:16:10] Epoch 892, train: fm_loss=0.0183 perceptual_loss=0.0887 rp_loss=0.0626 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5395 ssim=0.8573 loss_q=0.0023 index_usage_batch=0.6094 perplexity=7928.8818 loss_commit=0.0023 loss=0.0628 fps=24.1778, 50.0s (d 0.01) 17.2h/38.6h +[09-29 17:16:10] Epoch 893 started. +[09-29 17:17:01] Epoch 893 training done. Time: 51.33s +[09-29 17:17:01] Epoch 893, train: fm_loss=0.0176 perceptual_loss=0.0895 rp_loss=0.0624 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4294 ssim=0.8552 loss_q=0.0023 index_usage_batch=0.6091 perplexity=7928.9717 loss_commit=0.0023 loss=0.0626 fps=23.9116, 51.3s (d 0.01) 17.2h/38.6h +[09-29 17:17:01] Epoch 894 started. +[09-29 17:17:51] Epoch 894 training done. Time: 49.96s +[09-29 17:17:51] Epoch 894, train: fm_loss=0.0180 perceptual_loss=0.0889 rp_loss=0.0624 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4815 ssim=0.8571 loss_q=0.0023 index_usage_batch=0.6094 perplexity=7929.0586 loss_commit=0.0023 loss=0.0626 fps=24.1804, 50.0s (d 0.01) 17.3h/38.6h +[09-29 17:17:51] Epoch 895 started. +[09-29 17:18:43] Epoch 895 training done. Time: 51.60s +[09-29 17:18:43] Epoch 895, train: fm_loss=0.0180 perceptual_loss=0.0886 rp_loss=0.0623 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5319 ssim=0.8570 loss_q=0.0023 index_usage_batch=0.6091 perplexity=7929.1479 loss_commit=0.0023 loss=0.0625 fps=23.8489, 51.6s (d 0.01) 17.3h/38.6h +[09-29 17:18:43] Epoch 896 started. +[09-29 17:19:34] Epoch 896 training done. Time: 50.47s +[09-29 17:19:34] Epoch 896, train: fm_loss=0.0188 perceptual_loss=0.0889 rp_loss=0.0633 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5338 ssim=0.8571 loss_q=0.0023 index_usage_batch=0.6095 perplexity=7929.2310 loss_commit=0.0023 loss=0.0635 fps=24.0623, 50.5s (d 0.01) 17.3h/38.6h +[09-29 17:19:34] Epoch 897 started. +[09-29 17:20:23] Epoch 897 training done. Time: 49.95s +[09-29 17:20:23] Epoch 897, train: fm_loss=0.0177 perceptual_loss=0.0875 rp_loss=0.0614 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5676 ssim=0.8597 loss_q=0.0023 index_usage_batch=0.6095 perplexity=7929.3208 loss_commit=0.0023 loss=0.0617 fps=24.1859, 50.0s (d 0.01) 17.3h/38.6h +[09-29 17:20:23] Epoch 898 started. +[09-29 17:21:15] Epoch 898 training done. Time: 51.20s +[09-29 17:21:15] Epoch 898, train: fm_loss=0.0173 perceptual_loss=0.0898 rp_loss=0.0622 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.3845 ssim=0.8538 loss_q=0.0023 index_usage_batch=0.6091 perplexity=7929.4214 loss_commit=0.0023 loss=0.0624 fps=23.9780, 51.2s (d 0.02) 17.3h/38.6h +[09-29 17:21:15] Epoch 899 started. +[09-29 17:22:05] Epoch 899 training done. Time: 50.32s +[09-29 17:22:05] Epoch 899, train: fm_loss=0.0180 perceptual_loss=0.0876 rp_loss=0.0618 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5505 ssim=0.8591 loss_q=0.0023 index_usage_batch=0.6095 perplexity=7929.5122 loss_commit=0.0023 loss=0.0621 fps=24.0851, 50.3s (d 0.01) 17.3h/38.5h +[09-29 17:22:05] Epoch 900 started. +[09-29 17:22:56] Epoch 900 training done. Time: 51.28s +[09-29 17:25:51] Calculating FVD with running real stats +[09-29 17:27:13] Converting video data to uint8 +[09-29 17:28:21] Converting video data to uint8 +[09-29 17:28:21] Preparing to save rng states... +[09-29 17:28:21] Saving checkpoint... +[09-29 17:28:52] New best checkpoint saved: best_fvd_117.32.pth +[09-29 17:28:53] Epoch 900, train: fm_loss=0.0168 perceptual_loss=0.0882 rp_loss=0.0609 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4644 ssim=0.8584 loss_q=0.0023 index_usage_batch=0.6092 perplexity=7929.6006 loss_commit=0.0023 loss=0.0611 fps=23.8862, + eval: ucf101_val_psnr=24.0222 ucf101_val_ssim=0.7672 ucf101_val_fps=2.7100 ucf101_val_fvd=117.3175, +Latest checkpoint saved. Time: 31.18s +, 6.8m (d 0.01) 17.4h/38.7h +[09-29 17:28:53] Epoch 901 started. +[09-29 17:29:43] Epoch 901 training done. Time: 50.61s +[09-29 17:29:43] Epoch 901, train: fm_loss=0.0176 perceptual_loss=0.0894 rp_loss=0.0622 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5514 ssim=0.8574 loss_q=0.0023 index_usage_batch=0.6097 perplexity=7929.7188 loss_commit=0.0023 loss=0.0625 fps=23.9073, 50.6s (d 0.01) 17.5h/38.7h +[09-29 17:29:43] Epoch 902 started. +[09-29 17:30:33] Epoch 902 training done. Time: 50.04s +[09-29 17:30:33] Epoch 902, train: fm_loss=0.0178 perceptual_loss=0.0880 rp_loss=0.0618 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5362 ssim=0.8585 loss_q=0.0023 index_usage_batch=0.6091 perplexity=7929.8091 loss_commit=0.0023 loss=0.0620 fps=24.1338, 50.0s (d 0.01) 17.5h/38.7h +[09-29 17:30:33] Epoch 903 started. +[09-29 17:31:24] Epoch 903 training done. Time: 50.86s +[09-29 17:31:24] Epoch 903, train: fm_loss=0.0172 perceptual_loss=0.0891 rp_loss=0.0618 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4635 ssim=0.8566 loss_q=0.0023 index_usage_batch=0.6093 perplexity=7929.9043 loss_commit=0.0023 loss=0.0620 fps=23.9745, 50.9s (d 0.01) 17.5h/38.7h +[09-29 17:31:24] Epoch 904 started. +[09-29 17:32:14] Epoch 904 training done. Time: 50.44s +[09-29 17:32:14] Epoch 904, train: fm_loss=0.0180 perceptual_loss=0.0885 rp_loss=0.0622 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5387 ssim=0.8588 loss_q=0.0023 index_usage_batch=0.6094 perplexity=7930.0000 loss_commit=0.0023 loss=0.0625 fps=24.0497, 50.4s (d 0.01) 17.5h/38.7h +[09-29 17:32:14] Epoch 905 started. +[09-29 17:33:05] Epoch 905 training done. Time: 50.50s +[09-29 17:33:05] Epoch 905, train: fm_loss=0.0175 perceptual_loss=0.0885 rp_loss=0.0618 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4363 ssim=0.8577 loss_q=0.0023 index_usage_batch=0.6091 perplexity=7930.0830 loss_commit=0.0023 loss=0.0620 fps=24.0439, 50.5s (d 0.01) 17.5h/38.7h +[09-29 17:33:05] Epoch 906 started. +[09-29 17:33:57] Epoch 906 training done. Time: 51.64s +[09-29 17:33:57] Epoch 906, train: fm_loss=0.0176 perceptual_loss=0.0881 rp_loss=0.0616 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5398 ssim=0.8581 loss_q=0.0024 index_usage_batch=0.6095 perplexity=7930.1714 loss_commit=0.0024 loss=0.0619 fps=23.8298, 51.6s (d 0.01) 17.5h/38.7h +[09-29 17:33:57] Epoch 907 started. +[09-29 17:34:47] Epoch 907 training done. Time: 50.02s +[09-29 17:34:47] Epoch 907, train: fm_loss=0.0176 perceptual_loss=0.0894 rp_loss=0.0623 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5331 ssim=0.8564 loss_q=0.0024 index_usage_batch=0.6097 perplexity=7930.2612 loss_commit=0.0024 loss=0.0625 fps=24.1432, 50.0s (d 0.01) 17.5h/38.7h +[09-29 17:34:47] Epoch 908 started. +[09-29 17:35:37] Epoch 908 training done. Time: 49.95s +[09-29 17:35:37] Epoch 908, train: fm_loss=0.0174 perceptual_loss=0.0882 rp_loss=0.0615 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5100 ssim=0.8579 loss_q=0.0024 index_usage_batch=0.6092 perplexity=7930.3623 loss_commit=0.0024 loss=0.0618 fps=24.1732, 49.9s (d 0.01) 17.5h/38.7h +[09-29 17:35:37] Epoch 909 started. +[09-29 17:36:27] Epoch 909 training done. Time: 50.91s +[09-29 17:36:27] Epoch 909, train: fm_loss=0.0189 perceptual_loss=0.0881 rp_loss=0.0630 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5589 ssim=0.8573 loss_q=0.0024 index_usage_batch=0.6093 perplexity=7930.4570 loss_commit=0.0024 loss=0.0632 fps=23.9829, 50.9s (d 0.01) 17.6h/38.6h +[09-29 17:36:27] Epoch 910 started. +[09-29 17:37:18] Epoch 910 training done. Time: 50.70s +[09-29 17:37:18] Epoch 910, train: fm_loss=0.0171 perceptual_loss=0.0883 rp_loss=0.0613 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4629 ssim=0.8580 loss_q=0.0024 index_usage_batch=0.6092 perplexity=7930.5469 loss_commit=0.0024 loss=0.0615 fps=24.0391, 50.7s (d 0.02) 17.6h/38.6h +[09-29 17:37:18] Epoch 911 started. +[09-29 17:38:09] Epoch 911 training done. Time: 51.19s +[09-29 17:38:09] Epoch 911, train: fm_loss=0.0182 perceptual_loss=0.0886 rp_loss=0.0625 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5302 ssim=0.8574 loss_q=0.0024 index_usage_batch=0.6096 perplexity=7930.6362 loss_commit=0.0024 loss=0.0627 fps=23.8898, 51.2s (d 0.01) 17.6h/38.6h +[09-29 17:38:09] Epoch 912 started. +[09-29 17:39:00] Epoch 912 training done. Time: 50.92s +[09-29 17:39:00] Epoch 912, train: fm_loss=0.0180 perceptual_loss=0.0884 rp_loss=0.0622 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4807 ssim=0.8565 loss_q=0.0024 index_usage_batch=0.6094 perplexity=7930.7266 loss_commit=0.0024 loss=0.0624 fps=23.9495, 50.9s (d 0.01) 17.6h/38.6h +[09-29 17:39:00] Epoch 913 started. +[09-29 17:39:50] Epoch 913 training done. Time: 50.09s +[09-29 17:39:50] Epoch 913, train: fm_loss=0.0177 perceptual_loss=0.0882 rp_loss=0.0618 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5314 ssim=0.8583 loss_q=0.0024 index_usage_batch=0.6091 perplexity=7930.8164 loss_commit=0.0024 loss=0.0621 fps=24.2066, 50.1s (d 0.02) 17.6h/38.6h +[09-29 17:39:50] Epoch 914 started. +[09-29 17:40:41] Epoch 914 training done. Time: 50.38s +[09-29 17:40:41] Epoch 914, train: fm_loss=0.0164 perceptual_loss=0.0880 rp_loss=0.0604 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4659 ssim=0.8590 loss_q=0.0024 index_usage_batch=0.6094 perplexity=7930.9146 loss_commit=0.0024 loss=0.0607 fps=24.0706, 50.4s (d 0.01) 17.6h/38.6h +[09-29 17:40:41] Epoch 915 started. +[09-29 17:41:32] Epoch 915 training done. Time: 50.79s +[09-29 17:41:32] Epoch 915, train: fm_loss=0.0166 perceptual_loss=0.0886 rp_loss=0.0609 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4488 ssim=0.8576 loss_q=0.0024 index_usage_batch=0.6092 perplexity=7931.0146 loss_commit=0.0024 loss=0.0611 fps=23.9947, 50.8s (d 0.01) 17.6h/38.6h +[09-29 17:41:32] Epoch 916 started. +[09-29 17:42:22] Epoch 916 training done. Time: 50.83s +[09-29 17:42:22] Epoch 916, train: fm_loss=0.0176 perceptual_loss=0.0880 rp_loss=0.0615 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5786 ssim=0.8601 loss_q=0.0025 index_usage_batch=0.6093 perplexity=7931.1016 loss_commit=0.0025 loss=0.0618 fps=23.9899, 50.8s (d 0.01) 17.7h/38.6h +[09-29 17:42:22] Epoch 917 started. +[09-29 17:43:14] Epoch 917 training done. Time: 51.39s +[09-29 17:43:14] Epoch 917, train: fm_loss=0.0177 perceptual_loss=0.0888 rp_loss=0.0621 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4263 ssim=0.8559 loss_q=0.0025 index_usage_batch=0.6095 perplexity=7931.1875 loss_commit=0.0025 loss=0.0623 fps=23.8825, 51.4s (d 0.01) 17.7h/38.6h +[09-29 17:43:14] Epoch 918 started. +[09-29 17:44:04] Epoch 918 training done. Time: 49.89s +[09-29 17:44:04] Epoch 918, train: fm_loss=0.0179 perceptual_loss=0.0876 rp_loss=0.0616 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5608 ssim=0.8591 loss_q=0.0025 index_usage_batch=0.6096 perplexity=7931.2842 loss_commit=0.0025 loss=0.0619 fps=24.2015, 49.9s (d 0.01) 17.7h/38.5h +[09-29 17:44:04] Epoch 919 started. +[09-29 17:44:54] Epoch 919 training done. Time: 50.37s +[09-29 17:44:54] Epoch 919, train: fm_loss=0.0163 perceptual_loss=0.0886 rp_loss=0.0606 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4589 ssim=0.8581 loss_q=0.0025 index_usage_batch=0.6093 perplexity=7931.3750 loss_commit=0.0025 loss=0.0609 fps=24.1022, 50.4s (d 0.01) 17.7h/38.5h +[09-29 17:44:54] Epoch 920 started. +[09-29 17:45:44] Epoch 920 training done. Time: 50.41s +[09-29 17:45:44] Epoch 920, train: fm_loss=0.0174 perceptual_loss=0.0873 rp_loss=0.0610 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5670 ssim=0.8601 loss_q=0.0025 index_usage_batch=0.6092 perplexity=7931.4614 loss_commit=0.0025 loss=0.0613 fps=24.0712, 50.4s (d 0.01) 17.7h/38.5h +[09-29 17:45:44] Epoch 921 started. +[09-29 17:46:36] Epoch 921 training done. Time: 51.18s +[09-29 17:46:36] Epoch 921, train: fm_loss=0.0177 perceptual_loss=0.0896 rp_loss=0.0626 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4797 ssim=0.8552 loss_q=0.0025 index_usage_batch=0.6096 perplexity=7931.5625 loss_commit=0.0025 loss=0.0628 fps=23.9009, 51.2s (d 0.01) 17.7h/38.5h +[09-29 17:46:36] Epoch 922 started. +[09-29 17:47:26] Epoch 922 training done. Time: 50.43s +[09-29 17:47:26] Epoch 922, train: fm_loss=0.0175 perceptual_loss=0.0882 rp_loss=0.0616 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5893 ssim=0.8601 loss_q=0.0025 index_usage_batch=0.6092 perplexity=7931.6602 loss_commit=0.0025 loss=0.0618 fps=24.0705, 50.4s (d 0.01) 17.7h/38.5h +[09-29 17:47:26] Epoch 923 started. +[09-29 17:48:17] Epoch 923 training done. Time: 50.82s +[09-29 17:48:17] Epoch 923, train: fm_loss=0.0169 perceptual_loss=0.0874 rp_loss=0.0606 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5030 ssim=0.8595 loss_q=0.0025 index_usage_batch=0.6097 perplexity=7931.7466 loss_commit=0.0025 loss=0.0609 fps=23.9930, 50.8s (d 0.01) 17.8h/38.5h +[09-29 17:48:17] Epoch 924 started. +[09-29 17:49:07] Epoch 924 training done. Time: 50.32s +[09-29 17:49:07] Epoch 924, train: fm_loss=0.0174 perceptual_loss=0.0873 rp_loss=0.0610 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5152 ssim=0.8589 loss_q=0.0026 index_usage_batch=0.6093 perplexity=7931.8486 loss_commit=0.0026 loss=0.0613 fps=24.1185, 50.3s (d 0.01) 17.8h/38.5h +[09-29 17:49:07] Epoch 925 started. +[09-29 17:49:58] Epoch 925 training done. Time: 50.34s +[09-29 17:52:52] Calculating FVD with running real stats +[09-29 17:54:13] Converting video data to uint8 +[09-29 17:55:21] Converting video data to uint8 +[09-29 17:55:22] Preparing to save rng states... +[09-29 17:55:22] Saving checkpoint... +[09-29 17:55:54] New best checkpoint saved: best_fvd_107.95.pth +[09-29 17:55:54] Epoch 925, train: fm_loss=0.0172 perceptual_loss=0.0867 rp_loss=0.0605 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5829 ssim=0.8617 loss_q=0.0026 index_usage_batch=0.6090 perplexity=7931.9458 loss_commit=0.0026 loss=0.0608 fps=24.0964, + eval: ucf101_val_psnr=24.1308 ucf101_val_ssim=0.7627 ucf101_val_fps=2.7160 ucf101_val_fvd=107.9550, +Latest checkpoint saved. Time: 31.93s +, 6.8m (d 0.01) 17.9h/38.7h +[09-29 17:55:54] Epoch 926 started. +[09-29 17:56:44] Epoch 926 training done. Time: 50.24s +[09-29 17:56:44] Epoch 926, train: fm_loss=0.0184 perceptual_loss=0.0876 rp_loss=0.0622 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6107 ssim=0.8594 loss_q=0.0026 index_usage_batch=0.6090 perplexity=7932.0615 loss_commit=0.0026 loss=0.0624 fps=23.9274, 50.2s (d 0.01) 17.9h/38.7h +[09-29 17:56:44] Epoch 927 started. +[09-29 17:57:35] Epoch 927 training done. Time: 51.04s +[09-29 17:57:35] Epoch 927, train: fm_loss=0.0179 perceptual_loss=0.0880 rp_loss=0.0619 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5720 ssim=0.8583 loss_q=0.0026 index_usage_batch=0.6090 perplexity=7932.1616 loss_commit=0.0026 loss=0.0621 fps=23.9124, 51.0s (d 0.01) 17.9h/38.7h +[09-29 17:57:35] Epoch 928 started. +[09-29 17:58:26] Epoch 928 training done. Time: 50.98s +[09-29 17:58:26] Epoch 928, train: fm_loss=0.0178 perceptual_loss=0.0882 rp_loss=0.0619 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4943 ssim=0.8569 loss_q=0.0027 index_usage_batch=0.6089 perplexity=7932.2612 loss_commit=0.0027 loss=0.0622 fps=23.9099, 51.0s (d 0.01) 17.9h/38.6h +[09-29 17:58:26] Epoch 929 started. +[09-29 17:59:17] Epoch 929 training done. Time: 50.95s +[09-29 17:59:17] Epoch 929, train: fm_loss=0.0173 perceptual_loss=0.0879 rp_loss=0.0613 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5440 ssim=0.8588 loss_q=0.0027 index_usage_batch=0.6087 perplexity=7932.3477 loss_commit=0.0027 loss=0.0616 fps=23.9283, 51.0s (d 0.01) 17.9h/38.6h +[09-29 17:59:17] Epoch 930 started. +[09-29 18:00:07] Epoch 930 training done. Time: 50.44s +[09-29 18:00:07] Epoch 930, train: fm_loss=0.0168 perceptual_loss=0.0885 rp_loss=0.0610 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4930 ssim=0.8591 loss_q=0.0027 index_usage_batch=0.6086 perplexity=7932.4487 loss_commit=0.0027 loss=0.0613 fps=24.0686, 50.4s (d 0.01) 18.0h/38.6h +[09-29 18:00:07] Epoch 931 started. +[09-29 18:00:58] Epoch 931 training done. Time: 50.43s +[09-29 18:00:58] Epoch 931, train: fm_loss=0.0181 perceptual_loss=0.0887 rp_loss=0.0625 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5264 ssim=0.8558 loss_q=0.0027 index_usage_batch=0.6086 perplexity=7932.5630 loss_commit=0.0027 loss=0.0628 fps=24.0641, 50.4s (d 0.01) 18.0h/38.6h +[09-29 18:00:58] Epoch 932 started. +[09-29 18:01:48] Epoch 932 training done. Time: 50.58s +[09-29 18:01:48] Epoch 932, train: fm_loss=0.0176 perceptual_loss=0.0884 rp_loss=0.0618 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5441 ssim=0.8587 loss_q=0.0028 index_usage_batch=0.6083 perplexity=7932.6650 loss_commit=0.0028 loss=0.0621 fps=24.0099, 50.6s (d 0.01) 18.0h/38.6h +[09-29 18:01:48] Epoch 933 started. +[09-29 18:02:40] Epoch 933 training done. Time: 51.36s +[09-29 18:02:40] Epoch 933, train: fm_loss=0.0181 perceptual_loss=0.0863 rp_loss=0.0612 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6359 ssim=0.8618 loss_q=0.0028 index_usage_batch=0.6081 perplexity=7932.7695 loss_commit=0.0028 loss=0.0615 fps=23.8517, 51.4s (d 0.01) 18.0h/38.6h +[09-29 18:02:40] Epoch 934 started. +[09-29 18:03:30] Epoch 934 training done. Time: 50.44s +[09-29 18:03:30] Epoch 934, train: fm_loss=0.0173 perceptual_loss=0.0873 rp_loss=0.0609 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5742 ssim=0.8595 loss_q=0.0028 index_usage_batch=0.6080 perplexity=7932.8877 loss_commit=0.0028 loss=0.0612 fps=24.0456, 50.4s (d 0.01) 18.0h/38.6h +[09-29 18:03:30] Epoch 935 started. +[09-29 18:04:21] Epoch 935 training done. Time: 50.61s +[09-29 18:04:21] Epoch 935, train: fm_loss=0.0180 perceptual_loss=0.0879 rp_loss=0.0619 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5508 ssim=0.8581 loss_q=0.0028 index_usage_batch=0.6077 perplexity=7932.9976 loss_commit=0.0028 loss=0.0622 fps=24.0241, 50.6s (d 0.01) 18.0h/38.6h +[09-29 18:04:21] Epoch 936 started. +[09-29 18:05:12] Epoch 936 training done. Time: 51.14s +[09-29 18:05:12] Epoch 936, train: fm_loss=0.0178 perceptual_loss=0.0875 rp_loss=0.0615 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5460 ssim=0.8601 loss_q=0.0029 index_usage_batch=0.6077 perplexity=7933.1016 loss_commit=0.0029 loss=0.0618 fps=23.8719, 51.1s (d 0.01) 18.0h/38.6h +[09-29 18:05:12] Epoch 937 started. +[09-29 18:06:02] Epoch 937 training done. Time: 50.56s +[09-29 18:06:02] Epoch 937, train: fm_loss=0.0175 perceptual_loss=0.0876 rp_loss=0.0614 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5673 ssim=0.8594 loss_q=0.0029 index_usage_batch=0.6076 perplexity=7933.2114 loss_commit=0.0029 loss=0.0616 fps=24.0283, 50.6s (d 0.01) 18.1h/38.5h +[09-29 18:06:02] Epoch 938 started. +[09-29 18:06:53] Epoch 938 training done. Time: 50.86s +[09-29 18:06:53] Epoch 938, train: fm_loss=0.0173 perceptual_loss=0.0871 rp_loss=0.0608 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5395 ssim=0.8600 loss_q=0.0029 index_usage_batch=0.6074 perplexity=7933.3237 loss_commit=0.0029 loss=0.0611 fps=23.9801, 50.9s (d 0.01) 18.1h/38.5h +[09-29 18:06:53] Epoch 939 started. +[09-29 18:07:44] Epoch 939 training done. Time: 50.82s +[09-29 18:07:44] Epoch 939, train: fm_loss=0.0179 perceptual_loss=0.0879 rp_loss=0.0619 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5203 ssim=0.8583 loss_q=0.0029 index_usage_batch=0.6074 perplexity=7933.4287 loss_commit=0.0029 loss=0.0622 fps=23.9837, 50.8s (d 0.01) 18.1h/38.5h +[09-29 18:07:44] Epoch 940 started. +[09-29 18:08:34] Epoch 940 training done. Time: 50.30s +[09-29 18:08:34] Epoch 940, train: fm_loss=0.0189 perceptual_loss=0.0876 rp_loss=0.0627 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5513 ssim=0.8568 loss_q=0.0029 index_usage_batch=0.6075 perplexity=7933.5391 loss_commit=0.0029 loss=0.0630 fps=24.1449, 50.3s (d 0.01) 18.1h/38.5h +[09-29 18:08:34] Epoch 941 started. +[09-29 18:09:25] Epoch 941 training done. Time: 50.71s +[09-29 18:09:25] Epoch 941, train: fm_loss=0.0179 perceptual_loss=0.0875 rp_loss=0.0616 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5896 ssim=0.8600 loss_q=0.0030 index_usage_batch=0.6075 perplexity=7933.6567 loss_commit=0.0030 loss=0.0619 fps=24.0116, 50.7s (d 0.01) 18.1h/38.5h +[09-29 18:09:25] Epoch 942 started. +[09-29 18:10:15] Epoch 942 training done. Time: 50.31s +[09-29 18:10:15] Epoch 942, train: fm_loss=0.0185 perceptual_loss=0.0880 rp_loss=0.0625 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6021 ssim=0.8588 loss_q=0.0030 index_usage_batch=0.6077 perplexity=7933.7617 loss_commit=0.0030 loss=0.0628 fps=24.1109, 50.3s (d 0.01) 18.1h/38.5h +[09-29 18:10:15] Epoch 943 started. +[09-29 18:11:06] Epoch 943 training done. Time: 50.26s +[09-29 18:11:06] Epoch 943, train: fm_loss=0.0176 perceptual_loss=0.0878 rp_loss=0.0615 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5416 ssim=0.8593 loss_q=0.0030 index_usage_batch=0.6079 perplexity=7933.8760 loss_commit=0.0030 loss=0.0618 fps=24.1431, 50.3s (d 0.01) 18.1h/38.5h +[09-29 18:11:06] Epoch 944 started. +[09-29 18:11:56] Epoch 944 training done. Time: 50.65s +[09-29 18:11:56] Epoch 944, train: fm_loss=0.0180 perceptual_loss=0.0874 rp_loss=0.0617 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5782 ssim=0.8589 loss_q=0.0030 index_usage_batch=0.6080 perplexity=7933.9995 loss_commit=0.0030 loss=0.0620 fps=24.0329, 50.7s (d 0.01) 18.2h/38.5h +[09-29 18:11:56] Epoch 945 started. +[09-29 18:12:47] Epoch 945 training done. Time: 50.92s +[09-29 18:12:47] Epoch 945, train: fm_loss=0.0175 perceptual_loss=0.0870 rp_loss=0.0610 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6062 ssim=0.8613 loss_q=0.0030 index_usage_batch=0.6077 perplexity=7934.1162 loss_commit=0.0030 loss=0.0613 fps=23.9709, 50.9s (d 0.01) 18.2h/38.5h +[09-29 18:12:47] Epoch 946 started. +[09-29 18:13:38] Epoch 946 training done. Time: 50.30s +[09-29 18:13:38] Epoch 946, train: fm_loss=0.0175 perceptual_loss=0.0876 rp_loss=0.0613 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5614 ssim=0.8591 loss_q=0.0030 index_usage_batch=0.6079 perplexity=7934.2344 loss_commit=0.0030 loss=0.0616 fps=24.1120, 50.3s (d 0.01) 18.2h/38.4h +[09-29 18:13:38] Epoch 947 started. +[09-29 18:14:28] Epoch 947 training done. Time: 50.66s +[09-29 18:14:28] Epoch 947, train: fm_loss=0.0178 perceptual_loss=0.0873 rp_loss=0.0615 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5667 ssim=0.8592 loss_q=0.0031 index_usage_batch=0.6077 perplexity=7934.3433 loss_commit=0.0031 loss=0.0618 fps=24.0294, 50.7s (d 0.01) 18.2h/38.4h +[09-29 18:14:28] Epoch 948 started. +[09-29 18:15:19] Epoch 948 training done. Time: 50.50s +[09-29 18:15:19] Epoch 948, train: fm_loss=0.0169 perceptual_loss=0.0876 rp_loss=0.0607 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5216 ssim=0.8604 loss_q=0.0031 index_usage_batch=0.6076 perplexity=7934.4443 loss_commit=0.0031 loss=0.0610 fps=24.0872, 50.5s (d 0.01) 18.2h/38.4h +[09-29 18:15:19] Epoch 949 started. +[09-29 18:16:09] Epoch 949 training done. Time: 49.96s +[09-29 18:16:09] Epoch 949, train: fm_loss=0.0170 perceptual_loss=0.0874 rp_loss=0.0607 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5134 ssim=0.8598 loss_q=0.0031 index_usage_batch=0.6076 perplexity=7934.5625 loss_commit=0.0031 loss=0.0610 fps=24.1834, 50.0s (d 0.01) 18.2h/38.4h +[09-29 18:16:09] Epoch 950 started. +[09-29 18:17:01] Epoch 950 training done. Time: 51.98s +[09-29 18:19:55] Calculating FVD with running real stats +[09-29 18:21:17] Converting video data to uint8 +[09-29 18:22:24] Converting video data to uint8 +[09-29 18:22:24] Preparing to save rng states... +[09-29 18:22:24] Saving checkpoint... +[09-29 18:22:56] New best checkpoint saved: best_fvd_107.84.pth +[09-29 18:22:56] Epoch 950, train: fm_loss=0.0173 perceptual_loss=0.0884 rp_loss=0.0615 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5753 ssim=0.8580 loss_q=0.0032 index_usage_batch=0.6079 perplexity=7934.6807 loss_commit=0.0032 loss=0.0618 fps=23.7928, + eval: ucf101_val_psnr=24.0223 ucf101_val_ssim=0.7428 ucf101_val_fps=2.7220 ucf101_val_fvd=107.8449, +Latest checkpoint saved. Time: 31.25s +, 6.8m (d 0.01) 18.3h/38.6h +[09-29 18:22:56] Epoch 951 started. +[09-29 18:23:46] Epoch 951 training done. Time: 49.89s +[09-29 18:23:46] Epoch 951, train: fm_loss=0.0174 perceptual_loss=0.0866 rp_loss=0.0607 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5883 ssim=0.8617 loss_q=0.0032 index_usage_batch=0.6077 perplexity=7934.8203 loss_commit=0.0032 loss=0.0611 fps=24.0885, 49.9s (d 0.01) 18.4h/38.6h +[09-29 18:23:46] Epoch 952 started. +[09-29 18:24:36] Epoch 952 training done. Time: 50.70s +[09-29 18:24:36] Epoch 952, train: fm_loss=0.0177 perceptual_loss=0.0878 rp_loss=0.0616 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5736 ssim=0.8587 loss_q=0.0032 index_usage_batch=0.6077 perplexity=7934.9370 loss_commit=0.0032 loss=0.0619 fps=24.0201, 50.7s (d 0.01) 18.4h/38.6h +[09-29 18:24:36] Epoch 953 started. +[09-29 18:25:27] Epoch 953 training done. Time: 50.32s +[09-29 18:25:27] Epoch 953, train: fm_loss=0.0175 perceptual_loss=0.0880 rp_loss=0.0615 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5538 ssim=0.8581 loss_q=0.0032 index_usage_batch=0.6080 perplexity=7935.0586 loss_commit=0.0032 loss=0.0618 fps=24.2089, 50.3s (d 0.01) 18.4h/38.6h +[09-29 18:25:27] Epoch 954 started. +[09-29 18:26:17] Epoch 954 training done. Time: 49.90s +[09-29 18:26:17] Epoch 954, train: fm_loss=0.0176 perceptual_loss=0.0873 rp_loss=0.0613 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5162 ssim=0.8601 loss_q=0.0032 index_usage_batch=0.6081 perplexity=7935.1797 loss_commit=0.0032 loss=0.0616 fps=24.1960, 49.9s (d 0.01) 18.4h/38.6h +[09-29 18:26:17] Epoch 955 started. +[09-29 18:27:08] Epoch 955 training done. Time: 51.79s +[09-29 18:27:08] Epoch 955, train: fm_loss=0.0180 perceptual_loss=0.0869 rp_loss=0.0614 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5890 ssim=0.8600 loss_q=0.0033 index_usage_batch=0.6080 perplexity=7935.3125 loss_commit=0.0033 loss=0.0617 fps=23.8003, 51.8s (d 0.01) 18.4h/38.5h +[09-29 18:27:08] Epoch 956 started. +[09-29 18:27:59] Epoch 956 training done. Time: 50.45s +[09-29 18:27:59] Epoch 956, train: fm_loss=0.0173 perceptual_loss=0.0874 rp_loss=0.0610 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5841 ssim=0.8615 loss_q=0.0033 index_usage_batch=0.6085 perplexity=7935.4409 loss_commit=0.0033 loss=0.0614 fps=24.0623, 50.5s (d 0.01) 18.4h/38.5h +[09-29 18:27:59] Epoch 957 started. +[09-29 18:28:50] Epoch 957 training done. Time: 50.99s +[09-29 18:28:50] Epoch 957, train: fm_loss=0.0170 perceptual_loss=0.0882 rp_loss=0.0611 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4597 ssim=0.8573 loss_q=0.0033 index_usage_batch=0.6085 perplexity=7935.5693 loss_commit=0.0033 loss=0.0614 fps=23.9645, 51.0s (d 0.01) 18.4h/38.5h +[09-29 18:28:50] Epoch 958 started. +[09-29 18:29:40] Epoch 958 training done. Time: 50.05s +[09-29 18:29:40] Epoch 958, train: fm_loss=0.0172 perceptual_loss=0.0873 rp_loss=0.0608 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5172 ssim=0.8601 loss_q=0.0033 index_usage_batch=0.6089 perplexity=7935.6958 loss_commit=0.0033 loss=0.0612 fps=24.1443, 50.0s (d 0.01) 18.4h/38.5h +[09-29 18:29:40] Epoch 959 started. +[09-29 18:30:30] Epoch 959 training done. Time: 50.45s +[09-29 18:30:30] Epoch 959, train: fm_loss=0.0180 perceptual_loss=0.0871 rp_loss=0.0616 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5517 ssim=0.8594 loss_q=0.0033 index_usage_batch=0.6088 perplexity=7935.8242 loss_commit=0.0033 loss=0.0619 fps=24.0704, 50.4s (d 0.01) 18.5h/38.5h +[09-29 18:30:30] Epoch 960 started. +[09-29 18:31:21] Epoch 960 training done. Time: 50.93s +[09-29 18:31:21] Epoch 960, train: fm_loss=0.0182 perceptual_loss=0.0878 rp_loss=0.0621 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5601 ssim=0.8591 loss_q=0.0033 index_usage_batch=0.6089 perplexity=7935.9468 loss_commit=0.0033 loss=0.0624 fps=23.9623, 50.9s (d 0.01) 18.5h/38.5h +[09-29 18:31:21] Epoch 961 started. +[09-29 18:32:12] Epoch 961 training done. Time: 51.21s +[09-29 18:32:12] Epoch 961, train: fm_loss=0.0180 perceptual_loss=0.0864 rp_loss=0.0612 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5776 ssim=0.8617 loss_q=0.0033 index_usage_batch=0.6090 perplexity=7936.0776 loss_commit=0.0033 loss=0.0615 fps=23.9150, 51.2s (d 0.01) 18.5h/38.5h +[09-29 18:32:12] Epoch 962 started. +[09-29 18:33:03] Epoch 962 training done. Time: 50.55s +[09-29 18:33:03] Epoch 962, train: fm_loss=0.0167 perceptual_loss=0.0886 rp_loss=0.0610 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4914 ssim=0.8576 loss_q=0.0033 index_usage_batch=0.6092 perplexity=7936.2100 loss_commit=0.0033 loss=0.0613 fps=24.0161, 50.6s (d 0.01) 18.5h/38.5h +[09-29 18:33:03] Epoch 963 started. +[09-29 18:33:53] Epoch 963 training done. Time: 50.31s +[09-29 18:33:53] Epoch 963, train: fm_loss=0.0192 perceptual_loss=0.0873 rp_loss=0.0629 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5652 ssim=0.8577 loss_q=0.0033 index_usage_batch=0.6089 perplexity=7936.3379 loss_commit=0.0033 loss=0.0632 fps=24.0965, 50.3s (d 0.01) 18.5h/38.5h +[09-29 18:33:53] Epoch 964 started. +[09-29 18:34:44] Epoch 964 training done. Time: 50.50s +[09-29 18:34:44] Epoch 964, train: fm_loss=0.0178 perceptual_loss=0.0880 rp_loss=0.0618 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5233 ssim=0.8584 loss_q=0.0033 index_usage_batch=0.6092 perplexity=7936.4619 loss_commit=0.0033 loss=0.0621 fps=24.0758, 50.5s (d 0.01) 18.5h/38.5h +[09-29 18:34:44] Epoch 965 started. +[09-29 18:35:34] Epoch 965 training done. Time: 49.99s +[09-29 18:35:34] Epoch 965, train: fm_loss=0.0173 perceptual_loss=0.0881 rp_loss=0.0613 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4698 ssim=0.8575 loss_q=0.0033 index_usage_batch=0.6092 perplexity=7936.5967 loss_commit=0.0033 loss=0.0616 fps=24.1505, 50.0s (d 0.01) 18.5h/38.4h +[09-29 18:35:34] Epoch 966 started. +[09-29 18:36:25] Epoch 966 training done. Time: 51.74s +[09-29 18:36:25] Epoch 966, train: fm_loss=0.0177 perceptual_loss=0.0879 rp_loss=0.0616 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5405 ssim=0.8588 loss_q=0.0033 index_usage_batch=0.6095 perplexity=7936.7227 loss_commit=0.0033 loss=0.0619 fps=23.7909, 51.7s (d 0.01) 18.6h/38.4h +[09-29 18:36:25] Epoch 967 started. +[09-29 18:37:16] Epoch 967 training done. Time: 50.44s +[09-29 18:37:16] Epoch 967, train: fm_loss=0.0162 perceptual_loss=0.0866 rp_loss=0.0595 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5556 ssim=0.8620 loss_q=0.0033 index_usage_batch=0.6092 perplexity=7936.8472 loss_commit=0.0033 loss=0.0599 fps=24.0552, 50.4s (d 0.01) 18.6h/38.4h +[09-29 18:37:16] Epoch 968 started. +[09-29 18:38:07] Epoch 968 training done. Time: 50.72s +[09-29 18:38:07] Epoch 968, train: fm_loss=0.0168 perceptual_loss=0.0878 rp_loss=0.0607 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5157 ssim=0.8598 loss_q=0.0034 index_usage_batch=0.6093 perplexity=7936.9746 loss_commit=0.0034 loss=0.0610 fps=24.0098, 50.7s (d 0.01) 18.6h/38.4h +[09-29 18:38:07] Epoch 969 started. +[09-29 18:38:57] Epoch 969 training done. Time: 49.90s +[09-29 18:38:57] Epoch 969, train: fm_loss=0.0173 perceptual_loss=0.0867 rp_loss=0.0606 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5853 ssim=0.8623 loss_q=0.0034 index_usage_batch=0.6092 perplexity=7937.0947 loss_commit=0.0034 loss=0.0609 fps=24.1946, 49.9s (d 0.01) 18.6h/38.4h +[09-29 18:38:57] Epoch 970 started. +[09-29 18:39:47] Epoch 970 training done. Time: 50.42s +[09-29 18:39:47] Epoch 970, train: fm_loss=0.0174 perceptual_loss=0.0872 rp_loss=0.0609 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5769 ssim=0.8613 loss_q=0.0034 index_usage_batch=0.6094 perplexity=7937.2153 loss_commit=0.0034 loss=0.0613 fps=24.1070, 50.4s (d 0.01) 18.6h/38.4h +[09-29 18:39:47] Epoch 971 started. +[09-29 18:40:38] Epoch 971 training done. Time: 51.09s +[09-29 18:40:38] Epoch 971, train: fm_loss=0.0174 perceptual_loss=0.0871 rp_loss=0.0609 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5548 ssim=0.8602 loss_q=0.0034 index_usage_batch=0.6094 perplexity=7937.3286 loss_commit=0.0034 loss=0.0613 fps=23.9575, 51.1s (d 0.01) 18.6h/38.4h +[09-29 18:40:38] Epoch 972 started. +[09-29 18:41:29] Epoch 972 training done. Time: 50.64s +[09-29 18:41:29] Epoch 972, train: fm_loss=0.0173 perceptual_loss=0.0869 rp_loss=0.0607 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5952 ssim=0.8619 loss_q=0.0034 index_usage_batch=0.6097 perplexity=7937.4492 loss_commit=0.0034 loss=0.0611 fps=24.0750, 50.6s (d 0.01) 18.6h/38.4h +[09-29 18:41:29] Epoch 973 started. +[09-29 18:42:19] Epoch 973 training done. Time: 50.67s +[09-29 18:42:19] Epoch 973, train: fm_loss=0.0180 perceptual_loss=0.0878 rp_loss=0.0619 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5847 ssim=0.8608 loss_q=0.0034 index_usage_batch=0.6094 perplexity=7937.5815 loss_commit=0.0034 loss=0.0623 fps=24.0338, 50.7s (d 0.01) 18.7h/38.4h +[09-29 18:42:19] Epoch 974 started. +[09-29 18:43:09] Epoch 974 training done. Time: 49.85s +[09-29 18:43:09] Epoch 974, train: fm_loss=0.0167 perceptual_loss=0.0877 rp_loss=0.0606 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4526 ssim=0.8600 loss_q=0.0034 index_usage_batch=0.6095 perplexity=7937.7036 loss_commit=0.0034 loss=0.0609 fps=24.2184, 49.9s (d 0.01) 18.7h/38.3h +[09-29 18:43:09] Epoch 975 started. +[09-29 18:44:00] Epoch 975 training done. Time: 50.51s +[09-29 18:46:55] Calculating FVD with running real stats +[09-29 18:48:17] Converting video data to uint8 +[09-29 18:49:24] Converting video data to uint8 +[09-29 18:49:25] Preparing to save rng states... +[09-29 18:49:25] Saving checkpoint... +[09-29 18:49:33] Epoch 975, train: fm_loss=0.0177 perceptual_loss=0.0869 rp_loss=0.0612 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5666 ssim=0.8604 loss_q=0.0034 index_usage_batch=0.6094 perplexity=7937.8159 loss_commit=0.0034 loss=0.0615 fps=24.0958, + eval: ucf101_val_psnr=24.0771 ucf101_val_ssim=0.7622 ucf101_val_fps=2.7039 ucf101_val_fvd=107.8645, +Latest checkpoint saved. Time: 8.59s +, 6.4m (d 0.01) 18.8h/38.5h +[09-29 18:49:33] Epoch 976 started. +[09-29 18:50:24] Epoch 976 training done. Time: 50.58s +[09-29 18:50:24] Epoch 976, train: fm_loss=0.0169 perceptual_loss=0.0868 rp_loss=0.0603 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5697 ssim=0.8621 loss_q=0.0034 index_usage_batch=0.6095 perplexity=7937.9614 loss_commit=0.0034 loss=0.0606 fps=23.8746, 50.6s (d 0.01) 18.8h/38.5h +[09-29 18:50:24] Epoch 977 started. +[09-29 18:51:15] Epoch 977 training done. Time: 50.81s +[09-29 18:51:15] Epoch 977, train: fm_loss=0.0182 perceptual_loss=0.0868 rp_loss=0.0616 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6484 ssim=0.8617 loss_q=0.0034 index_usage_batch=0.6095 perplexity=7938.0752 loss_commit=0.0034 loss=0.0619 fps=24.0030, 50.8s (d 0.01) 18.8h/38.5h +[09-29 18:51:15] Epoch 978 started. +[09-29 18:52:05] Epoch 978 training done. Time: 50.84s +[09-29 18:52:05] Epoch 978, train: fm_loss=0.0184 perceptual_loss=0.0869 rp_loss=0.0619 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6323 ssim=0.8612 loss_q=0.0034 index_usage_batch=0.6095 perplexity=7938.1885 loss_commit=0.0034 loss=0.0622 fps=23.9995, 50.8s (d 0.01) 18.8h/38.5h +[09-29 18:52:05] Epoch 979 started. +[09-29 18:52:56] Epoch 979 training done. Time: 50.47s +[09-29 18:52:56] Epoch 979, train: fm_loss=0.0176 perceptual_loss=0.0877 rp_loss=0.0614 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5699 ssim=0.8585 loss_q=0.0034 index_usage_batch=0.6094 perplexity=7938.3081 loss_commit=0.0034 loss=0.0617 fps=24.0426, 50.5s (d 0.01) 18.8h/38.5h +[09-29 18:52:56] Epoch 980 started. +[09-29 18:53:46] Epoch 980 training done. Time: 50.04s +[09-29 18:53:46] Epoch 980, train: fm_loss=0.0176 perceptual_loss=0.0866 rp_loss=0.0609 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5788 ssim=0.8631 loss_q=0.0034 index_usage_batch=0.6093 perplexity=7938.4292 loss_commit=0.0034 loss=0.0612 fps=24.1315, 50.0s (d 0.01) 18.9h/38.5h +[09-29 18:53:46] Epoch 981 started. +[09-29 18:54:37] Epoch 981 training done. Time: 50.96s +[09-29 18:54:37] Epoch 981, train: fm_loss=0.0175 perceptual_loss=0.0883 rp_loss=0.0617 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5430 ssim=0.8590 loss_q=0.0034 index_usage_batch=0.6095 perplexity=7938.5391 loss_commit=0.0034 loss=0.0620 fps=23.9486, 51.0s (d 0.01) 18.9h/38.5h +[09-29 18:54:37] Epoch 982 started. +[09-29 18:55:28] Epoch 982 training done. Time: 50.78s +[09-29 18:55:28] Epoch 982, train: fm_loss=0.0164 perceptual_loss=0.0866 rp_loss=0.0597 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5455 ssim=0.8620 loss_q=0.0034 index_usage_batch=0.6093 perplexity=7938.6509 loss_commit=0.0034 loss=0.0600 fps=23.9800, 50.8s (d 0.01) 18.9h/38.5h +[09-29 18:55:28] Epoch 983 started. +[09-29 18:56:19] Epoch 983 training done. Time: 50.82s +[09-29 18:56:19] Epoch 983, train: fm_loss=0.0170 perceptual_loss=0.0898 rp_loss=0.0619 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.4448 ssim=0.8573 loss_q=0.0034 index_usage_batch=0.6088 perplexity=7938.7583 loss_commit=0.0034 loss=0.0622 fps=24.0033, 50.8s (d 0.01) 18.9h/38.4h +[09-29 18:56:19] Epoch 984 started. +[09-29 18:57:09] Epoch 984 training done. Time: 50.68s +[09-29 18:57:09] Epoch 984, train: fm_loss=0.0169 perceptual_loss=0.0869 rp_loss=0.0604 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5582 ssim=0.8608 loss_q=0.0034 index_usage_batch=0.6092 perplexity=7938.8594 loss_commit=0.0034 loss=0.0607 fps=24.0334, 50.7s (d 0.01) 18.9h/38.4h +[09-29 18:57:09] Epoch 985 started. +[09-29 18:57:59] Epoch 985 training done. Time: 49.89s +[09-29 18:57:59] Epoch 985, train: fm_loss=0.0173 perceptual_loss=0.0872 rp_loss=0.0609 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6178 ssim=0.8618 loss_q=0.0034 index_usage_batch=0.6091 perplexity=7938.9658 loss_commit=0.0034 loss=0.0613 fps=24.2061, 49.9s (d 0.01) 18.9h/38.4h +[09-29 18:57:59] Epoch 986 started. +[09-29 18:58:50] Epoch 986 training done. Time: 50.56s +[09-29 18:58:50] Epoch 986, train: fm_loss=0.0167 perceptual_loss=0.0868 rp_loss=0.0601 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5139 ssim=0.8610 loss_q=0.0034 index_usage_batch=0.6092 perplexity=7939.0708 loss_commit=0.0034 loss=0.0604 fps=24.0515, 50.6s (d 0.01) 18.9h/38.4h +[09-29 18:58:50] Epoch 987 started. +[09-29 18:59:41] Epoch 987 training done. Time: 51.25s +[09-29 18:59:41] Epoch 987, train: fm_loss=0.0171 perceptual_loss=0.0873 rp_loss=0.0608 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5330 ssim=0.8605 loss_q=0.0034 index_usage_batch=0.6095 perplexity=7939.1714 loss_commit=0.0034 loss=0.0611 fps=23.9164, 51.2s (d 0.01) 19.0h/38.4h +[09-29 18:59:41] Epoch 988 started. +[09-29 19:00:32] Epoch 988 training done. Time: 50.79s +[09-29 19:00:32] Epoch 988, train: fm_loss=0.0177 perceptual_loss=0.0861 rp_loss=0.0608 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5739 ssim=0.8623 loss_q=0.0034 index_usage_batch=0.6092 perplexity=7939.2739 loss_commit=0.0034 loss=0.0611 fps=24.0692, 50.8s (d 0.01) 19.0h/38.4h +[09-29 19:00:32] Epoch 989 started. +[09-29 19:01:23] Epoch 989 training done. Time: 50.79s +[09-29 19:01:23] Epoch 989, train: fm_loss=0.0175 perceptual_loss=0.0872 rp_loss=0.0611 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5924 ssim=0.8604 loss_q=0.0034 index_usage_batch=0.6096 perplexity=7939.3779 loss_commit=0.0034 loss=0.0615 fps=23.9948, 50.8s (d 0.01) 19.0h/38.4h +[09-29 19:01:23] Epoch 990 started. +[09-29 19:02:12] Epoch 990 training done. Time: 49.97s +[09-29 19:02:12] Epoch 990, train: fm_loss=0.0176 perceptual_loss=0.0862 rp_loss=0.0607 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6223 ssim=0.8624 loss_q=0.0034 index_usage_batch=0.6097 perplexity=7939.4854 loss_commit=0.0034 loss=0.0610 fps=24.1724, 50.0s (d 0.01) 19.0h/38.4h +[09-29 19:02:12] Epoch 991 started. +[09-29 19:03:02] Epoch 991 training done. Time: 49.86s +[09-29 19:03:02] Epoch 991, train: fm_loss=0.0172 perceptual_loss=0.0866 rp_loss=0.0605 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5798 ssim=0.8617 loss_q=0.0034 index_usage_batch=0.6094 perplexity=7939.5908 loss_commit=0.0034 loss=0.0609 fps=24.2115, 49.9s (d 0.01) 19.0h/38.4h +[09-29 19:03:02] Epoch 992 started. +[09-29 19:03:53] Epoch 992 training done. Time: 50.40s +[09-29 19:03:53] Epoch 992, train: fm_loss=0.0170 perceptual_loss=0.0856 rp_loss=0.0598 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6197 ssim=0.8637 loss_q=0.0034 index_usage_batch=0.6094 perplexity=7939.6997 loss_commit=0.0034 loss=0.0601 fps=24.1074, 50.4s (d 0.01) 19.0h/38.3h +[09-29 19:03:53] Epoch 993 started. +[09-29 19:04:44] Epoch 993 training done. Time: 51.56s +[09-29 19:04:44] Epoch 993, train: fm_loss=0.0180 perceptual_loss=0.0870 rp_loss=0.0615 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5914 ssim=0.8596 loss_q=0.0034 index_usage_batch=0.6092 perplexity=7939.8125 loss_commit=0.0034 loss=0.0618 fps=23.8443, 51.6s (d 0.01) 19.0h/38.3h +[09-29 19:04:44] Epoch 994 started. +[09-29 19:05:35] Epoch 994 training done. Time: 51.05s +[09-29 19:05:35] Epoch 994, train: fm_loss=0.0168 perceptual_loss=0.0860 rp_loss=0.0598 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6091 ssim=0.8624 loss_q=0.0034 index_usage_batch=0.6094 perplexity=7939.9287 loss_commit=0.0034 loss=0.0602 fps=23.9513, 51.0s (d 0.01) 19.0h/38.3h +[09-29 19:05:35] Epoch 995 started. +[09-29 19:06:25] Epoch 995 training done. Time: 49.98s +[09-29 19:06:25] Epoch 995, train: fm_loss=0.0177 perceptual_loss=0.0867 rp_loss=0.0611 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6073 ssim=0.8617 loss_q=0.0034 index_usage_batch=0.6096 perplexity=7940.0400 loss_commit=0.0034 loss=0.0614 fps=24.1682, 50.0s (d 0.01) 19.1h/38.3h +[09-29 19:06:25] Epoch 996 started. +[09-29 19:07:15] Epoch 996 training done. Time: 49.94s +[09-29 19:07:15] Epoch 996, train: fm_loss=0.0179 perceptual_loss=0.0863 rp_loss=0.0611 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6289 ssim=0.8618 loss_q=0.0034 index_usage_batch=0.6096 perplexity=7940.1489 loss_commit=0.0034 loss=0.0614 fps=24.1796, 49.9s (d 0.01) 19.1h/38.3h +[09-29 19:07:15] Epoch 997 started. +[09-29 19:08:06] Epoch 997 training done. Time: 50.84s +[09-29 19:08:06] Epoch 997, train: fm_loss=0.0177 perceptual_loss=0.0874 rp_loss=0.0614 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5452 ssim=0.8581 loss_q=0.0034 index_usage_batch=0.6094 perplexity=7940.2476 loss_commit=0.0034 loss=0.0617 fps=24.0689, 50.8s (d 0.02) 19.1h/38.3h +[09-29 19:08:06] Epoch 998 started. +[09-29 19:08:57] Epoch 998 training done. Time: 50.82s +[09-29 19:08:57] Epoch 998, train: fm_loss=0.0176 perceptual_loss=0.0861 rp_loss=0.0606 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5498 ssim=0.8615 loss_q=0.0034 index_usage_batch=0.6091 perplexity=7940.3525 loss_commit=0.0034 loss=0.0610 fps=23.9972, 50.8s (d 0.01) 19.1h/38.3h +[09-29 19:08:57] Epoch 999 started. +[09-29 19:09:49] Epoch 999 training done. Time: 52.02s +[09-29 19:09:49] Epoch 999, train: fm_loss=0.0169 perceptual_loss=0.0866 rp_loss=0.0602 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5878 ssim=0.8615 loss_q=0.0034 index_usage_batch=0.6094 perplexity=7940.4619 loss_commit=0.0034 loss=0.0605 fps=23.7131, 52.0s (d 0.01) 19.1h/38.3h +[09-29 19:09:49] Epoch 1000 started. +[09-29 19:10:39] Epoch 1000 training done. Time: 50.00s +[09-29 19:13:33] Calculating FVD with running real stats +[09-29 19:14:55] Converting video data to uint8 +[09-29 19:16:03] Converting video data to uint8 +[09-29 19:16:03] Preparing to save rng states... +[09-29 19:16:03] Saving checkpoint... +[09-29 19:16:12] Epoch 1000, train: fm_loss=0.0166 perceptual_loss=0.0862 rp_loss=0.0597 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5192 ssim=0.8623 loss_q=0.0034 index_usage_batch=0.6091 perplexity=7940.5586 loss_commit=0.0034 loss=0.0600 fps=24.1575, + eval: ucf101_val_psnr=24.1691 ucf101_val_ssim=0.7734 ucf101_val_fps=2.7208 ucf101_val_fvd=109.7582, +Latest checkpoint saved. Time: 8.62s +, 6.4m (d 0.01) 19.2h/38.5h +[09-29 19:16:12] Epoch 1001 started. +[09-29 19:17:02] Epoch 1001 training done. Time: 49.65s +[09-29 19:17:02] Epoch 1001, train: fm_loss=0.0173 perceptual_loss=0.0864 rp_loss=0.0605 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6306 ssim=0.8633 loss_q=0.0034 index_usage_batch=0.6094 perplexity=7940.6841 loss_commit=0.0034 loss=0.0609 fps=24.0909, 49.7s (d 0.01) 19.2h/38.4h +[09-29 19:17:02] Epoch 1002 started. +[09-29 19:17:52] Epoch 1002 training done. Time: 49.98s +[09-29 19:17:52] Epoch 1002, train: fm_loss=0.0170 perceptual_loss=0.0861 rp_loss=0.0601 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5711 ssim=0.8619 loss_q=0.0034 index_usage_batch=0.6093 perplexity=7940.7822 loss_commit=0.0034 loss=0.0604 fps=24.1707, 50.0s (d 0.01) 19.3h/38.4h +[09-29 19:17:52] Epoch 1003 started. +[09-29 19:18:42] Epoch 1003 training done. Time: 50.81s +[09-29 19:18:42] Epoch 1003, train: fm_loss=0.0172 perceptual_loss=0.0865 rp_loss=0.0605 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5865 ssim=0.8621 loss_q=0.0035 index_usage_batch=0.6089 perplexity=7940.8833 loss_commit=0.0035 loss=0.0608 fps=23.9919, 50.8s (d 0.01) 19.3h/38.4h +[09-29 19:18:42] Epoch 1004 started. +[09-29 19:19:34] Epoch 1004 training done. Time: 51.58s +[09-29 19:19:34] Epoch 1004, train: fm_loss=0.0176 perceptual_loss=0.0867 rp_loss=0.0609 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5940 ssim=0.8618 loss_q=0.0035 index_usage_batch=0.6092 perplexity=7940.9863 loss_commit=0.0035 loss=0.0612 fps=23.8242, 51.6s (d 0.01) 19.3h/38.4h +[09-29 19:19:34] Epoch 1005 started. +[09-29 19:20:25] Epoch 1005 training done. Time: 50.88s +[09-29 19:20:25] Epoch 1005, train: fm_loss=0.0174 perceptual_loss=0.0866 rp_loss=0.0607 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6324 ssim=0.8622 loss_q=0.0035 index_usage_batch=0.6092 perplexity=7941.0854 loss_commit=0.0035 loss=0.0611 fps=23.9601, 50.9s (d 0.01) 19.3h/38.4h +[09-29 19:20:25] Epoch 1006 started. +[09-29 19:21:15] Epoch 1006 training done. Time: 50.22s +[09-29 19:21:15] Epoch 1006, train: fm_loss=0.0178 perceptual_loss=0.0870 rp_loss=0.0613 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5833 ssim=0.8607 loss_q=0.0035 index_usage_batch=0.6092 perplexity=7941.1748 loss_commit=0.0035 loss=0.0616 fps=24.1656, 50.2s (d 0.02) 19.3h/38.4h +[09-29 19:21:15] Epoch 1007 started. +[09-29 19:22:05] Epoch 1007 training done. Time: 50.02s +[09-29 19:22:05] Epoch 1007, train: fm_loss=0.0182 perceptual_loss=0.0850 rp_loss=0.0607 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6925 ssim=0.8638 loss_q=0.0035 index_usage_batch=0.6092 perplexity=7941.2734 loss_commit=0.0035 loss=0.0610 fps=24.1543, 50.0s (d 0.01) 19.3h/38.4h +[09-29 19:22:05] Epoch 1008 started. +[09-29 19:22:55] Epoch 1008 training done. Time: 50.01s +[09-29 19:22:55] Epoch 1008, train: fm_loss=0.0176 perceptual_loss=0.0862 rp_loss=0.0607 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6273 ssim=0.8629 loss_q=0.0035 index_usage_batch=0.6094 perplexity=7941.3711 loss_commit=0.0035 loss=0.0610 fps=24.1615, 50.0s (d 0.01) 19.3h/38.4h +[09-29 19:22:55] Epoch 1009 started. +[09-29 19:23:47] Epoch 1009 training done. Time: 51.68s +[09-29 19:23:47] Epoch 1009, train: fm_loss=0.0173 perceptual_loss=0.0858 rp_loss=0.0602 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6777 ssim=0.8635 loss_q=0.0035 index_usage_batch=0.6092 perplexity=7941.4736 loss_commit=0.0035 loss=0.0606 fps=23.8196, 51.7s (d 0.01) 19.4h/38.4h +[09-29 19:23:47] Epoch 1010 started. +[09-29 19:24:38] Epoch 1010 training done. Time: 51.59s +[09-29 19:24:38] Epoch 1010, train: fm_loss=0.0176 perceptual_loss=0.0857 rp_loss=0.0604 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6574 ssim=0.8630 loss_q=0.0035 index_usage_batch=0.6093 perplexity=7941.5728 loss_commit=0.0035 loss=0.0608 fps=23.8146, 51.6s (d 0.01) 19.4h/38.3h +[09-29 19:24:38] Epoch 1011 started. +[09-29 19:25:28] Epoch 1011 training done. Time: 49.98s +[09-29 19:25:28] Epoch 1011, train: fm_loss=0.0170 perceptual_loss=0.0857 rp_loss=0.0598 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5972 ssim=0.8636 loss_q=0.0035 index_usage_batch=0.6092 perplexity=7941.6729 loss_commit=0.0035 loss=0.0602 fps=24.1515, 50.0s (d 0.01) 19.4h/38.3h +[09-29 19:25:28] Epoch 1012 started. +[09-29 19:26:18] Epoch 1012 training done. Time: 49.88s +[09-29 19:26:18] Epoch 1012, train: fm_loss=0.0177 perceptual_loss=0.0860 rp_loss=0.0607 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5894 ssim=0.8620 loss_q=0.0035 index_usage_batch=0.6091 perplexity=7941.7710 loss_commit=0.0035 loss=0.0611 fps=24.1970, 49.9s (d 0.01) 19.4h/38.3h +[09-29 19:26:18] Epoch 1013 started. +[09-29 19:27:08] Epoch 1013 training done. Time: 49.93s +[09-29 19:27:08] Epoch 1013, train: fm_loss=0.0172 perceptual_loss=0.0866 rp_loss=0.0605 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5601 ssim=0.8608 loss_q=0.0035 index_usage_batch=0.6091 perplexity=7941.8711 loss_commit=0.0035 loss=0.0609 fps=24.1791, 49.9s (d 0.01) 19.4h/38.3h +[09-29 19:27:08] Epoch 1014 started. +[09-29 19:27:59] Epoch 1014 training done. Time: 50.95s +[09-29 19:27:59] Epoch 1014, train: fm_loss=0.0179 perceptual_loss=0.0865 rp_loss=0.0612 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6231 ssim=0.8622 loss_q=0.0035 index_usage_batch=0.6092 perplexity=7941.9648 loss_commit=0.0035 loss=0.0615 fps=23.9705, 51.0s (d 0.01) 19.4h/38.3h +[09-29 19:27:59] Epoch 1015 started. +[09-29 19:28:51] Epoch 1015 training done. Time: 52.28s +[09-29 19:28:51] Epoch 1015, train: fm_loss=0.0175 perceptual_loss=0.0863 rp_loss=0.0607 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5566 ssim=0.8607 loss_q=0.0035 index_usage_batch=0.6093 perplexity=7942.0601 loss_commit=0.0035 loss=0.0610 fps=23.6658, 52.3s (d 0.01) 19.4h/38.3h +[09-29 19:28:51] Epoch 1016 started. +[09-29 19:29:42] Epoch 1016 training done. Time: 50.40s +[09-29 19:29:42] Epoch 1016, train: fm_loss=0.0179 perceptual_loss=0.0855 rp_loss=0.0606 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7281 ssim=0.8653 loss_q=0.0035 index_usage_batch=0.6093 perplexity=7942.1650 loss_commit=0.0035 loss=0.0610 fps=24.0634, 50.4s (d 0.01) 19.5h/38.3h +[09-29 19:29:42] Epoch 1017 started. +[09-29 19:30:32] Epoch 1017 training done. Time: 50.11s +[09-29 19:30:32] Epoch 1017, train: fm_loss=0.0171 perceptual_loss=0.0860 rp_loss=0.0601 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6213 ssim=0.8623 loss_q=0.0035 index_usage_batch=0.6090 perplexity=7942.2622 loss_commit=0.0035 loss=0.0604 fps=24.0999, 50.1s (d 0.01) 19.5h/38.3h +[09-29 19:30:32] Epoch 1018 started. +[09-29 19:31:22] Epoch 1018 training done. Time: 49.87s +[09-29 19:31:22] Epoch 1018, train: fm_loss=0.0169 perceptual_loss=0.0857 rp_loss=0.0598 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6523 ssim=0.8638 loss_q=0.0035 index_usage_batch=0.6091 perplexity=7942.3516 loss_commit=0.0035 loss=0.0602 fps=24.2145, 49.9s (d 0.01) 19.5h/38.3h +[09-29 19:31:22] Epoch 1019 started. +[09-29 19:32:12] Epoch 1019 training done. Time: 50.38s +[09-29 19:32:12] Epoch 1019, train: fm_loss=0.0179 perceptual_loss=0.0865 rp_loss=0.0612 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6263 ssim=0.8623 loss_q=0.0035 index_usage_batch=0.6092 perplexity=7942.4346 loss_commit=0.0035 loss=0.0615 fps=24.0713, 50.4s (d 0.01) 19.5h/38.3h +[09-29 19:32:12] Epoch 1020 started. +[09-29 19:33:04] Epoch 1020 training done. Time: 51.82s +[09-29 19:33:04] Epoch 1020, train: fm_loss=0.0172 perceptual_loss=0.0860 rp_loss=0.0602 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6914 ssim=0.8644 loss_q=0.0035 index_usage_batch=0.6090 perplexity=7942.5269 loss_commit=0.0035 loss=0.0606 fps=23.7600, 51.8s (d 0.01) 19.5h/38.2h +[09-29 19:33:04] Epoch 1021 started. +[09-29 19:33:55] Epoch 1021 training done. Time: 51.43s +[09-29 19:33:55] Epoch 1021, train: fm_loss=0.0172 perceptual_loss=0.0861 rp_loss=0.0602 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6187 ssim=0.8624 loss_q=0.0035 index_usage_batch=0.6089 perplexity=7942.6216 loss_commit=0.0035 loss=0.0606 fps=23.8555, 51.4s (d 0.01) 19.5h/38.2h +[09-29 19:33:55] Epoch 1022 started. +[09-29 19:34:46] Epoch 1022 training done. Time: 50.02s +[09-29 19:34:46] Epoch 1022, train: fm_loss=0.0178 perceptual_loss=0.0861 rp_loss=0.0608 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6941 ssim=0.8633 loss_q=0.0035 index_usage_batch=0.6096 perplexity=7942.7070 loss_commit=0.0035 loss=0.0612 fps=24.1477, 50.0s (d 0.01) 19.5h/38.2h +[09-29 19:34:46] Epoch 1023 started. +[09-29 19:35:36] Epoch 1023 training done. Time: 50.03s +[09-29 19:35:36] Epoch 1023, train: fm_loss=0.0170 perceptual_loss=0.0857 rp_loss=0.0598 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6920 ssim=0.8642 loss_q=0.0035 index_usage_batch=0.6092 perplexity=7942.8003 loss_commit=0.0035 loss=0.0602 fps=24.1437, 50.0s (d 0.01) 19.5h/38.2h +[09-29 19:35:36] Epoch 1024 started. +[09-29 19:36:26] Epoch 1024 training done. Time: 50.45s +[09-29 19:36:26] Epoch 1024, train: fm_loss=0.0167 perceptual_loss=0.0851 rp_loss=0.0592 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6569 ssim=0.8641 loss_q=0.0035 index_usage_batch=0.6093 perplexity=7942.8994 loss_commit=0.0035 loss=0.0596 fps=24.0639, 50.5s (d 0.01) 19.6h/38.2h +[09-29 19:36:26] Epoch 1025 started. +[09-29 19:37:17] Epoch 1025 training done. Time: 51.14s +[09-29 19:40:12] Calculating FVD with running real stats +[09-29 19:41:34] Converting video data to uint8 +[09-29 19:42:41] Converting video data to uint8 +[09-29 19:42:42] Preparing to save rng states... +[09-29 19:42:42] Saving checkpoint... +[09-29 19:43:19] New best checkpoint saved: best_fvd_100.88.pth +[09-29 19:43:19] Epoch 1025, train: fm_loss=0.0182 perceptual_loss=0.0851 rp_loss=0.0608 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7255 ssim=0.8651 loss_q=0.0035 index_usage_batch=0.6092 perplexity=7942.9932 loss_commit=0.0035 loss=0.0611 fps=23.9353, + eval: ucf101_val_psnr=24.1297 ucf101_val_ssim=0.7654 ucf101_val_fps=2.7128 ucf101_val_fvd=100.8829, +Latest checkpoint saved. Time: 37.63s +, 6.9m (d 0.01) 19.7h/38.4h +[09-29 19:43:19] Epoch 1026 started. +[09-29 19:44:10] Epoch 1026 training done. Time: 51.12s +[09-29 19:44:10] Epoch 1026, train: fm_loss=0.0176 perceptual_loss=0.0861 rp_loss=0.0607 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6456 ssim=0.8640 loss_q=0.0035 index_usage_batch=0.6097 perplexity=7943.1260 loss_commit=0.0035 loss=0.0610 fps=23.8111, 51.1s (d 0.01) 19.7h/38.4h +[09-29 19:44:10] Epoch 1027 started. +[09-29 19:45:01] Epoch 1027 training done. Time: 50.47s +[09-29 19:45:01] Epoch 1027, train: fm_loss=0.0174 perceptual_loss=0.0856 rp_loss=0.0602 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6610 ssim=0.8637 loss_q=0.0036 index_usage_batch=0.6096 perplexity=7943.2231 loss_commit=0.0036 loss=0.0605 fps=24.0498, 50.5s (d 0.01) 19.7h/38.4h +[09-29 19:45:01] Epoch 1028 started. +[09-29 19:45:51] Epoch 1028 training done. Time: 50.23s +[09-29 19:45:51] Epoch 1028, train: fm_loss=0.0170 perceptual_loss=0.0858 rp_loss=0.0599 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6556 ssim=0.8630 loss_q=0.0036 index_usage_batch=0.6094 perplexity=7943.3130 loss_commit=0.0036 loss=0.0602 fps=24.1618, 50.2s (d 0.02) 19.7h/38.4h +[09-29 19:45:51] Epoch 1029 started. +[09-29 19:46:42] Epoch 1029 training done. Time: 50.43s +[09-29 19:46:42] Epoch 1029, train: fm_loss=0.0170 perceptual_loss=0.0851 rp_loss=0.0595 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7186 ssim=0.8653 loss_q=0.0036 index_usage_batch=0.6095 perplexity=7943.4102 loss_commit=0.0036 loss=0.0599 fps=24.0504, 50.4s (d 0.01) 19.7h/38.4h +[09-29 19:46:42] Epoch 1030 started. +[09-29 19:47:32] Epoch 1030 training done. Time: 50.45s +[09-29 19:47:32] Epoch 1030, train: fm_loss=0.0171 perceptual_loss=0.0861 rp_loss=0.0602 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6243 ssim=0.8638 loss_q=0.0036 index_usage_batch=0.6102 perplexity=7943.5122 loss_commit=0.0036 loss=0.0605 fps=24.0298, 50.5s (d 0.01) 19.7h/38.3h +[09-29 19:47:32] Epoch 1031 started. +[09-29 19:48:24] Epoch 1031 training done. Time: 52.25s +[09-29 19:48:24] Epoch 1031, train: fm_loss=0.0168 perceptual_loss=0.0856 rp_loss=0.0596 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6156 ssim=0.8638 loss_q=0.0036 index_usage_batch=0.6096 perplexity=7943.6177 loss_commit=0.0036 loss=0.0599 fps=23.6845, 52.3s (d 0.01) 19.8h/38.3h +[09-29 19:48:24] Epoch 1032 started. +[09-29 19:49:15] Epoch 1032 training done. Time: 50.39s +[09-29 19:49:15] Epoch 1032, train: fm_loss=0.0165 perceptual_loss=0.0867 rp_loss=0.0599 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5694 ssim=0.8609 loss_q=0.0036 index_usage_batch=0.6097 perplexity=7943.7183 loss_commit=0.0036 loss=0.0602 fps=24.0618, 50.4s (d 0.01) 19.8h/38.3h +[09-29 19:49:15] Epoch 1033 started. +[09-29 19:50:05] Epoch 1033 training done. Time: 50.12s +[09-29 19:50:05] Epoch 1033, train: fm_loss=0.0173 perceptual_loss=0.0857 rp_loss=0.0602 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6142 ssim=0.8642 loss_q=0.0036 index_usage_batch=0.6098 perplexity=7943.8125 loss_commit=0.0036 loss=0.0605 fps=24.1035, 50.1s (d 0.01) 19.8h/38.3h +[09-29 19:50:05] Epoch 1034 started. +[09-29 19:50:55] Epoch 1034 training done. Time: 50.38s +[09-29 19:50:55] Epoch 1034, train: fm_loss=0.0170 perceptual_loss=0.0852 rp_loss=0.0596 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6550 ssim=0.8642 loss_q=0.0036 index_usage_batch=0.6097 perplexity=7943.9131 loss_commit=0.0036 loss=0.0600 fps=24.0835, 50.4s (d 0.01) 19.8h/38.3h +[09-29 19:50:55] Epoch 1035 started. +[09-29 19:51:45] Epoch 1035 training done. Time: 50.04s +[09-29 19:51:45] Epoch 1035, train: fm_loss=0.0176 perceptual_loss=0.0852 rp_loss=0.0602 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6944 ssim=0.8644 loss_q=0.0036 index_usage_batch=0.6095 perplexity=7944.0137 loss_commit=0.0036 loss=0.0605 fps=24.1399, 50.0s (d 0.01) 19.8h/38.3h +[09-29 19:51:45] Epoch 1036 started. +[09-29 19:52:38] Epoch 1036 training done. Time: 52.59s +[09-29 19:52:38] Epoch 1036, train: fm_loss=0.0178 perceptual_loss=0.0857 rp_loss=0.0607 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6538 ssim=0.8617 loss_q=0.0036 index_usage_batch=0.6095 perplexity=7944.1123 loss_commit=0.0036 loss=0.0610 fps=23.6193, 52.6s (d 0.01) 19.8h/38.3h +[09-29 19:52:38] Epoch 1037 started. +[09-29 19:53:28] Epoch 1037 training done. Time: 50.05s +[09-29 19:53:28] Epoch 1037, train: fm_loss=0.0167 perceptual_loss=0.0853 rp_loss=0.0593 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5967 ssim=0.8630 loss_q=0.0036 index_usage_batch=0.6097 perplexity=7944.2109 loss_commit=0.0036 loss=0.0597 fps=24.1307, 50.1s (d 0.01) 19.8h/38.3h +[09-29 19:53:28] Epoch 1038 started. +[09-29 19:54:19] Epoch 1038 training done. Time: 50.73s +[09-29 19:54:19] Epoch 1038, train: fm_loss=0.0168 perceptual_loss=0.0860 rp_loss=0.0598 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6409 ssim=0.8631 loss_q=0.0036 index_usage_batch=0.6096 perplexity=7944.3047 loss_commit=0.0036 loss=0.0601 fps=24.0648, 50.7s (d 0.02) 19.9h/38.3h +[09-29 19:54:19] Epoch 1039 started. +[09-29 19:55:09] Epoch 1039 training done. Time: 50.53s +[09-29 19:55:09] Epoch 1039, train: fm_loss=0.0186 perceptual_loss=0.0856 rp_loss=0.0614 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6494 ssim=0.8609 loss_q=0.0036 index_usage_batch=0.6094 perplexity=7944.4023 loss_commit=0.0036 loss=0.0617 fps=24.0332, 50.5s (d 0.01) 19.9h/38.3h +[09-29 19:55:09] Epoch 1040 started. +[09-29 19:55:59] Epoch 1040 training done. Time: 49.90s +[09-29 19:55:59] Epoch 1040, train: fm_loss=0.0177 perceptual_loss=0.0855 rp_loss=0.0604 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6285 ssim=0.8620 loss_q=0.0036 index_usage_batch=0.6097 perplexity=7944.5073 loss_commit=0.0036 loss=0.0608 fps=24.2009, 49.9s (d 0.01) 19.9h/38.2h +[09-29 19:55:59] Epoch 1041 started. +[09-29 19:56:50] Epoch 1041 training done. Time: 51.13s +[09-29 19:56:50] Epoch 1041, train: fm_loss=0.0174 perceptual_loss=0.0854 rp_loss=0.0601 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7314 ssim=0.8642 loss_q=0.0036 index_usage_batch=0.6093 perplexity=7944.6099 loss_commit=0.0036 loss=0.0604 fps=23.9438, 51.1s (d 0.01) 19.9h/38.2h +[09-29 19:56:50] Epoch 1042 started. +[09-29 19:57:41] Epoch 1042 training done. Time: 51.21s +[09-29 19:57:41] Epoch 1042, train: fm_loss=0.0166 perceptual_loss=0.0858 rp_loss=0.0595 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6122 ssim=0.8636 loss_q=0.0036 index_usage_batch=0.6096 perplexity=7944.7065 loss_commit=0.0036 loss=0.0598 fps=23.8992, 51.2s (d 0.01) 19.9h/38.2h +[09-29 19:57:41] Epoch 1043 started. +[09-29 19:58:32] Epoch 1043 training done. Time: 50.38s +[09-29 19:58:32] Epoch 1043, train: fm_loss=0.0163 perceptual_loss=0.0855 rp_loss=0.0590 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5710 ssim=0.8636 loss_q=0.0036 index_usage_batch=0.6096 perplexity=7944.8052 loss_commit=0.0036 loss=0.0594 fps=24.0719, 50.4s (d 0.01) 19.9h/38.2h +[09-29 19:58:32] Epoch 1044 started. +[09-29 19:59:22] Epoch 1044 training done. Time: 49.94s +[09-29 19:59:22] Epoch 1044, train: fm_loss=0.0172 perceptual_loss=0.0851 rp_loss=0.0597 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7267 ssim=0.8656 loss_q=0.0036 index_usage_batch=0.6095 perplexity=7944.9019 loss_commit=0.0036 loss=0.0601 fps=24.1722, 49.9s (d 0.01) 19.9h/38.2h +[09-29 19:59:22] Epoch 1045 started. +[09-29 20:00:12] Epoch 1045 training done. Time: 50.48s +[09-29 20:00:12] Epoch 1045, train: fm_loss=0.0169 perceptual_loss=0.0855 rp_loss=0.0597 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6149 ssim=0.8639 loss_q=0.0036 index_usage_batch=0.6095 perplexity=7944.9951 loss_commit=0.0036 loss=0.0600 fps=24.0688, 50.5s (d 0.01) 20.0h/38.2h +[09-29 20:00:12] Epoch 1046 started. +[09-29 20:01:03] Epoch 1046 training done. Time: 50.74s +[09-29 20:01:03] Epoch 1046, train: fm_loss=0.0178 perceptual_loss=0.0858 rp_loss=0.0607 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6929 ssim=0.8629 loss_q=0.0036 index_usage_batch=0.6096 perplexity=7945.0854 loss_commit=0.0036 loss=0.0610 fps=23.9851, 50.7s (d 0.01) 20.0h/38.2h +[09-29 20:01:03] Epoch 1047 started. +[09-29 20:01:54] Epoch 1047 training done. Time: 50.84s +[09-29 20:01:54] Epoch 1047, train: fm_loss=0.0170 perceptual_loss=0.0857 rp_loss=0.0599 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5917 ssim=0.8620 loss_q=0.0036 index_usage_batch=0.6092 perplexity=7945.1797 loss_commit=0.0036 loss=0.0602 fps=23.9867, 50.8s (d 0.01) 20.0h/38.2h +[09-29 20:01:54] Epoch 1048 started. +[09-29 20:02:45] Epoch 1048 training done. Time: 50.79s +[09-29 20:02:45] Epoch 1048, train: fm_loss=0.0176 perceptual_loss=0.0844 rp_loss=0.0598 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6693 ssim=0.8646 loss_q=0.0036 index_usage_batch=0.6096 perplexity=7945.2695 loss_commit=0.0036 loss=0.0601 fps=24.0437, 50.8s (d 0.01) 20.0h/38.2h +[09-29 20:02:45] Epoch 1049 started. +[09-29 20:03:35] Epoch 1049 training done. Time: 50.45s +[09-29 20:03:35] Epoch 1049, train: fm_loss=0.0169 perceptual_loss=0.0854 rp_loss=0.0597 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6695 ssim=0.8642 loss_q=0.0036 index_usage_batch=0.6096 perplexity=7945.3633 loss_commit=0.0036 loss=0.0600 fps=24.0545, 50.4s (d 0.01) 20.0h/38.2h +[09-29 20:03:35] Epoch 1050 started. +[09-29 20:04:25] Epoch 1050 training done. Time: 50.43s +[09-29 20:07:20] Calculating FVD with running real stats +[09-29 20:08:40] Converting video data to uint8 +[09-29 20:09:48] Converting video data to uint8 +[09-29 20:09:49] Preparing to save rng states... +[09-29 20:09:49] Saving checkpoint... +[09-29 20:09:58] Epoch 1050, train: fm_loss=0.0168 perceptual_loss=0.0854 rp_loss=0.0595 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6735 ssim=0.8643 loss_q=0.0036 index_usage_batch=0.6095 perplexity=7945.4526 loss_commit=0.0036 loss=0.0599 fps=24.0801, + eval: ucf101_val_psnr=24.0703 ucf101_val_ssim=0.7617 ucf101_val_fps=2.7178 ucf101_val_fvd=101.9801, +Latest checkpoint saved. Time: 8.67s +, 6.4m (d 0.01) 20.1h/38.3h +[09-29 20:09:58] Epoch 1051 started. +[09-29 20:10:48] Epoch 1051 training done. Time: 50.40s +[09-29 20:10:48] Epoch 1051, train: fm_loss=0.0179 perceptual_loss=0.0846 rp_loss=0.0602 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7452 ssim=0.8657 loss_q=0.0036 index_usage_batch=0.6094 perplexity=7945.5596 loss_commit=0.0036 loss=0.0605 fps=24.0168, 50.4s (d 0.01) 20.1h/38.3h +[09-29 20:10:48] Epoch 1052 started. +[09-29 20:11:39] Epoch 1052 training done. Time: 50.78s +[09-29 20:11:39] Epoch 1052, train: fm_loss=0.0170 perceptual_loss=0.0857 rp_loss=0.0599 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6911 ssim=0.8641 loss_q=0.0036 index_usage_batch=0.6093 perplexity=7945.6450 loss_commit=0.0036 loss=0.0602 fps=23.9902, 50.8s (d 0.01) 20.1h/38.3h +[09-29 20:11:39] Epoch 1053 started. +[09-29 20:12:30] Epoch 1053 training done. Time: 51.06s +[09-29 20:12:30] Epoch 1053, train: fm_loss=0.0171 perceptual_loss=0.0847 rp_loss=0.0594 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7361 ssim=0.8653 loss_q=0.0036 index_usage_batch=0.6092 perplexity=7945.7310 loss_commit=0.0036 loss=0.0598 fps=23.9693, 51.1s (d 0.01) 20.2h/38.3h +[09-29 20:12:30] Epoch 1054 started. +[09-29 20:13:20] Epoch 1054 training done. Time: 50.51s +[09-29 20:13:20] Epoch 1054, train: fm_loss=0.0168 perceptual_loss=0.0845 rp_loss=0.0590 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7017 ssim=0.8658 loss_q=0.0036 index_usage_batch=0.6096 perplexity=7945.8208 loss_commit=0.0036 loss=0.0594 fps=24.0235, 50.5s (d 0.01) 20.2h/38.3h +[09-29 20:13:20] Epoch 1055 started. +[09-29 20:14:10] Epoch 1055 training done. Time: 50.03s +[09-29 20:14:10] Epoch 1055, train: fm_loss=0.0176 perceptual_loss=0.0854 rp_loss=0.0603 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7223 ssim=0.8637 loss_q=0.0036 index_usage_batch=0.6093 perplexity=7945.9106 loss_commit=0.0036 loss=0.0606 fps=24.1405, 50.0s (d 0.01) 20.2h/38.3h +[09-29 20:14:10] Epoch 1056 started. +[09-29 20:15:01] Epoch 1056 training done. Time: 50.65s +[09-29 20:15:01] Epoch 1056, train: fm_loss=0.0170 perceptual_loss=0.0844 rp_loss=0.0592 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7336 ssim=0.8652 loss_q=0.0036 index_usage_batch=0.6094 perplexity=7945.9966 loss_commit=0.0036 loss=0.0595 fps=24.0157, 50.6s (d 0.01) 20.2h/38.3h +[09-29 20:15:01] Epoch 1057 started. +[09-29 20:15:52] Epoch 1057 training done. Time: 51.27s +[09-29 20:15:52] Epoch 1057, train: fm_loss=0.0173 perceptual_loss=0.0850 rp_loss=0.0598 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7049 ssim=0.8649 loss_q=0.0036 index_usage_batch=0.6093 perplexity=7946.0791 loss_commit=0.0036 loss=0.0602 fps=23.8807, 51.3s (d 0.01) 20.2h/38.3h +[09-29 20:15:52] Epoch 1058 started. +[09-29 20:16:43] Epoch 1058 training done. Time: 50.95s +[09-29 20:16:43] Epoch 1058, train: fm_loss=0.0169 perceptual_loss=0.0854 rp_loss=0.0596 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6477 ssim=0.8638 loss_q=0.0036 index_usage_batch=0.6094 perplexity=7946.1650 loss_commit=0.0036 loss=0.0600 fps=23.9423, 50.9s (d 0.01) 20.2h/38.2h +[09-29 20:16:43] Epoch 1059 started. +[09-29 20:17:34] Epoch 1059 training done. Time: 50.51s +[09-29 20:17:34] Epoch 1059, train: fm_loss=0.0171 perceptual_loss=0.0851 rp_loss=0.0597 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6508 ssim=0.8649 loss_q=0.0036 index_usage_batch=0.6093 perplexity=7946.2568 loss_commit=0.0036 loss=0.0600 fps=24.0454, 50.5s (d 0.01) 20.2h/38.2h +[09-29 20:17:34] Epoch 1060 started. +[09-29 20:18:24] Epoch 1060 training done. Time: 49.93s +[09-29 20:18:24] Epoch 1060, train: fm_loss=0.0166 perceptual_loss=0.0844 rp_loss=0.0588 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6577 ssim=0.8659 loss_q=0.0036 index_usage_batch=0.6092 perplexity=7946.3511 loss_commit=0.0036 loss=0.0592 fps=24.1774, 49.9s (d 0.01) 20.3h/38.2h +[09-29 20:18:24] Epoch 1061 started. +[09-29 20:19:14] Epoch 1061 training done. Time: 50.44s +[09-29 20:19:14] Epoch 1061, train: fm_loss=0.0178 perceptual_loss=0.0844 rp_loss=0.0600 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7583 ssim=0.8642 loss_q=0.0036 index_usage_batch=0.6093 perplexity=7946.4443 loss_commit=0.0036 loss=0.0603 fps=24.1274, 50.4s (d 0.01) 20.3h/38.2h +[09-29 20:19:14] Epoch 1062 started. +[09-29 20:20:05] Epoch 1062 training done. Time: 51.08s +[09-29 20:20:05] Epoch 1062, train: fm_loss=0.0174 perceptual_loss=0.0843 rp_loss=0.0596 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7737 ssim=0.8666 loss_q=0.0036 index_usage_batch=0.6095 perplexity=7946.5273 loss_commit=0.0036 loss=0.0599 fps=23.9349, 51.1s (d 0.01) 20.3h/38.2h +[09-29 20:20:05] Epoch 1063 started. +[09-29 20:20:56] Epoch 1063 training done. Time: 50.32s +[09-29 20:20:56] Epoch 1063, train: fm_loss=0.0179 perceptual_loss=0.0842 rp_loss=0.0600 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7968 ssim=0.8661 loss_q=0.0036 index_usage_batch=0.6096 perplexity=7946.6138 loss_commit=0.0036 loss=0.0604 fps=24.1195, 50.3s (d 0.01) 20.3h/38.2h +[09-29 20:20:56] Epoch 1064 started. +[09-29 20:21:46] Epoch 1064 training done. Time: 50.36s +[09-29 20:21:46] Epoch 1064, train: fm_loss=0.0165 perceptual_loss=0.0841 rp_loss=0.0586 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7724 ssim=0.8680 loss_q=0.0036 index_usage_batch=0.6095 perplexity=7946.6992 loss_commit=0.0036 loss=0.0589 fps=24.0829, 50.4s (d 0.01) 20.3h/38.2h +[09-29 20:21:46] Epoch 1065 started. +[09-29 20:22:37] Epoch 1065 training done. Time: 50.89s +[09-29 20:22:37] Epoch 1065, train: fm_loss=0.0174 perceptual_loss=0.0848 rp_loss=0.0598 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6822 ssim=0.8644 loss_q=0.0037 index_usage_batch=0.6097 perplexity=7946.7817 loss_commit=0.0037 loss=0.0601 fps=23.9744, 50.9s (d 0.01) 20.3h/38.2h +[09-29 20:22:37] Epoch 1066 started. +[09-29 20:23:27] Epoch 1066 training done. Time: 50.34s +[09-29 20:23:27] Epoch 1066, train: fm_loss=0.0168 perceptual_loss=0.0854 rp_loss=0.0595 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6651 ssim=0.8645 loss_q=0.0037 index_usage_batch=0.6097 perplexity=7946.8750 loss_commit=0.0037 loss=0.0599 fps=24.1134, 50.3s (d 0.01) 20.3h/38.2h +[09-29 20:23:27] Epoch 1067 started. +[09-29 20:24:18] Epoch 1067 training done. Time: 50.88s +[09-29 20:24:18] Epoch 1067, train: fm_loss=0.0167 perceptual_loss=0.0841 rp_loss=0.0588 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6822 ssim=0.8644 loss_q=0.0037 index_usage_batch=0.6094 perplexity=7946.9688 loss_commit=0.0037 loss=0.0592 fps=23.9692, 50.9s (d 0.01) 20.4h/38.2h +[09-29 20:24:18] Epoch 1068 started. +[09-29 20:25:09] Epoch 1068 training done. Time: 50.90s +[09-29 20:25:09] Epoch 1068, train: fm_loss=0.0161 perceptual_loss=0.0856 rp_loss=0.0589 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.5862 ssim=0.8633 loss_q=0.0037 index_usage_batch=0.6097 perplexity=7947.0576 loss_commit=0.0037 loss=0.0593 fps=23.9459, 50.9s (d 0.01) 20.4h/38.2h +[09-29 20:25:09] Epoch 1069 started. +[09-29 20:25:59] Epoch 1069 training done. Time: 50.36s +[09-29 20:25:59] Epoch 1069, train: fm_loss=0.0171 perceptual_loss=0.0849 rp_loss=0.0595 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6992 ssim=0.8638 loss_q=0.0037 index_usage_batch=0.6097 perplexity=7947.1519 loss_commit=0.0037 loss=0.0599 fps=24.1072, 50.4s (d 0.01) 20.4h/38.1h +[09-29 20:25:59] Epoch 1070 started. +[09-29 20:26:50] Epoch 1070 training done. Time: 50.94s +[09-29 20:26:50] Epoch 1070, train: fm_loss=0.0171 perceptual_loss=0.0850 rp_loss=0.0595 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6425 ssim=0.8652 loss_q=0.0037 index_usage_batch=0.6094 perplexity=7947.2422 loss_commit=0.0037 loss=0.0599 fps=23.9611, 50.9s (d 0.01) 20.4h/38.1h +[09-29 20:26:50] Epoch 1071 started. +[09-29 20:27:40] Epoch 1071 training done. Time: 49.94s +[09-29 20:27:40] Epoch 1071, train: fm_loss=0.0166 perceptual_loss=0.0842 rp_loss=0.0587 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6714 ssim=0.8651 loss_q=0.0037 index_usage_batch=0.6096 perplexity=7947.3247 loss_commit=0.0037 loss=0.0590 fps=24.1919, 49.9s (d 0.01) 20.4h/38.1h +[09-29 20:27:40] Epoch 1072 started. +[09-29 20:28:31] Epoch 1072 training done. Time: 50.88s +[09-29 20:28:31] Epoch 1072, train: fm_loss=0.0173 perceptual_loss=0.0843 rp_loss=0.0594 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7436 ssim=0.8668 loss_q=0.0037 index_usage_batch=0.6095 perplexity=7947.4141 loss_commit=0.0037 loss=0.0598 fps=23.9674, 50.9s (d 0.01) 20.4h/38.1h +[09-29 20:28:31] Epoch 1073 started. +[09-29 20:29:22] Epoch 1073 training done. Time: 50.78s +[09-29 20:29:22] Epoch 1073, train: fm_loss=0.0179 perceptual_loss=0.0834 rp_loss=0.0596 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7046 ssim=0.8670 loss_q=0.0037 index_usage_batch=0.6095 perplexity=7947.5005 loss_commit=0.0037 loss=0.0600 fps=23.9787, 50.8s (d 0.01) 20.4h/38.1h +[09-29 20:29:22] Epoch 1074 started. +[09-29 20:30:12] Epoch 1074 training done. Time: 50.60s +[09-29 20:30:12] Epoch 1074, train: fm_loss=0.0167 perceptual_loss=0.0851 rp_loss=0.0592 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6930 ssim=0.8650 loss_q=0.0037 index_usage_batch=0.6096 perplexity=7947.5850 loss_commit=0.0037 loss=0.0596 fps=24.0357, 50.6s (d 0.01) 20.5h/38.1h +[09-29 20:30:12] Epoch 1075 started. +[09-29 20:31:04] Epoch 1075 training done. Time: 51.25s +[09-29 20:33:57] Calculating FVD with running real stats +[09-29 20:35:19] Converting video data to uint8 +[09-29 20:36:26] Converting video data to uint8 +[09-29 20:36:27] Preparing to save rng states... +[09-29 20:36:27] Saving checkpoint... +[09-29 20:37:00] New best checkpoint saved: best_fvd_96.77.pth +[09-29 20:37:00] Epoch 1075, train: fm_loss=0.0175 perceptual_loss=0.0838 rp_loss=0.0594 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7460 ssim=0.8666 loss_q=0.0037 index_usage_batch=0.6097 perplexity=7947.6753 loss_commit=0.0037 loss=0.0598 fps=23.8980, + eval: ucf101_val_psnr=24.2809 ucf101_val_ssim=0.7707 ucf101_val_fps=2.7335 ucf101_val_fvd=96.7650, +Latest checkpoint saved. Time: 33.56s +, 6.8m (d 0.01) 20.6h/38.3h +[09-29 20:37:00] Epoch 1076 started. +[09-29 20:37:50] Epoch 1076 training done. Time: 49.77s +[09-29 20:37:50] Epoch 1076, train: fm_loss=0.0169 perceptual_loss=0.0845 rp_loss=0.0591 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7120 ssim=0.8662 loss_q=0.0037 index_usage_batch=0.6095 perplexity=7947.7900 loss_commit=0.0037 loss=0.0595 fps=24.0531, 49.8s (d 0.01) 20.6h/38.3h +[09-29 20:37:50] Epoch 1077 started. +[09-29 20:38:41] Epoch 1077 training done. Time: 50.46s +[09-29 20:38:41] Epoch 1077, train: fm_loss=0.0180 perceptual_loss=0.0837 rp_loss=0.0599 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8258 ssim=0.8671 loss_q=0.0037 index_usage_batch=0.6096 perplexity=7947.8721 loss_commit=0.0037 loss=0.0602 fps=24.0529, 50.5s (d 0.01) 20.6h/38.3h +[09-29 20:38:41] Epoch 1078 started. +[09-29 20:39:31] Epoch 1078 training done. Time: 50.38s +[09-29 20:39:31] Epoch 1078, train: fm_loss=0.0179 perceptual_loss=0.0839 rp_loss=0.0598 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7570 ssim=0.8659 loss_q=0.0037 index_usage_batch=0.6095 perplexity=7947.9512 loss_commit=0.0037 loss=0.0602 fps=24.0788, 50.4s (d 0.01) 20.6h/38.2h +[09-29 20:39:31] Epoch 1079 started. +[09-29 20:40:22] Epoch 1079 training done. Time: 51.19s +[09-29 20:40:22] Epoch 1079, train: fm_loss=0.0168 perceptual_loss=0.0846 rp_loss=0.0591 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7540 ssim=0.8662 loss_q=0.0037 index_usage_batch=0.6096 perplexity=7948.0469 loss_commit=0.0037 loss=0.0594 fps=23.9071, 51.2s (d 0.01) 20.6h/38.2h +[09-29 20:40:22] Epoch 1080 started. +[09-29 20:41:13] Epoch 1080 training done. Time: 50.98s +[09-29 20:41:13] Epoch 1080, train: fm_loss=0.0170 perceptual_loss=0.0844 rp_loss=0.0592 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7180 ssim=0.8660 loss_q=0.0037 index_usage_batch=0.6095 perplexity=7948.1396 loss_commit=0.0037 loss=0.0595 fps=23.9628, 51.0s (d 0.01) 20.6h/38.2h +[09-29 20:41:13] Epoch 1081 started. +[09-29 20:42:04] Epoch 1081 training done. Time: 50.42s +[09-29 20:42:04] Epoch 1081, train: fm_loss=0.0172 perceptual_loss=0.0850 rp_loss=0.0597 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6906 ssim=0.8654 loss_q=0.0037 index_usage_batch=0.6095 perplexity=7948.2275 loss_commit=0.0037 loss=0.0601 fps=24.0805, 50.4s (d 0.01) 20.7h/38.2h +[09-29 20:42:04] Epoch 1082 started. +[09-29 20:42:54] Epoch 1082 training done. Time: 50.29s +[09-29 20:42:54] Epoch 1082, train: fm_loss=0.0168 perceptual_loss=0.0842 rp_loss=0.0590 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6834 ssim=0.8656 loss_q=0.0037 index_usage_batch=0.6092 perplexity=7948.3047 loss_commit=0.0037 loss=0.0593 fps=24.1174, 50.3s (d 0.01) 20.7h/38.2h +[09-29 20:42:54] Epoch 1083 started. +[09-29 20:43:44] Epoch 1083 training done. Time: 49.84s +[09-29 20:43:44] Epoch 1083, train: fm_loss=0.0167 perceptual_loss=0.0843 rp_loss=0.0588 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7047 ssim=0.8665 loss_q=0.0037 index_usage_batch=0.6098 perplexity=7948.3911 loss_commit=0.0037 loss=0.0592 fps=24.2234, 49.8s (d 0.01) 20.7h/38.2h +[09-29 20:43:44] Epoch 1084 started. +[09-29 20:44:35] Epoch 1084 training done. Time: 51.05s +[09-29 20:44:35] Epoch 1084, train: fm_loss=0.0165 perceptual_loss=0.0842 rp_loss=0.0585 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6483 ssim=0.8658 loss_q=0.0037 index_usage_batch=0.6099 perplexity=7948.4805 loss_commit=0.0037 loss=0.0589 fps=23.9520, 51.0s (d 0.01) 20.7h/38.2h +[09-29 20:44:35] Epoch 1085 started. +[09-29 20:45:26] Epoch 1085 training done. Time: 50.94s +[09-29 20:45:26] Epoch 1085, train: fm_loss=0.0166 perceptual_loss=0.0848 rp_loss=0.0590 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6696 ssim=0.8654 loss_q=0.0037 index_usage_batch=0.6098 perplexity=7948.5664 loss_commit=0.0037 loss=0.0594 fps=23.9506, 50.9s (d 0.01) 20.7h/38.2h +[09-29 20:45:26] Epoch 1086 started. +[09-29 20:46:16] Epoch 1086 training done. Time: 50.53s +[09-29 20:46:16] Epoch 1086, train: fm_loss=0.0163 perceptual_loss=0.0845 rp_loss=0.0586 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6902 ssim=0.8661 loss_q=0.0037 index_usage_batch=0.6096 perplexity=7948.6567 loss_commit=0.0037 loss=0.0589 fps=24.0468, 50.5s (d 0.01) 20.7h/38.2h +[09-29 20:46:16] Epoch 1087 started. +[09-29 20:47:07] Epoch 1087 training done. Time: 50.42s +[09-29 20:47:07] Epoch 1087, train: fm_loss=0.0168 perceptual_loss=0.0838 rp_loss=0.0587 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7358 ssim=0.8662 loss_q=0.0037 index_usage_batch=0.6097 perplexity=7948.7495 loss_commit=0.0037 loss=0.0590 fps=24.0716, 50.4s (d 0.01) 20.7h/38.2h +[09-29 20:47:07] Epoch 1088 started. +[09-29 20:47:57] Epoch 1088 training done. Time: 50.32s +[09-29 20:47:57] Epoch 1088, train: fm_loss=0.0171 perceptual_loss=0.0847 rp_loss=0.0594 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7078 ssim=0.8648 loss_q=0.0037 index_usage_batch=0.6096 perplexity=7948.8374 loss_commit=0.0037 loss=0.0598 fps=24.1034, 50.3s (d 0.01) 20.8h/38.2h +[09-29 20:47:57] Epoch 1089 started. +[09-29 20:48:48] Epoch 1089 training done. Time: 50.86s +[09-29 20:48:48] Epoch 1089, train: fm_loss=0.0171 perceptual_loss=0.0836 rp_loss=0.0589 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7541 ssim=0.8677 loss_q=0.0037 index_usage_batch=0.6096 perplexity=7948.9341 loss_commit=0.0037 loss=0.0593 fps=24.0005, 50.9s (d 0.01) 20.8h/38.1h +[09-29 20:48:48] Epoch 1090 started. +[09-29 20:49:38] Epoch 1090 training done. Time: 50.66s +[09-29 20:49:38] Epoch 1090, train: fm_loss=0.0162 perceptual_loss=0.0844 rp_loss=0.0584 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6867 ssim=0.8647 loss_q=0.0037 index_usage_batch=0.6097 perplexity=7949.0269 loss_commit=0.0037 loss=0.0588 fps=24.1202, 50.7s (d 0.01) 20.8h/38.1h +[09-29 20:49:38] Epoch 1091 started. +[09-29 20:50:29] Epoch 1091 training done. Time: 50.68s +[09-29 20:50:29] Epoch 1091, train: fm_loss=0.0165 perceptual_loss=0.0840 rp_loss=0.0586 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7353 ssim=0.8677 loss_q=0.0037 index_usage_batch=0.6096 perplexity=7949.1133 loss_commit=0.0037 loss=0.0589 fps=24.0154, 50.7s (d 0.01) 20.8h/38.1h +[09-29 20:50:29] Epoch 1092 started. +[09-29 20:51:20] Epoch 1092 training done. Time: 50.72s +[09-29 20:51:20] Epoch 1092, train: fm_loss=0.0169 perceptual_loss=0.0840 rp_loss=0.0589 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7379 ssim=0.8673 loss_q=0.0037 index_usage_batch=0.6099 perplexity=7949.2051 loss_commit=0.0037 loss=0.0593 fps=24.0315, 50.7s (d 0.01) 20.8h/38.1h +[09-29 20:51:20] Epoch 1093 started. +[09-29 20:52:10] Epoch 1093 training done. Time: 49.91s +[09-29 20:52:10] Epoch 1093, train: fm_loss=0.0172 perceptual_loss=0.0847 rp_loss=0.0596 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7378 ssim=0.8645 loss_q=0.0037 index_usage_batch=0.6097 perplexity=7949.2900 loss_commit=0.0037 loss=0.0599 fps=24.1987, 49.9s (d 0.01) 20.8h/38.1h +[09-29 20:52:10] Epoch 1094 started. +[09-29 20:53:00] Epoch 1094 training done. Time: 49.89s +[09-29 20:53:00] Epoch 1094, train: fm_loss=0.0171 perceptual_loss=0.0834 rp_loss=0.0588 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7511 ssim=0.8673 loss_q=0.0037 index_usage_batch=0.6096 perplexity=7949.3779 loss_commit=0.0037 loss=0.0592 fps=24.2182, 49.9s (d 0.01) 20.8h/38.1h +[09-29 20:53:00] Epoch 1095 started. +[09-29 20:53:50] Epoch 1095 training done. Time: 50.73s +[09-29 20:53:50] Epoch 1095, train: fm_loss=0.0179 perceptual_loss=0.0829 rp_loss=0.0593 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8678 ssim=0.8694 loss_q=0.0037 index_usage_batch=0.6095 perplexity=7949.4604 loss_commit=0.0037 loss=0.0597 fps=24.0231, 50.7s (d 0.01) 20.9h/38.1h +[09-29 20:53:50] Epoch 1096 started. +[09-29 20:54:41] Epoch 1096 training done. Time: 50.76s +[09-29 20:54:41] Epoch 1096, train: fm_loss=0.0171 perceptual_loss=0.0839 rp_loss=0.0591 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7422 ssim=0.8668 loss_q=0.0037 index_usage_batch=0.6095 perplexity=7949.5474 loss_commit=0.0037 loss=0.0594 fps=24.0175, 50.8s (d 0.01) 20.9h/38.1h +[09-29 20:54:41] Epoch 1097 started. +[09-29 20:55:32] Epoch 1097 training done. Time: 51.13s +[09-29 20:55:32] Epoch 1097, train: fm_loss=0.0165 perceptual_loss=0.0847 rp_loss=0.0588 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.6760 ssim=0.8658 loss_q=0.0037 index_usage_batch=0.6097 perplexity=7949.6396 loss_commit=0.0037 loss=0.0592 fps=23.9610, 51.1s (d 0.01) 20.9h/38.1h +[09-29 20:55:32] Epoch 1098 started. +[09-29 20:56:22] Epoch 1098 training done. Time: 50.22s +[09-29 20:56:22] Epoch 1098, train: fm_loss=0.0171 perceptual_loss=0.0827 rp_loss=0.0584 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8111 ssim=0.8693 loss_q=0.0037 index_usage_batch=0.6096 perplexity=7949.7295 loss_commit=0.0037 loss=0.0588 fps=24.1527, 50.2s (d 0.01) 20.9h/38.1h +[09-29 20:56:22] Epoch 1099 started. +[09-29 20:57:12] Epoch 1099 training done. Time: 49.82s +[09-29 20:57:12] Epoch 1099, train: fm_loss=0.0174 perceptual_loss=0.0837 rp_loss=0.0593 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7982 ssim=0.8677 loss_q=0.0037 index_usage_batch=0.6097 perplexity=7949.8130 loss_commit=0.0037 loss=0.0596 fps=24.2450, 49.8s (d 0.01) 20.9h/38.1h +[09-29 20:57:12] Epoch 1100 started. +[09-29 20:58:03] Epoch 1100 training done. Time: 50.82s +[09-29 21:00:57] Calculating FVD with running real stats +[09-29 21:02:17] Converting video data to uint8 +[09-29 21:03:26] Converting video data to uint8 +[09-29 21:03:27] Preparing to save rng states... +[09-29 21:03:27] Saving checkpoint... +[09-29 21:03:35] Epoch 1100, train: fm_loss=0.0167 perceptual_loss=0.0830 rp_loss=0.0582 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7866 ssim=0.8679 loss_q=0.0037 index_usage_batch=0.6094 perplexity=7949.8979 loss_commit=0.0037 loss=0.0586 fps=24.0028, + eval: ucf101_val_psnr=24.2638 ucf101_val_ssim=0.7754 ucf101_val_fps=2.7178 ucf101_val_fvd=102.0699, +Latest checkpoint saved. Time: 8.64s +, 6.4m (d 0.01) 21.0h/38.2h +[09-29 21:03:35] Epoch 1101 started. +[09-29 21:04:26] Epoch 1101 training done. Time: 50.53s +[09-29 21:04:26] Epoch 1101, train: fm_loss=0.0164 perceptual_loss=0.0842 rp_loss=0.0585 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7162 ssim=0.8653 loss_q=0.0037 index_usage_batch=0.6096 perplexity=7950.0068 loss_commit=0.0037 loss=0.0589 fps=23.9327, 50.5s (d 0.01) 21.0h/38.2h +[09-29 21:04:26] Epoch 1102 started. +[09-29 21:05:17] Epoch 1102 training done. Time: 51.54s +[09-29 21:05:17] Epoch 1102, train: fm_loss=0.0173 perceptual_loss=0.0842 rp_loss=0.0594 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7470 ssim=0.8654 loss_q=0.0037 index_usage_batch=0.6094 perplexity=7950.0869 loss_commit=0.0037 loss=0.0598 fps=23.8053, 51.5s (d 0.01) 21.0h/38.2h +[09-29 21:05:17] Epoch 1103 started. +[09-29 21:06:08] Epoch 1103 training done. Time: 50.34s +[09-29 21:06:08] Epoch 1103, train: fm_loss=0.0169 perceptual_loss=0.0832 rp_loss=0.0585 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7714 ssim=0.8683 loss_q=0.0037 index_usage_batch=0.6096 perplexity=7950.1753 loss_commit=0.0037 loss=0.0588 fps=24.1043, 50.3s (d 0.01) 21.1h/38.2h +[09-29 21:06:08] Epoch 1104 started. +[09-29 21:06:58] Epoch 1104 training done. Time: 49.96s +[09-29 21:06:58] Epoch 1104, train: fm_loss=0.0174 perceptual_loss=0.0832 rp_loss=0.0590 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8110 ssim=0.8674 loss_q=0.0037 index_usage_batch=0.6096 perplexity=7950.2578 loss_commit=0.0037 loss=0.0594 fps=24.1699, 50.0s (d 0.01) 21.1h/38.2h +[09-29 21:06:58] Epoch 1105 started. +[09-29 21:07:48] Epoch 1105 training done. Time: 50.33s +[09-29 21:07:48] Epoch 1105, train: fm_loss=0.0168 perceptual_loss=0.0836 rp_loss=0.0586 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7819 ssim=0.8673 loss_q=0.0037 index_usage_batch=0.6094 perplexity=7950.3403 loss_commit=0.0037 loss=0.0590 fps=24.1005, 50.3s (d 0.01) 21.1h/38.2h +[09-29 21:07:48] Epoch 1106 started. +[09-29 21:08:39] Epoch 1106 training done. Time: 50.39s +[09-29 21:08:39] Epoch 1106, train: fm_loss=0.0172 perceptual_loss=0.0836 rp_loss=0.0590 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7554 ssim=0.8669 loss_q=0.0037 index_usage_batch=0.6097 perplexity=7950.4268 loss_commit=0.0037 loss=0.0594 fps=24.0856, 50.4s (d 0.01) 21.1h/38.2h +[09-29 21:08:39] Epoch 1107 started. +[09-29 21:09:29] Epoch 1107 training done. Time: 50.81s +[09-29 21:09:29] Epoch 1107, train: fm_loss=0.0167 perceptual_loss=0.0836 rp_loss=0.0585 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7826 ssim=0.8673 loss_q=0.0037 index_usage_batch=0.6094 perplexity=7950.5190 loss_commit=0.0037 loss=0.0588 fps=23.9824, 50.8s (d 0.01) 21.1h/38.1h +[09-29 21:09:29] Epoch 1108 started. +[09-29 21:10:21] Epoch 1108 training done. Time: 51.25s +[09-29 21:10:21] Epoch 1108, train: fm_loss=0.0171 perceptual_loss=0.0832 rp_loss=0.0587 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8271 ssim=0.8680 loss_q=0.0037 index_usage_batch=0.6097 perplexity=7950.6089 loss_commit=0.0037 loss=0.0591 fps=23.8967, 51.2s (d 0.01) 21.1h/38.1h +[09-29 21:10:21] Epoch 1109 started. +[09-29 21:11:11] Epoch 1109 training done. Time: 50.42s +[09-29 21:11:11] Epoch 1109, train: fm_loss=0.0171 perceptual_loss=0.0837 rp_loss=0.0589 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7858 ssim=0.8673 loss_q=0.0037 index_usage_batch=0.6095 perplexity=7950.6948 loss_commit=0.0037 loss=0.0593 fps=24.0847, 50.4s (d 0.01) 21.1h/38.1h +[09-29 21:11:11] Epoch 1110 started. +[09-29 21:12:01] Epoch 1110 training done. Time: 49.98s +[09-29 21:12:01] Epoch 1110, train: fm_loss=0.0166 perceptual_loss=0.0840 rp_loss=0.0586 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7510 ssim=0.8663 loss_q=0.0037 index_usage_batch=0.6096 perplexity=7950.7832 loss_commit=0.0037 loss=0.0590 fps=24.1602, 50.0s (d 0.01) 21.2h/38.1h +[09-29 21:12:01] Epoch 1111 started. +[09-29 21:12:52] Epoch 1111 training done. Time: 50.86s +[09-29 21:12:52] Epoch 1111, train: fm_loss=0.0179 perceptual_loss=0.0836 rp_loss=0.0597 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8392 ssim=0.8677 loss_q=0.0037 index_usage_batch=0.6097 perplexity=7950.8638 loss_commit=0.0037 loss=0.0600 fps=23.9844, 50.9s (d 0.01) 21.2h/38.1h +[09-29 21:12:52] Epoch 1112 started. +[09-29 21:13:43] Epoch 1112 training done. Time: 50.69s +[09-29 21:13:43] Epoch 1112, train: fm_loss=0.0169 perceptual_loss=0.0841 rp_loss=0.0589 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7695 ssim=0.8664 loss_q=0.0037 index_usage_batch=0.6095 perplexity=7950.9497 loss_commit=0.0037 loss=0.0593 fps=24.0268, 50.7s (d 0.01) 21.2h/38.1h +[09-29 21:13:43] Epoch 1113 started. +[09-29 21:14:34] Epoch 1113 training done. Time: 51.13s +[09-29 21:14:34] Epoch 1113, train: fm_loss=0.0176 perceptual_loss=0.0832 rp_loss=0.0593 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8302 ssim=0.8667 loss_q=0.0037 index_usage_batch=0.6094 perplexity=7951.0312 loss_commit=0.0037 loss=0.0596 fps=23.9518, 51.1s (d 0.01) 21.2h/38.1h +[09-29 21:14:34] Epoch 1114 started. +[09-29 21:15:24] Epoch 1114 training done. Time: 50.29s +[09-29 21:15:24] Epoch 1114, train: fm_loss=0.0163 perceptual_loss=0.0830 rp_loss=0.0579 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7980 ssim=0.8693 loss_q=0.0037 index_usage_batch=0.6094 perplexity=7951.1089 loss_commit=0.0037 loss=0.0582 fps=24.1439, 50.3s (d 0.01) 21.2h/38.1h +[09-29 21:15:24] Epoch 1115 started. +[09-29 21:16:14] Epoch 1115 training done. Time: 49.91s +[09-29 21:16:14] Epoch 1115, train: fm_loss=0.0171 perceptual_loss=0.0843 rp_loss=0.0592 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7512 ssim=0.8648 loss_q=0.0037 index_usage_batch=0.6095 perplexity=7951.1885 loss_commit=0.0037 loss=0.0596 fps=24.2113, 49.9s (d 0.01) 21.2h/38.1h +[09-29 21:16:14] Epoch 1116 started. +[09-29 21:17:04] Epoch 1116 training done. Time: 49.92s +[09-29 21:17:04] Epoch 1116, train: fm_loss=0.0177 perceptual_loss=0.0833 rp_loss=0.0593 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8001 ssim=0.8679 loss_q=0.0037 index_usage_batch=0.6096 perplexity=7951.2676 loss_commit=0.0037 loss=0.0597 fps=24.1786, 49.9s (d 0.01) 21.2h/38.1h +[09-29 21:17:04] Epoch 1117 started. +[09-29 21:17:55] Epoch 1117 training done. Time: 50.86s +[09-29 21:17:55] Epoch 1117, train: fm_loss=0.0171 perceptual_loss=0.0837 rp_loss=0.0589 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7486 ssim=0.8660 loss_q=0.0037 index_usage_batch=0.6095 perplexity=7951.3477 loss_commit=0.0037 loss=0.0593 fps=23.9788, 50.9s (d 0.01) 21.3h/38.1h +[09-29 21:17:55] Epoch 1118 started. +[09-29 21:18:47] Epoch 1118 training done. Time: 51.90s +[09-29 21:18:47] Epoch 1118, train: fm_loss=0.0169 perceptual_loss=0.0833 rp_loss=0.0586 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8093 ssim=0.8667 loss_q=0.0037 index_usage_batch=0.6096 perplexity=7951.4292 loss_commit=0.0037 loss=0.0590 fps=23.7463, 51.9s (d 0.01) 21.3h/38.0h +[09-29 21:18:47] Epoch 1119 started. +[09-29 21:19:37] Epoch 1119 training done. Time: 49.97s +[09-29 21:19:37] Epoch 1119, train: fm_loss=0.0172 perceptual_loss=0.0830 rp_loss=0.0587 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8215 ssim=0.8686 loss_q=0.0037 index_usage_batch=0.6096 perplexity=7951.5107 loss_commit=0.0037 loss=0.0591 fps=24.1863, 50.0s (d 0.01) 21.3h/38.0h +[09-29 21:19:37] Epoch 1120 started. +[09-29 21:20:27] Epoch 1120 training done. Time: 50.36s +[09-29 21:20:27] Epoch 1120, train: fm_loss=0.0173 perceptual_loss=0.0832 rp_loss=0.0589 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8487 ssim=0.8684 loss_q=0.0037 index_usage_batch=0.6093 perplexity=7951.5894 loss_commit=0.0037 loss=0.0592 fps=24.0900, 50.4s (d 0.01) 21.3h/38.0h +[09-29 21:20:27] Epoch 1121 started. +[09-29 21:21:17] Epoch 1121 training done. Time: 49.94s +[09-29 21:21:17] Epoch 1121, train: fm_loss=0.0169 perceptual_loss=0.0831 rp_loss=0.0585 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8106 ssim=0.8676 loss_q=0.0037 index_usage_batch=0.6097 perplexity=7951.6641 loss_commit=0.0037 loss=0.0589 fps=24.1789, 49.9s (d 0.01) 21.3h/38.0h +[09-29 21:21:17] Epoch 1122 started. +[09-29 21:22:08] Epoch 1122 training done. Time: 50.82s +[09-29 21:22:08] Epoch 1122, train: fm_loss=0.0168 perceptual_loss=0.0830 rp_loss=0.0583 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7773 ssim=0.8682 loss_q=0.0037 index_usage_batch=0.6096 perplexity=7951.7427 loss_commit=0.0037 loss=0.0586 fps=23.9761, 50.8s (d 0.01) 21.3h/38.0h +[09-29 21:22:08] Epoch 1123 started. +[09-29 21:22:58] Epoch 1123 training done. Time: 50.44s +[09-29 21:22:58] Epoch 1123, train: fm_loss=0.0165 perceptual_loss=0.0839 rp_loss=0.0585 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7578 ssim=0.8665 loss_q=0.0037 index_usage_batch=0.6094 perplexity=7951.8286 loss_commit=0.0037 loss=0.0588 fps=24.0452, 50.4s (d 0.01) 21.3h/38.0h +[09-29 21:22:58] Epoch 1124 started. +[09-29 21:23:50] Epoch 1124 training done. Time: 51.70s +[09-29 21:23:50] Epoch 1124, train: fm_loss=0.0173 perceptual_loss=0.0838 rp_loss=0.0592 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7796 ssim=0.8675 loss_q=0.0037 index_usage_batch=0.6095 perplexity=7951.9043 loss_commit=0.0037 loss=0.0596 fps=23.8076, 51.7s (d 0.01) 21.4h/38.0h +[09-29 21:23:50] Epoch 1125 started. +[09-29 21:24:40] Epoch 1125 training done. Time: 50.47s +[09-29 21:27:34] Calculating FVD with running real stats +[09-29 21:28:56] Converting video data to uint8 +[09-29 21:30:03] Converting video data to uint8 +[09-29 21:30:04] Preparing to save rng states... +[09-29 21:30:04] Saving checkpoint... +[09-29 21:30:13] Epoch 1125, train: fm_loss=0.0167 perceptual_loss=0.0845 rp_loss=0.0589 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7758 ssim=0.8659 loss_q=0.0037 index_usage_batch=0.6095 perplexity=7951.9883 loss_commit=0.0037 loss=0.0593 fps=24.0649, + eval: ucf101_val_psnr=24.1155 ucf101_val_ssim=0.7721 ucf101_val_fps=2.7268 ucf101_val_fvd=99.8889, +Latest checkpoint saved. Time: 8.63s +, 6.4m (d 0.01) 21.5h/38.1h +[09-29 21:30:13] Epoch 1126 started. +[09-29 21:31:02] Epoch 1126 training done. Time: 49.52s +[09-29 21:31:02] Epoch 1126, train: fm_loss=0.0163 perceptual_loss=0.0829 rp_loss=0.0578 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7707 ssim=0.8677 loss_q=0.0037 index_usage_batch=0.6098 perplexity=7952.0972 loss_commit=0.0037 loss=0.0581 fps=24.1614, 49.5s (d 0.01) 21.5h/38.1h +[09-29 21:31:02] Epoch 1127 started. +[09-29 21:31:52] Epoch 1127 training done. Time: 49.96s +[09-29 21:31:52] Epoch 1127, train: fm_loss=0.0167 perceptual_loss=0.0833 rp_loss=0.0584 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7983 ssim=0.8688 loss_q=0.0037 index_usage_batch=0.6097 perplexity=7952.1763 loss_commit=0.0037 loss=0.0588 fps=24.1798, 50.0s (d 0.01) 21.5h/38.1h +[09-29 21:31:52] Epoch 1128 started. +[09-29 21:32:45] Epoch 1128 training done. Time: 52.29s +[09-29 21:32:45] Epoch 1128, train: fm_loss=0.0170 perceptual_loss=0.0833 rp_loss=0.0587 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8280 ssim=0.8681 loss_q=0.0037 index_usage_batch=0.6096 perplexity=7952.2627 loss_commit=0.0037 loss=0.0590 fps=23.6973, 52.3s (d 0.01) 21.5h/38.1h +[09-29 21:32:45] Epoch 1129 started. +[09-29 21:33:35] Epoch 1129 training done. Time: 50.72s +[09-29 21:33:35] Epoch 1129, train: fm_loss=0.0175 perceptual_loss=0.0823 rp_loss=0.0586 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8358 ssim=0.8686 loss_q=0.0037 index_usage_batch=0.6095 perplexity=7952.3438 loss_commit=0.0037 loss=0.0590 fps=24.0173, 50.7s (d 0.01) 21.5h/38.1h +[09-29 21:33:35] Epoch 1130 started. +[09-29 21:34:25] Epoch 1130 training done. Time: 49.97s +[09-29 21:34:25] Epoch 1130, train: fm_loss=0.0168 perceptual_loss=0.0834 rp_loss=0.0585 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8201 ssim=0.8673 loss_q=0.0037 index_usage_batch=0.6095 perplexity=7952.4199 loss_commit=0.0037 loss=0.0589 fps=24.1785, 50.0s (d 0.01) 21.5h/38.1h +[09-29 21:34:25] Epoch 1131 started. +[09-29 21:35:16] Epoch 1131 training done. Time: 50.49s +[09-29 21:35:16] Epoch 1131, train: fm_loss=0.0169 perceptual_loss=0.0826 rp_loss=0.0582 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8034 ssim=0.8680 loss_q=0.0037 index_usage_batch=0.6099 perplexity=7952.4995 loss_commit=0.0037 loss=0.0586 fps=24.0806, 50.5s (d 0.01) 21.5h/38.1h +[09-29 21:35:16] Epoch 1132 started. +[09-29 21:36:06] Epoch 1132 training done. Time: 49.99s +[09-29 21:36:06] Epoch 1132, train: fm_loss=0.0167 perceptual_loss=0.0835 rp_loss=0.0584 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7708 ssim=0.8675 loss_q=0.0037 index_usage_batch=0.6099 perplexity=7952.5815 loss_commit=0.0037 loss=0.0588 fps=24.1533, 50.0s (d 0.01) 21.6h/38.1h +[09-29 21:36:06] Epoch 1133 started. +[09-29 21:36:56] Epoch 1133 training done. Time: 50.69s +[09-29 21:36:56] Epoch 1133, train: fm_loss=0.0162 perceptual_loss=0.0838 rp_loss=0.0581 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7527 ssim=0.8669 loss_q=0.0038 index_usage_batch=0.6097 perplexity=7952.6597 loss_commit=0.0038 loss=0.0585 fps=24.0703, 50.7s (d 0.01) 21.6h/38.1h +[09-29 21:36:56] Epoch 1134 started. +[09-29 21:37:48] Epoch 1134 training done. Time: 51.72s +[09-29 21:37:48] Epoch 1134, train: fm_loss=0.0169 perceptual_loss=0.0828 rp_loss=0.0583 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7671 ssim=0.8684 loss_q=0.0038 index_usage_batch=0.6096 perplexity=7952.7432 loss_commit=0.0038 loss=0.0587 fps=23.7951, 51.7s (d 0.01) 21.6h/38.1h +[09-29 21:37:48] Epoch 1135 started. +[09-29 21:38:39] Epoch 1135 training done. Time: 50.50s +[09-29 21:38:39] Epoch 1135, train: fm_loss=0.0168 perceptual_loss=0.0828 rp_loss=0.0582 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7805 ssim=0.8683 loss_q=0.0038 index_usage_batch=0.6100 perplexity=7952.8242 loss_commit=0.0038 loss=0.0585 fps=24.0502, 50.5s (d 0.01) 21.6h/38.1h +[09-29 21:38:39] Epoch 1136 started. +[09-29 21:39:29] Epoch 1136 training done. Time: 50.59s +[09-29 21:39:29] Epoch 1136, train: fm_loss=0.0169 perceptual_loss=0.0827 rp_loss=0.0582 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8329 ssim=0.8688 loss_q=0.0038 index_usage_batch=0.6096 perplexity=7952.9062 loss_commit=0.0038 loss=0.0586 fps=23.9993, 50.6s (d 0.01) 21.6h/38.1h +[09-29 21:39:29] Epoch 1137 started. +[09-29 21:40:19] Epoch 1137 training done. Time: 50.11s +[09-29 21:40:19] Epoch 1137, train: fm_loss=0.0166 perceptual_loss=0.0825 rp_loss=0.0578 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8545 ssim=0.8691 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7952.9839 loss_commit=0.0038 loss=0.0582 fps=24.1159, 50.1s (d 0.01) 21.6h/38.0h +[09-29 21:40:19] Epoch 1138 started. +[09-29 21:41:10] Epoch 1138 training done. Time: 50.26s +[09-29 21:41:10] Epoch 1138, train: fm_loss=0.0158 perceptual_loss=0.0828 rp_loss=0.0572 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7542 ssim=0.8687 loss_q=0.0038 index_usage_batch=0.6096 perplexity=7953.0581 loss_commit=0.0038 loss=0.0576 fps=24.1375, 50.3s (d 0.01) 21.6h/38.0h +[09-29 21:41:10] Epoch 1139 started. +[09-29 21:42:01] Epoch 1139 training done. Time: 51.64s +[09-29 21:42:01] Epoch 1139, train: fm_loss=0.0168 perceptual_loss=0.0834 rp_loss=0.0585 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7812 ssim=0.8680 loss_q=0.0038 index_usage_batch=0.6099 perplexity=7953.1372 loss_commit=0.0038 loss=0.0589 fps=23.8196, 51.6s (d 0.01) 21.7h/38.0h +[09-29 21:42:01] Epoch 1140 started. +[09-29 21:42:52] Epoch 1140 training done. Time: 50.73s +[09-29 21:42:52] Epoch 1140, train: fm_loss=0.0165 perceptual_loss=0.0829 rp_loss=0.0579 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7580 ssim=0.8677 loss_q=0.0038 index_usage_batch=0.6097 perplexity=7953.2178 loss_commit=0.0038 loss=0.0583 fps=24.0109, 50.7s (d 0.01) 21.7h/38.0h +[09-29 21:42:52] Epoch 1141 started. +[09-29 21:43:42] Epoch 1141 training done. Time: 50.32s +[09-29 21:43:42] Epoch 1141, train: fm_loss=0.0172 perceptual_loss=0.0825 rp_loss=0.0584 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8782 ssim=0.8693 loss_q=0.0038 index_usage_batch=0.6097 perplexity=7953.2930 loss_commit=0.0038 loss=0.0588 fps=24.1348, 50.3s (d 0.01) 21.7h/38.0h +[09-29 21:43:42] Epoch 1142 started. +[09-29 21:44:32] Epoch 1142 training done. Time: 49.90s +[09-29 21:44:32] Epoch 1142, train: fm_loss=0.0171 perceptual_loss=0.0830 rp_loss=0.0587 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8333 ssim=0.8677 loss_q=0.0038 index_usage_batch=0.6096 perplexity=7953.3750 loss_commit=0.0038 loss=0.0590 fps=24.2002, 49.9s (d 0.01) 21.7h/38.0h +[09-29 21:44:32] Epoch 1143 started. +[09-29 21:45:22] Epoch 1143 training done. Time: 50.20s +[09-29 21:45:22] Epoch 1143, train: fm_loss=0.0163 perceptual_loss=0.0836 rp_loss=0.0581 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7636 ssim=0.8685 loss_q=0.0038 index_usage_batch=0.6096 perplexity=7953.4536 loss_commit=0.0038 loss=0.0585 fps=24.2358, 50.2s (d 0.01) 21.7h/38.0h +[09-29 21:45:22] Epoch 1144 started. +[09-29 21:46:13] Epoch 1144 training done. Time: 50.70s +[09-29 21:46:13] Epoch 1144, train: fm_loss=0.0169 perceptual_loss=0.0821 rp_loss=0.0580 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8573 ssim=0.8701 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7953.5308 loss_commit=0.0038 loss=0.0583 fps=24.0328, 50.7s (d 0.01) 21.7h/38.0h +[09-29 21:46:13] Epoch 1145 started. +[09-29 21:47:04] Epoch 1145 training done. Time: 51.02s +[09-29 21:47:04] Epoch 1145, train: fm_loss=0.0164 perceptual_loss=0.0835 rp_loss=0.0582 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7303 ssim=0.8665 loss_q=0.0038 index_usage_batch=0.6096 perplexity=7953.6055 loss_commit=0.0038 loss=0.0586 fps=24.0037, 51.0s (d 0.01) 21.7h/38.0h +[09-29 21:47:04] Epoch 1146 started. +[09-29 21:47:55] Epoch 1146 training done. Time: 50.89s +[09-29 21:47:55] Epoch 1146, train: fm_loss=0.0167 perceptual_loss=0.0829 rp_loss=0.0581 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8542 ssim=0.8686 loss_q=0.0038 index_usage_batch=0.6097 perplexity=7953.6841 loss_commit=0.0038 loss=0.0585 fps=24.0190, 50.9s (d 0.01) 21.8h/38.0h +[09-29 21:47:55] Epoch 1147 started. +[09-29 21:48:45] Epoch 1147 training done. Time: 49.97s +[09-29 21:48:45] Epoch 1147, train: fm_loss=0.0172 perceptual_loss=0.0831 rp_loss=0.0587 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7899 ssim=0.8660 loss_q=0.0038 index_usage_batch=0.6097 perplexity=7953.7617 loss_commit=0.0038 loss=0.0591 fps=24.1776, 50.0s (d 0.01) 21.8h/38.0h +[09-29 21:48:45] Epoch 1148 started. +[09-29 21:49:35] Epoch 1148 training done. Time: 49.75s +[09-29 21:49:35] Epoch 1148, train: fm_loss=0.0173 perceptual_loss=0.0826 rp_loss=0.0586 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8148 ssim=0.8689 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7953.8394 loss_commit=0.0038 loss=0.0590 fps=24.2748, 49.8s (d 0.01) 21.8h/37.9h +[09-29 21:49:35] Epoch 1149 started. +[09-29 21:50:25] Epoch 1149 training done. Time: 50.39s +[09-29 21:50:25] Epoch 1149, train: fm_loss=0.0161 perceptual_loss=0.0826 rp_loss=0.0574 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7906 ssim=0.8681 loss_q=0.0038 index_usage_batch=0.6094 perplexity=7953.9189 loss_commit=0.0038 loss=0.0578 fps=24.1003, 50.4s (d 0.01) 21.8h/37.9h +[09-29 21:50:25] Epoch 1150 started. +[09-29 21:51:16] Epoch 1150 training done. Time: 51.16s +[09-29 21:54:12] Calculating FVD with running real stats +[09-29 21:55:33] Converting video data to uint8 +[09-29 21:56:41] Converting video data to uint8 +[09-29 21:56:42] Preparing to save rng states... +[09-29 21:56:42] Saving checkpoint... +[09-29 21:57:14] New best checkpoint saved: best_fvd_90.12.pth +[09-29 21:57:14] Epoch 1150, train: fm_loss=0.0160 perceptual_loss=0.0827 rp_loss=0.0573 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7573 ssim=0.8685 loss_q=0.0038 index_usage_batch=0.6096 perplexity=7954.0034 loss_commit=0.0038 loss=0.0577 fps=23.9832, + eval: ucf101_val_psnr=24.2582 ucf101_val_ssim=0.7726 ucf101_val_fps=2.7013 ucf101_val_fvd=90.1172, +Latest checkpoint saved. Time: 32.43s +, 6.8m (d 0.01) 21.9h/38.1h +[09-29 21:57:14] Epoch 1151 started. +[09-29 21:58:05] Epoch 1151 training done. Time: 50.89s +[09-29 21:58:05] Epoch 1151, train: fm_loss=0.0176 perceptual_loss=0.0827 rp_loss=0.0589 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8640 ssim=0.8684 loss_q=0.0038 index_usage_batch=0.6097 perplexity=7954.1099 loss_commit=0.0038 loss=0.0593 fps=23.8371, 50.9s (d 0.01) 21.9h/38.1h +[09-29 21:58:05] Epoch 1152 started. +[09-29 21:58:55] Epoch 1152 training done. Time: 50.39s +[09-29 21:58:55] Epoch 1152, train: fm_loss=0.0167 perceptual_loss=0.0823 rp_loss=0.0578 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8209 ssim=0.8690 loss_q=0.0038 index_usage_batch=0.6099 perplexity=7954.1899 loss_commit=0.0038 loss=0.0582 fps=24.0987, 50.4s (d 0.01) 21.9h/38.1h +[09-29 21:58:55] Epoch 1153 started. +[09-29 21:59:45] Epoch 1153 training done. Time: 49.92s +[09-29 21:59:45] Epoch 1153, train: fm_loss=0.0170 perceptual_loss=0.0826 rp_loss=0.0583 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8520 ssim=0.8687 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7954.2583 loss_commit=0.0038 loss=0.0587 fps=24.1940, 49.9s (d 0.01) 22.0h/38.1h +[09-29 21:59:45] Epoch 1154 started. +[09-29 22:00:36] Epoch 1154 training done. Time: 50.44s +[09-29 22:00:36] Epoch 1154, train: fm_loss=0.0162 perceptual_loss=0.0824 rp_loss=0.0574 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8389 ssim=0.8694 loss_q=0.0038 index_usage_batch=0.6100 perplexity=7954.3315 loss_commit=0.0038 loss=0.0578 fps=24.0487, 50.4s (d 0.01) 22.0h/38.1h +[09-29 22:00:36] Epoch 1155 started. +[09-29 22:01:27] Epoch 1155 training done. Time: 51.37s +[09-29 22:01:27] Epoch 1155, train: fm_loss=0.0164 perceptual_loss=0.0823 rp_loss=0.0576 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8663 ssim=0.8698 loss_q=0.0038 index_usage_batch=0.6099 perplexity=7954.4067 loss_commit=0.0038 loss=0.0579 fps=23.9020, 51.4s (d 0.01) 22.0h/38.1h +[09-29 22:01:27] Epoch 1156 started. +[09-29 22:02:18] Epoch 1156 training done. Time: 51.25s +[09-29 22:02:18] Epoch 1156, train: fm_loss=0.0162 perceptual_loss=0.0819 rp_loss=0.0571 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8656 ssim=0.8704 loss_q=0.0038 index_usage_batch=0.6099 perplexity=7954.4795 loss_commit=0.0038 loss=0.0575 fps=23.9045, 51.3s (d 0.01) 22.0h/38.1h +[09-29 22:02:18] Epoch 1157 started. +[09-29 22:03:09] Epoch 1157 training done. Time: 50.31s +[09-29 22:03:09] Epoch 1157, train: fm_loss=0.0162 perceptual_loss=0.0825 rp_loss=0.0575 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7398 ssim=0.8687 loss_q=0.0038 index_usage_batch=0.6096 perplexity=7954.5459 loss_commit=0.0038 loss=0.0579 fps=24.1107, 50.3s (d 0.01) 22.0h/38.0h +[09-29 22:03:09] Epoch 1158 started. +[09-29 22:03:58] Epoch 1158 training done. Time: 49.88s +[09-29 22:03:58] Epoch 1158, train: fm_loss=0.0163 perceptual_loss=0.0834 rp_loss=0.0580 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7837 ssim=0.8673 loss_q=0.0038 index_usage_batch=0.6096 perplexity=7954.6240 loss_commit=0.0038 loss=0.0584 fps=24.2049, 49.9s (d 0.01) 22.0h/38.0h +[09-29 22:03:58] Epoch 1159 started. +[09-29 22:04:48] Epoch 1159 training done. Time: 49.91s +[09-29 22:04:48] Epoch 1159, train: fm_loss=0.0172 perceptual_loss=0.0822 rp_loss=0.0583 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8782 ssim=0.8703 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7954.7031 loss_commit=0.0038 loss=0.0587 fps=24.1993, 49.9s (d 0.01) 22.0h/38.0h +[09-29 22:04:48] Epoch 1160 started. +[09-29 22:05:40] Epoch 1160 training done. Time: 51.17s +[09-29 22:05:40] Epoch 1160, train: fm_loss=0.0172 perceptual_loss=0.0820 rp_loss=0.0581 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9241 ssim=0.8695 loss_q=0.0038 index_usage_batch=0.6099 perplexity=7954.7817 loss_commit=0.0038 loss=0.0585 fps=23.9501, 51.2s (d 0.01) 22.0h/38.0h +[09-29 22:05:40] Epoch 1161 started. +[09-29 22:06:31] Epoch 1161 training done. Time: 51.10s +[09-29 22:06:31] Epoch 1161, train: fm_loss=0.0167 perceptual_loss=0.0821 rp_loss=0.0578 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9092 ssim=0.8698 loss_q=0.0038 index_usage_batch=0.6099 perplexity=7954.8599 loss_commit=0.0038 loss=0.0581 fps=23.9430, 51.1s (d 0.01) 22.1h/38.0h +[09-29 22:06:31] Epoch 1162 started. +[09-29 22:07:21] Epoch 1162 training done. Time: 50.32s +[09-29 22:07:21] Epoch 1162, train: fm_loss=0.0169 perceptual_loss=0.0825 rp_loss=0.0582 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8140 ssim=0.8682 loss_q=0.0038 index_usage_batch=0.6097 perplexity=7954.9331 loss_commit=0.0038 loss=0.0586 fps=24.1170, 50.3s (d 0.01) 22.1h/38.0h +[09-29 22:07:21] Epoch 1163 started. +[09-29 22:08:11] Epoch 1163 training done. Time: 50.26s +[09-29 22:08:11] Epoch 1163, train: fm_loss=0.0167 perceptual_loss=0.0818 rp_loss=0.0576 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8639 ssim=0.8701 loss_q=0.0038 index_usage_batch=0.6096 perplexity=7955.0132 loss_commit=0.0038 loss=0.0580 fps=24.1521, 50.3s (d 0.01) 22.1h/38.0h +[09-29 22:08:11] Epoch 1164 started. +[09-29 22:09:01] Epoch 1164 training done. Time: 49.90s +[09-29 22:09:01] Epoch 1164, train: fm_loss=0.0156 perceptual_loss=0.0822 rp_loss=0.0567 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7629 ssim=0.8696 loss_q=0.0038 index_usage_batch=0.6097 perplexity=7955.0938 loss_commit=0.0038 loss=0.0571 fps=24.2050, 49.9s (d 0.01) 22.1h/38.0h +[09-29 22:09:01] Epoch 1165 started. +[09-29 22:09:51] Epoch 1165 training done. Time: 50.24s +[09-29 22:09:51] Epoch 1165, train: fm_loss=0.0168 perceptual_loss=0.0827 rp_loss=0.0582 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8658 ssim=0.8681 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7955.1636 loss_commit=0.0038 loss=0.0585 fps=24.1536, 50.2s (d 0.01) 22.1h/38.0h +[09-29 22:09:51] Epoch 1166 started. +[09-29 22:10:43] Epoch 1166 training done. Time: 51.69s +[09-29 22:10:43] Epoch 1166, train: fm_loss=0.0171 perceptual_loss=0.0827 rp_loss=0.0584 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8302 ssim=0.8693 loss_q=0.0038 index_usage_batch=0.6099 perplexity=7955.2407 loss_commit=0.0038 loss=0.0588 fps=23.8551, 51.7s (d 0.01) 22.1h/38.0h +[09-29 22:10:43] Epoch 1167 started. +[09-29 22:11:34] Epoch 1167 training done. Time: 50.74s +[09-29 22:11:34] Epoch 1167, train: fm_loss=0.0170 perceptual_loss=0.0818 rp_loss=0.0579 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8996 ssim=0.8703 loss_q=0.0038 index_usage_batch=0.6095 perplexity=7955.3096 loss_commit=0.0038 loss=0.0583 fps=24.0200, 50.7s (d 0.01) 22.1h/38.0h +[09-29 22:11:34] Epoch 1168 started. +[09-29 22:12:24] Epoch 1168 training done. Time: 49.90s +[09-29 22:12:24] Epoch 1168, train: fm_loss=0.0169 perceptual_loss=0.0827 rp_loss=0.0582 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8351 ssim=0.8688 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7955.3828 loss_commit=0.0038 loss=0.0586 fps=24.2110, 49.9s (d 0.01) 22.2h/37.9h +[09-29 22:12:24] Epoch 1169 started. +[09-29 22:13:14] Epoch 1169 training done. Time: 50.38s +[09-29 22:13:14] Epoch 1169, train: fm_loss=0.0171 perceptual_loss=0.0825 rp_loss=0.0583 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8828 ssim=0.8701 loss_q=0.0038 index_usage_batch=0.6096 perplexity=7955.4536 loss_commit=0.0038 loss=0.0587 fps=24.0981, 50.4s (d 0.01) 22.2h/37.9h +[09-29 22:13:14] Epoch 1170 started. +[09-29 22:14:04] Epoch 1170 training done. Time: 49.96s +[09-29 22:14:04] Epoch 1170, train: fm_loss=0.0162 perceptual_loss=0.0827 rp_loss=0.0575 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8203 ssim=0.8697 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7955.5225 loss_commit=0.0038 loss=0.0579 fps=24.1574, 50.0s (d 0.01) 22.2h/37.9h +[09-29 22:14:04] Epoch 1171 started. +[09-29 22:14:56] Epoch 1171 training done. Time: 52.04s +[09-29 22:14:56] Epoch 1171, train: fm_loss=0.0161 perceptual_loss=0.0824 rp_loss=0.0573 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.7840 ssim=0.8676 loss_q=0.0038 index_usage_batch=0.6100 perplexity=7955.5952 loss_commit=0.0038 loss=0.0576 fps=23.7393, 52.0s (d 0.01) 22.2h/37.9h +[09-29 22:14:56] Epoch 1172 started. +[09-29 22:15:46] Epoch 1172 training done. Time: 49.88s +[09-29 22:15:46] Epoch 1172, train: fm_loss=0.0169 perceptual_loss=0.0820 rp_loss=0.0579 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9440 ssim=0.8717 loss_q=0.0038 index_usage_batch=0.6100 perplexity=7955.6675 loss_commit=0.0038 loss=0.0583 fps=24.2097, 49.9s (d 0.01) 22.2h/37.9h +[09-29 22:15:46] Epoch 1173 started. +[09-29 22:16:37] Epoch 1173 training done. Time: 51.31s +[09-29 22:16:37] Epoch 1173, train: fm_loss=0.0157 perceptual_loss=0.0814 rp_loss=0.0563 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8382 ssim=0.8705 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7955.7388 loss_commit=0.0038 loss=0.0567 fps=23.9471, 51.3s (d 0.02) 22.2h/37.9h +[09-29 22:16:37] Epoch 1174 started. +[09-29 22:17:27] Epoch 1174 training done. Time: 49.98s +[09-29 22:17:27] Epoch 1174, train: fm_loss=0.0168 perceptual_loss=0.0825 rp_loss=0.0581 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8423 ssim=0.8693 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7955.8164 loss_commit=0.0038 loss=0.0585 fps=24.1633, 50.0s (d 0.01) 22.2h/37.9h +[09-29 22:17:27] Epoch 1175 started. +[09-29 22:18:17] Epoch 1175 training done. Time: 49.85s +[09-29 22:21:10] Calculating FVD with running real stats +[09-29 22:22:30] Converting video data to uint8 +[09-29 22:23:39] Converting video data to uint8 +[09-29 22:23:40] Preparing to save rng states... +[09-29 22:23:40] Saving checkpoint... +[09-29 22:23:48] Epoch 1175, train: fm_loss=0.0172 perceptual_loss=0.0822 rp_loss=0.0583 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8212 ssim=0.8677 loss_q=0.0038 index_usage_batch=0.6094 perplexity=7955.8823 loss_commit=0.0038 loss=0.0587 fps=24.2183, + eval: ucf101_val_psnr=24.3960 ucf101_val_ssim=0.7754 ucf101_val_fps=2.7331 ucf101_val_fvd=92.0394, +Latest checkpoint saved. Time: 8.63s +, 6.4m (d 0.00) 22.4h/38.0h +[09-29 22:23:48] Epoch 1176 started. +[09-29 22:24:40] Epoch 1176 training done. Time: 51.52s +[09-29 22:24:40] Epoch 1176, train: fm_loss=0.0175 perceptual_loss=0.0819 rp_loss=0.0584 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9252 ssim=0.8701 loss_q=0.0038 index_usage_batch=0.6100 perplexity=7955.9692 loss_commit=0.0038 loss=0.0588 fps=23.7345, 51.5s (d 0.01) 22.4h/38.0h +[09-29 22:24:40] Epoch 1177 started. +[09-29 22:25:30] Epoch 1177 training done. Time: 50.44s +[09-29 22:25:30] Epoch 1177, train: fm_loss=0.0159 perceptual_loss=0.0823 rp_loss=0.0571 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8332 ssim=0.8698 loss_q=0.0038 index_usage_batch=0.6099 perplexity=7956.0356 loss_commit=0.0038 loss=0.0575 fps=24.0485, 50.4s (d 0.01) 22.4h/38.0h +[09-29 22:25:30] Epoch 1178 started. +[09-29 22:26:21] Epoch 1178 training done. Time: 50.80s +[09-29 22:26:21] Epoch 1178, train: fm_loss=0.0166 perceptual_loss=0.0815 rp_loss=0.0574 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8784 ssim=0.8698 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7956.1060 loss_commit=0.0038 loss=0.0578 fps=23.9811, 50.8s (d 0.01) 22.4h/38.0h +[09-29 22:26:21] Epoch 1179 started. +[09-29 22:27:11] Epoch 1179 training done. Time: 50.41s +[09-29 22:27:11] Epoch 1179, train: fm_loss=0.0173 perceptual_loss=0.0818 rp_loss=0.0582 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9174 ssim=0.8695 loss_q=0.0038 index_usage_batch=0.6096 perplexity=7956.1792 loss_commit=0.0038 loss=0.0586 fps=24.0664, 50.4s (d 0.01) 22.4h/38.0h +[09-29 22:27:11] Epoch 1180 started. +[09-29 22:28:01] Epoch 1180 training done. Time: 49.92s +[09-29 22:28:01] Epoch 1180, train: fm_loss=0.0166 perceptual_loss=0.0824 rp_loss=0.0578 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8755 ssim=0.8696 loss_q=0.0038 index_usage_batch=0.6097 perplexity=7956.2466 loss_commit=0.0038 loss=0.0582 fps=24.1989, 49.9s (d 0.01) 22.4h/38.0h +[09-29 22:28:01] Epoch 1181 started. +[09-29 22:28:51] Epoch 1181 training done. Time: 49.92s +[09-29 22:28:51] Epoch 1181, train: fm_loss=0.0169 perceptual_loss=0.0821 rp_loss=0.0580 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8270 ssim=0.8691 loss_q=0.0038 index_usage_batch=0.6099 perplexity=7956.3203 loss_commit=0.0038 loss=0.0583 fps=24.1877, 49.9s (d 0.01) 22.4h/38.0h +[09-29 22:28:51] Epoch 1182 started. +[09-29 22:29:44] Epoch 1182 training done. Time: 52.28s +[09-29 22:29:44] Epoch 1182, train: fm_loss=0.0161 perceptual_loss=0.0821 rp_loss=0.0571 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8937 ssim=0.8709 loss_q=0.0038 index_usage_batch=0.6097 perplexity=7956.3950 loss_commit=0.0038 loss=0.0575 fps=23.7249, 52.3s (d 0.01) 22.5h/38.0h +[09-29 22:29:44] Epoch 1183 started. +[09-29 22:30:33] Epoch 1183 training done. Time: 49.89s +[09-29 22:30:33] Epoch 1183, train: fm_loss=0.0170 perceptual_loss=0.0820 rp_loss=0.0580 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8630 ssim=0.8694 loss_q=0.0038 index_usage_batch=0.6097 perplexity=7956.4668 loss_commit=0.0038 loss=0.0583 fps=24.2162, 49.9s (d 0.01) 22.5h/38.0h +[09-29 22:30:33] Epoch 1184 started. +[09-29 22:31:24] Epoch 1184 training done. Time: 51.06s +[09-29 22:31:24] Epoch 1184, train: fm_loss=0.0163 perceptual_loss=0.0820 rp_loss=0.0573 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8215 ssim=0.8694 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7956.5303 loss_commit=0.0038 loss=0.0576 fps=23.9729, 51.1s (d 0.01) 22.5h/38.0h +[09-29 22:31:24] Epoch 1185 started. +[09-29 22:32:14] Epoch 1185 training done. Time: 49.74s +[09-29 22:32:14] Epoch 1185, train: fm_loss=0.0166 perceptual_loss=0.0822 rp_loss=0.0577 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8268 ssim=0.8688 loss_q=0.0038 index_usage_batch=0.6097 perplexity=7956.5967 loss_commit=0.0038 loss=0.0581 fps=24.2762, 49.7s (d 0.01) 22.5h/38.0h +[09-29 22:32:14] Epoch 1186 started. +[09-29 22:33:04] Epoch 1186 training done. Time: 49.77s +[09-29 22:33:04] Epoch 1186, train: fm_loss=0.0160 perceptual_loss=0.0816 rp_loss=0.0568 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8362 ssim=0.8703 loss_q=0.0038 index_usage_batch=0.6095 perplexity=7956.6592 loss_commit=0.0038 loss=0.0572 fps=24.2736, 49.8s (d 0.01) 22.5h/38.0h +[09-29 22:33:04] Epoch 1187 started. +[09-29 22:33:55] Epoch 1187 training done. Time: 51.17s +[09-29 22:33:55] Epoch 1187, train: fm_loss=0.0171 perceptual_loss=0.0814 rp_loss=0.0578 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9238 ssim=0.8705 loss_q=0.0038 index_usage_batch=0.6097 perplexity=7956.7295 loss_commit=0.0038 loss=0.0582 fps=23.9950, 51.2s (d 0.01) 22.5h/37.9h +[09-29 22:33:55] Epoch 1188 started. +[09-29 22:34:46] Epoch 1188 training done. Time: 50.60s +[09-29 22:34:46] Epoch 1188, train: fm_loss=0.0165 perceptual_loss=0.0822 rp_loss=0.0576 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8795 ssim=0.8698 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7956.7930 loss_commit=0.0038 loss=0.0580 fps=24.0903, 50.6s (d 0.01) 22.5h/37.9h +[09-29 22:34:46] Epoch 1189 started. +[09-29 22:35:36] Epoch 1189 training done. Time: 50.69s +[09-29 22:35:36] Epoch 1189, train: fm_loss=0.0169 perceptual_loss=0.0819 rp_loss=0.0578 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9033 ssim=0.8703 loss_q=0.0038 index_usage_batch=0.6096 perplexity=7956.8584 loss_commit=0.0038 loss=0.0582 fps=24.1135, 50.7s (d 0.01) 22.5h/37.9h +[09-29 22:35:36] Epoch 1190 started. +[09-29 22:36:27] Epoch 1190 training done. Time: 50.19s +[09-29 22:36:27] Epoch 1190, train: fm_loss=0.0160 perceptual_loss=0.0816 rp_loss=0.0568 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8182 ssim=0.8707 loss_q=0.0038 index_usage_batch=0.6097 perplexity=7956.9287 loss_commit=0.0038 loss=0.0572 fps=24.1623, 50.2s (d 0.01) 22.6h/37.9h +[09-29 22:36:27] Epoch 1191 started. +[09-29 22:37:16] Epoch 1191 training done. Time: 49.73s +[09-29 22:37:16] Epoch 1191, train: fm_loss=0.0174 perceptual_loss=0.0818 rp_loss=0.0583 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8687 ssim=0.8688 loss_q=0.0038 index_usage_batch=0.6099 perplexity=7956.9971 loss_commit=0.0038 loss=0.0586 fps=24.2808, 49.7s (d 0.01) 22.6h/37.9h +[09-29 22:37:16] Epoch 1192 started. +[09-29 22:38:07] Epoch 1192 training done. Time: 50.72s +[09-29 22:38:07] Epoch 1192, train: fm_loss=0.0163 perceptual_loss=0.0816 rp_loss=0.0571 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8680 ssim=0.8709 loss_q=0.0038 index_usage_batch=0.6099 perplexity=7957.0625 loss_commit=0.0038 loss=0.0574 fps=24.0380, 50.7s (d 0.01) 22.6h/37.9h +[09-29 22:38:07] Epoch 1193 started. +[09-29 22:38:58] Epoch 1193 training done. Time: 51.03s +[09-29 22:38:58] Epoch 1193, train: fm_loss=0.0169 perceptual_loss=0.0805 rp_loss=0.0572 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=30.0052 ssim=0.8736 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7957.1206 loss_commit=0.0038 loss=0.0575 fps=23.9830, 51.0s (d 0.01) 22.6h/37.9h +[09-29 22:38:58] Epoch 1194 started. +[09-29 22:39:48] Epoch 1194 training done. Time: 49.75s +[09-29 22:39:48] Epoch 1194, train: fm_loss=0.0167 perceptual_loss=0.0820 rp_loss=0.0576 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8738 ssim=0.8700 loss_q=0.0038 index_usage_batch=0.6096 perplexity=7957.1885 loss_commit=0.0038 loss=0.0580 fps=24.2779, 49.7s (d 0.01) 22.6h/37.9h +[09-29 22:39:48] Epoch 1195 started. +[09-29 22:40:39] Epoch 1195 training done. Time: 50.70s +[09-29 22:40:39] Epoch 1195, train: fm_loss=0.0165 perceptual_loss=0.0818 rp_loss=0.0575 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8814 ssim=0.8707 loss_q=0.0038 index_usage_batch=0.6099 perplexity=7957.2549 loss_commit=0.0038 loss=0.0578 fps=24.0641, 50.7s (d 0.01) 22.6h/37.9h +[09-29 22:40:39] Epoch 1196 started. +[09-29 22:41:29] Epoch 1196 training done. Time: 50.18s +[09-29 22:41:29] Epoch 1196, train: fm_loss=0.0165 perceptual_loss=0.0812 rp_loss=0.0572 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9366 ssim=0.8706 loss_q=0.0038 index_usage_batch=0.6095 perplexity=7957.3145 loss_commit=0.0038 loss=0.0575 fps=24.1703, 50.2s (d 0.01) 22.6h/37.9h +[09-29 22:41:29] Epoch 1197 started. +[09-29 22:42:19] Epoch 1197 training done. Time: 50.24s +[09-29 22:42:19] Epoch 1197, train: fm_loss=0.0162 perceptual_loss=0.0814 rp_loss=0.0569 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8510 ssim=0.8705 loss_q=0.0038 index_usage_batch=0.6097 perplexity=7957.3740 loss_commit=0.0038 loss=0.0573 fps=24.1305, 50.2s (d 0.01) 22.7h/37.9h +[09-29 22:42:19] Epoch 1198 started. +[09-29 22:43:10] Epoch 1198 training done. Time: 51.10s +[09-29 22:43:10] Epoch 1198, train: fm_loss=0.0165 perceptual_loss=0.0813 rp_loss=0.0572 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9346 ssim=0.8713 loss_q=0.0038 index_usage_batch=0.6097 perplexity=7957.4409 loss_commit=0.0038 loss=0.0575 fps=23.9508, 51.1s (d 0.01) 22.7h/37.9h +[09-29 22:43:10] Epoch 1199 started. +[09-29 22:44:00] Epoch 1199 training done. Time: 50.34s +[09-29 22:44:00] Epoch 1199, train: fm_loss=0.0174 perceptual_loss=0.0809 rp_loss=0.0579 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=30.0066 ssim=0.8720 loss_q=0.0038 index_usage_batch=0.6100 perplexity=7957.5039 loss_commit=0.0038 loss=0.0582 fps=24.1205, 50.3s (d 0.01) 22.7h/37.8h +[09-29 22:44:00] Epoch 1200 started. +[09-29 22:44:51] Epoch 1200 training done. Time: 50.72s +[09-29 22:47:47] Calculating FVD with running real stats +[09-29 22:49:09] Converting video data to uint8 +[09-29 22:50:15] Converting video data to uint8 +[09-29 22:50:16] Preparing to save rng states... +[09-29 22:50:16] Saving checkpoint... +[09-29 22:50:47] New best checkpoint saved: best_fvd_81.38.pth +[09-29 22:50:47] Epoch 1200, train: fm_loss=0.0166 perceptual_loss=0.0820 rp_loss=0.0576 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9019 ssim=0.8705 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7957.5703 loss_commit=0.0038 loss=0.0580 fps=24.0302, + eval: ucf101_val_psnr=24.3481 ucf101_val_ssim=0.7833 ucf101_val_fps=2.7010 ucf101_val_fvd=81.3843, +Latest checkpoint saved. Time: 31.44s +, 6.8m (d 0.01) 22.8h/38.0h +[09-29 22:50:47] Epoch 1201 started. +[09-29 22:51:37] Epoch 1201 training done. Time: 50.03s +[09-29 22:51:37] Epoch 1201, train: fm_loss=0.0163 perceptual_loss=0.0815 rp_loss=0.0570 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8375 ssim=0.8707 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7957.6494 loss_commit=0.0038 loss=0.0574 fps=24.0505, 50.0s (d 0.01) 22.8h/38.0h +[09-29 22:51:37] Epoch 1202 started. +[09-29 22:52:27] Epoch 1202 training done. Time: 49.94s +[09-29 22:52:27] Epoch 1202, train: fm_loss=0.0185 perceptual_loss=0.0808 rp_loss=0.0589 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=30.0287 ssim=0.8708 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7957.7139 loss_commit=0.0038 loss=0.0593 fps=24.1992, 49.9s (d 0.01) 22.8h/38.0h +[09-29 22:52:27] Epoch 1203 started. +[09-29 22:53:18] Epoch 1203 training done. Time: 50.87s +[09-29 22:53:18] Epoch 1203, train: fm_loss=0.0154 perceptual_loss=0.0826 rp_loss=0.0567 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8385 ssim=0.8689 loss_q=0.0038 index_usage_batch=0.6099 perplexity=7957.7803 loss_commit=0.0038 loss=0.0571 fps=23.9905, 50.9s (d 0.01) 22.8h/38.0h +[09-29 22:53:18] Epoch 1204 started. +[09-29 22:54:09] Epoch 1204 training done. Time: 50.84s +[09-29 22:54:09] Epoch 1204, train: fm_loss=0.0171 perceptual_loss=0.0811 rp_loss=0.0576 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9396 ssim=0.8719 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7957.8491 loss_commit=0.0038 loss=0.0580 fps=23.9780, 50.8s (d 0.01) 22.9h/38.0h +[09-29 22:54:09] Epoch 1205 started. +[09-29 22:55:00] Epoch 1205 training done. Time: 51.13s +[09-29 22:55:00] Epoch 1205, train: fm_loss=0.0168 perceptual_loss=0.0812 rp_loss=0.0574 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8956 ssim=0.8702 loss_q=0.0038 index_usage_batch=0.6096 perplexity=7957.9141 loss_commit=0.0038 loss=0.0577 fps=23.9822, 51.1s (d 0.02) 22.9h/38.0h +[09-29 22:55:00] Epoch 1206 started. +[09-29 22:55:51] Epoch 1206 training done. Time: 50.40s +[09-29 22:55:51] Epoch 1206, train: fm_loss=0.0169 perceptual_loss=0.0805 rp_loss=0.0572 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9172 ssim=0.8707 loss_q=0.0038 index_usage_batch=0.6097 perplexity=7957.9766 loss_commit=0.0038 loss=0.0576 fps=24.0653, 50.4s (d 0.01) 22.9h/38.0h +[09-29 22:55:51] Epoch 1207 started. +[09-29 22:56:41] Epoch 1207 training done. Time: 50.44s +[09-29 22:56:41] Epoch 1207, train: fm_loss=0.0171 perceptual_loss=0.0819 rp_loss=0.0581 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9488 ssim=0.8717 loss_q=0.0038 index_usage_batch=0.6097 perplexity=7958.0479 loss_commit=0.0038 loss=0.0585 fps=24.0713, 50.4s (d 0.01) 22.9h/37.9h +[09-29 22:56:41] Epoch 1208 started. +[09-29 22:57:32] Epoch 1208 training done. Time: 50.71s +[09-29 22:57:32] Epoch 1208, train: fm_loss=0.0162 perceptual_loss=0.0811 rp_loss=0.0567 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8728 ssim=0.8702 loss_q=0.0038 index_usage_batch=0.6096 perplexity=7958.1152 loss_commit=0.0038 loss=0.0571 fps=24.0380, 50.7s (d 0.01) 22.9h/37.9h +[09-29 22:57:32] Epoch 1209 started. +[09-29 22:58:22] Epoch 1209 training done. Time: 50.26s +[09-29 22:58:22] Epoch 1209, train: fm_loss=0.0168 perceptual_loss=0.0810 rp_loss=0.0573 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9593 ssim=0.8712 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7958.1777 loss_commit=0.0038 loss=0.0577 fps=24.1247, 50.3s (d 0.01) 22.9h/37.9h +[09-29 22:58:22] Epoch 1210 started. +[09-29 22:59:13] Epoch 1210 training done. Time: 50.83s +[09-29 22:59:13] Epoch 1210, train: fm_loss=0.0175 perceptual_loss=0.0807 rp_loss=0.0579 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9735 ssim=0.8724 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7958.2417 loss_commit=0.0038 loss=0.0583 fps=24.0164, 50.8s (d 0.01) 22.9h/37.9h +[09-29 22:59:13] Epoch 1211 started. +[09-29 23:00:03] Epoch 1211 training done. Time: 50.31s +[09-29 23:00:03] Epoch 1211, train: fm_loss=0.0159 perceptual_loss=0.0809 rp_loss=0.0563 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8831 ssim=0.8708 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7958.3037 loss_commit=0.0038 loss=0.0567 fps=24.1227, 50.3s (d 0.01) 23.0h/37.9h +[09-29 23:00:03] Epoch 1212 started. +[09-29 23:00:54] Epoch 1212 training done. Time: 50.81s +[09-29 23:00:54] Epoch 1212, train: fm_loss=0.0168 perceptual_loss=0.0808 rp_loss=0.0572 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9329 ssim=0.8702 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7958.3672 loss_commit=0.0038 loss=0.0575 fps=23.9941, 50.8s (d 0.01) 23.0h/37.9h +[09-29 23:00:54] Epoch 1213 started. +[09-29 23:01:44] Epoch 1213 training done. Time: 50.45s +[09-29 23:01:44] Epoch 1213, train: fm_loss=0.0163 perceptual_loss=0.0818 rp_loss=0.0572 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8616 ssim=0.8706 loss_q=0.0038 index_usage_batch=0.6099 perplexity=7958.4292 loss_commit=0.0038 loss=0.0576 fps=24.0681, 50.4s (d 0.01) 23.0h/37.9h +[09-29 23:01:44] Epoch 1214 started. +[09-29 23:02:35] Epoch 1214 training done. Time: 50.67s +[09-29 23:02:35] Epoch 1214, train: fm_loss=0.0162 perceptual_loss=0.0815 rp_loss=0.0570 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8549 ssim=0.8704 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7958.4873 loss_commit=0.0038 loss=0.0573 fps=24.0143, 50.7s (d 0.01) 23.0h/37.9h +[09-29 23:02:35] Epoch 1215 started. +[09-29 23:03:26] Epoch 1215 training done. Time: 50.81s +[09-29 23:03:26] Epoch 1215, train: fm_loss=0.0160 perceptual_loss=0.0818 rp_loss=0.0569 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8579 ssim=0.8701 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7958.5488 loss_commit=0.0038 loss=0.0573 fps=23.9813, 50.8s (d 0.01) 23.0h/37.9h +[09-29 23:03:26] Epoch 1216 started. +[09-29 23:04:16] Epoch 1216 training done. Time: 50.46s +[09-29 23:04:16] Epoch 1216, train: fm_loss=0.0169 perceptual_loss=0.0809 rp_loss=0.0573 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9382 ssim=0.8716 loss_q=0.0038 index_usage_batch=0.6096 perplexity=7958.6133 loss_commit=0.0038 loss=0.0577 fps=24.0587, 50.5s (d 0.01) 23.0h/37.9h +[09-29 23:04:16] Epoch 1217 started. +[09-29 23:05:07] Epoch 1217 training done. Time: 50.39s +[09-29 23:05:07] Epoch 1217, train: fm_loss=0.0160 perceptual_loss=0.0803 rp_loss=0.0562 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9623 ssim=0.8730 loss_q=0.0038 index_usage_batch=0.6101 perplexity=7958.6777 loss_commit=0.0038 loss=0.0565 fps=24.0912, 50.4s (d 0.01) 23.0h/37.9h +[09-29 23:05:07] Epoch 1218 started. +[09-29 23:05:57] Epoch 1218 training done. Time: 50.74s +[09-29 23:05:57] Epoch 1218, train: fm_loss=0.0174 perceptual_loss=0.0817 rp_loss=0.0583 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9419 ssim=0.8694 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7958.7495 loss_commit=0.0038 loss=0.0587 fps=24.0116, 50.7s (d 0.01) 23.1h/37.9h +[09-29 23:05:57] Epoch 1219 started. +[09-29 23:06:48] Epoch 1219 training done. Time: 50.76s +[09-29 23:06:48] Epoch 1219, train: fm_loss=0.0164 perceptual_loss=0.0810 rp_loss=0.0569 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9316 ssim=0.8716 loss_q=0.0038 index_usage_batch=0.6097 perplexity=7958.8184 loss_commit=0.0038 loss=0.0573 fps=24.0109, 50.8s (d 0.01) 23.1h/37.8h +[09-29 23:06:48] Epoch 1220 started. +[09-29 23:07:39] Epoch 1220 training done. Time: 50.49s +[09-29 23:07:39] Epoch 1220, train: fm_loss=0.0168 perceptual_loss=0.0815 rp_loss=0.0576 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9188 ssim=0.8706 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7958.8833 loss_commit=0.0038 loss=0.0579 fps=24.0730, 50.5s (d 0.01) 23.1h/37.8h +[09-29 23:07:39] Epoch 1221 started. +[09-29 23:08:29] Epoch 1221 training done. Time: 50.71s +[09-29 23:08:29] Epoch 1221, train: fm_loss=0.0167 perceptual_loss=0.0810 rp_loss=0.0572 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=30.0053 ssim=0.8724 loss_q=0.0038 index_usage_batch=0.6100 perplexity=7958.9482 loss_commit=0.0038 loss=0.0576 fps=24.0922, 50.7s (d 0.01) 23.1h/37.8h +[09-29 23:08:29] Epoch 1222 started. +[09-29 23:09:19] Epoch 1222 training done. Time: 49.89s +[09-29 23:09:19] Epoch 1222, train: fm_loss=0.0162 perceptual_loss=0.0810 rp_loss=0.0567 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9083 ssim=0.8715 loss_q=0.0038 index_usage_batch=0.6097 perplexity=7959.0093 loss_commit=0.0038 loss=0.0571 fps=24.2131, 49.9s (d 0.01) 23.1h/37.8h +[09-29 23:09:19] Epoch 1223 started. +[09-29 23:10:10] Epoch 1223 training done. Time: 50.99s +[09-29 23:10:10] Epoch 1223, train: fm_loss=0.0160 perceptual_loss=0.0821 rp_loss=0.0571 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8406 ssim=0.8696 loss_q=0.0038 index_usage_batch=0.6097 perplexity=7959.0630 loss_commit=0.0038 loss=0.0574 fps=24.0078, 51.0s (d 0.01) 23.1h/37.8h +[09-29 23:10:10] Epoch 1224 started. +[09-29 23:11:01] Epoch 1224 training done. Time: 50.20s +[09-29 23:11:01] Epoch 1224, train: fm_loss=0.0163 perceptual_loss=0.0808 rp_loss=0.0567 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8991 ssim=0.8722 loss_q=0.0038 index_usage_batch=0.6100 perplexity=7959.1240 loss_commit=0.0038 loss=0.0571 fps=24.1475, 50.2s (d 0.01) 23.1h/37.8h +[09-29 23:11:01] Epoch 1225 started. +[09-29 23:11:51] Epoch 1225 training done. Time: 50.35s +[09-29 23:14:46] Calculating FVD with running real stats +[09-29 23:16:05] Converting video data to uint8 +[09-29 23:17:14] Converting video data to uint8 +[09-29 23:17:15] Preparing to save rng states... +[09-29 23:17:15] Saving checkpoint... +[09-29 23:17:24] Epoch 1225, train: fm_loss=0.0171 perceptual_loss=0.0813 rp_loss=0.0577 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9939 ssim=0.8710 loss_q=0.0038 index_usage_batch=0.6097 perplexity=7959.1909 loss_commit=0.0038 loss=0.0581 fps=24.0969, + eval: ucf101_val_psnr=24.4188 ucf101_val_ssim=0.7838 ucf101_val_fps=2.7053 ucf101_val_fvd=92.1855, +Latest checkpoint saved. Time: 8.60s +, 6.4m (d 0.01) 23.2h/38.0h +[09-29 23:17:24] Epoch 1226 started. +[09-29 23:18:14] Epoch 1226 training done. Time: 50.40s +[09-29 23:18:14] Epoch 1226, train: fm_loss=0.0171 perceptual_loss=0.0803 rp_loss=0.0572 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9895 ssim=0.8721 loss_q=0.0038 index_usage_batch=0.6099 perplexity=7959.2729 loss_commit=0.0038 loss=0.0576 fps=23.9479, 50.4s (d 0.01) 23.3h/37.9h +[09-29 23:18:14] Epoch 1227 started. +[09-29 23:19:05] Epoch 1227 training done. Time: 50.60s +[09-29 23:19:05] Epoch 1227, train: fm_loss=0.0160 perceptual_loss=0.0817 rp_loss=0.0568 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8963 ssim=0.8703 loss_q=0.0038 index_usage_batch=0.6101 perplexity=7959.3403 loss_commit=0.0038 loss=0.0572 fps=23.9899, 50.6s (d 0.01) 23.3h/37.9h +[09-29 23:19:05] Epoch 1228 started. +[09-29 23:19:56] Epoch 1228 training done. Time: 51.13s +[09-29 23:19:56] Epoch 1228, train: fm_loss=0.0175 perceptual_loss=0.0811 rp_loss=0.0580 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9613 ssim=0.8710 loss_q=0.0038 index_usage_batch=0.6096 perplexity=7959.4038 loss_commit=0.0038 loss=0.0584 fps=23.8948, 51.1s (d 0.01) 23.3h/37.9h +[09-29 23:19:56] Epoch 1229 started. +[09-29 23:20:46] Epoch 1229 training done. Time: 50.43s +[09-29 23:20:46] Epoch 1229, train: fm_loss=0.0166 perceptual_loss=0.0808 rp_loss=0.0570 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9132 ssim=0.8724 loss_q=0.0038 index_usage_batch=0.6100 perplexity=7959.4648 loss_commit=0.0038 loss=0.0573 fps=24.0628, 50.4s (d 0.01) 23.3h/37.9h +[09-29 23:20:46] Epoch 1230 started. +[09-29 23:21:37] Epoch 1230 training done. Time: 51.37s +[09-29 23:21:37] Epoch 1230, train: fm_loss=0.0166 perceptual_loss=0.0817 rp_loss=0.0574 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8639 ssim=0.8703 loss_q=0.0038 index_usage_batch=0.6097 perplexity=7959.5273 loss_commit=0.0038 loss=0.0578 fps=23.8525, 51.4s (d 0.01) 23.3h/37.9h +[09-29 23:21:37] Epoch 1231 started. +[09-29 23:22:28] Epoch 1231 training done. Time: 50.49s +[09-29 23:22:28] Epoch 1231, train: fm_loss=0.0167 perceptual_loss=0.0807 rp_loss=0.0570 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9668 ssim=0.8726 loss_q=0.0038 index_usage_batch=0.6101 perplexity=7959.5947 loss_commit=0.0038 loss=0.0574 fps=24.0389, 50.5s (d 0.01) 23.3h/37.9h +[09-29 23:22:28] Epoch 1232 started. +[09-29 23:23:18] Epoch 1232 training done. Time: 50.49s +[09-29 23:23:18] Epoch 1232, train: fm_loss=0.0161 perceptual_loss=0.0809 rp_loss=0.0566 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9202 ssim=0.8713 loss_q=0.0038 index_usage_batch=0.6097 perplexity=7959.6553 loss_commit=0.0038 loss=0.0570 fps=24.0337, 50.5s (d 0.01) 23.3h/37.9h +[09-29 23:23:18] Epoch 1233 started. +[09-29 23:24:08] Epoch 1233 training done. Time: 49.97s +[09-29 23:24:08] Epoch 1233, train: fm_loss=0.0157 perceptual_loss=0.0811 rp_loss=0.0563 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8879 ssim=0.8711 loss_q=0.0038 index_usage_batch=0.6097 perplexity=7959.7109 loss_commit=0.0038 loss=0.0567 fps=24.1686, 50.0s (d 0.01) 23.4h/37.9h +[09-29 23:24:08] Epoch 1234 started. +[09-29 23:25:00] Epoch 1234 training done. Time: 51.33s +[09-29 23:25:00] Epoch 1234, train: fm_loss=0.0162 perceptual_loss=0.0816 rp_loss=0.0570 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9141 ssim=0.8708 loss_q=0.0038 index_usage_batch=0.6095 perplexity=7959.7754 loss_commit=0.0038 loss=0.0574 fps=23.8823, 51.3s (d 0.01) 23.4h/37.9h +[09-29 23:25:00] Epoch 1235 started. +[09-29 23:25:51] Epoch 1235 training done. Time: 50.89s +[09-29 23:25:51] Epoch 1235, train: fm_loss=0.0168 perceptual_loss=0.0809 rp_loss=0.0573 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8913 ssim=0.8701 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7959.8394 loss_commit=0.0038 loss=0.0576 fps=23.9776, 50.9s (d 0.01) 23.4h/37.9h +[09-29 23:25:51] Epoch 1236 started. +[09-29 23:26:41] Epoch 1236 training done. Time: 50.59s +[09-29 23:26:41] Epoch 1236, train: fm_loss=0.0169 perceptual_loss=0.0807 rp_loss=0.0573 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9637 ssim=0.8716 loss_q=0.0038 index_usage_batch=0.6099 perplexity=7959.9009 loss_commit=0.0038 loss=0.0577 fps=24.0153, 50.6s (d 0.01) 23.4h/37.9h +[09-29 23:26:41] Epoch 1237 started. +[09-29 23:27:32] Epoch 1237 training done. Time: 50.54s +[09-29 23:27:32] Epoch 1237, train: fm_loss=0.0173 perceptual_loss=0.0805 rp_loss=0.0576 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9940 ssim=0.8712 loss_q=0.0038 index_usage_batch=0.6096 perplexity=7959.9575 loss_commit=0.0038 loss=0.0580 fps=24.0140, 50.5s (d 0.01) 23.4h/37.9h +[09-29 23:27:32] Epoch 1238 started. +[09-29 23:28:22] Epoch 1238 training done. Time: 50.39s +[09-29 23:28:22] Epoch 1238, train: fm_loss=0.0169 perceptual_loss=0.0803 rp_loss=0.0570 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9755 ssim=0.8730 loss_q=0.0038 index_usage_batch=0.6100 perplexity=7960.0151 loss_commit=0.0038 loss=0.0574 fps=24.0859, 50.4s (d 0.01) 23.4h/37.8h +[09-29 23:28:22] Epoch 1239 started. +[09-29 23:29:13] Epoch 1239 training done. Time: 50.42s +[09-29 23:29:13] Epoch 1239, train: fm_loss=0.0160 perceptual_loss=0.0816 rp_loss=0.0568 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.8862 ssim=0.8716 loss_q=0.0038 index_usage_batch=0.6099 perplexity=7960.0776 loss_commit=0.0038 loss=0.0572 fps=24.0884, 50.4s (d 0.01) 23.4h/37.8h +[09-29 23:29:13] Epoch 1240 started. +[09-29 23:30:04] Epoch 1240 training done. Time: 51.29s +[09-29 23:30:04] Epoch 1240, train: fm_loss=0.0161 perceptual_loss=0.0809 rp_loss=0.0565 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9443 ssim=0.8715 loss_q=0.0038 index_usage_batch=0.6100 perplexity=7960.1372 loss_commit=0.0038 loss=0.0569 fps=23.9018, 51.3s (d 0.01) 23.5h/37.8h +[09-29 23:30:04] Epoch 1241 started. +[09-29 23:30:55] Epoch 1241 training done. Time: 50.80s +[09-29 23:30:55] Epoch 1241, train: fm_loss=0.0169 perceptual_loss=0.0804 rp_loss=0.0571 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9705 ssim=0.8730 loss_q=0.0038 index_usage_batch=0.6100 perplexity=7960.1958 loss_commit=0.0038 loss=0.0574 fps=24.0059, 50.8s (d 0.01) 23.5h/37.8h +[09-29 23:30:55] Epoch 1242 started. +[09-29 23:31:45] Epoch 1242 training done. Time: 50.29s +[09-29 23:31:45] Epoch 1242, train: fm_loss=0.0167 perceptual_loss=0.0809 rp_loss=0.0572 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9514 ssim=0.8711 loss_q=0.0038 index_usage_batch=0.6099 perplexity=7960.2524 loss_commit=0.0038 loss=0.0576 fps=24.1259, 50.3s (d 0.01) 23.5h/37.8h +[09-29 23:31:45] Epoch 1243 started. +[09-29 23:32:35] Epoch 1243 training done. Time: 50.34s +[09-29 23:32:35] Epoch 1243, train: fm_loss=0.0167 perceptual_loss=0.0804 rp_loss=0.0569 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=30.0128 ssim=0.8739 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7960.3135 loss_commit=0.0038 loss=0.0573 fps=24.1068, 50.3s (d 0.01) 23.5h/37.8h +[09-29 23:32:35] Epoch 1244 started. +[09-29 23:33:26] Epoch 1244 training done. Time: 50.46s +[09-29 23:33:26] Epoch 1244, train: fm_loss=0.0163 perceptual_loss=0.0810 rp_loss=0.0568 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9025 ssim=0.8714 loss_q=0.0038 index_usage_batch=0.6100 perplexity=7960.3745 loss_commit=0.0038 loss=0.0572 fps=24.1053, 50.5s (d 0.01) 23.5h/37.8h +[09-29 23:33:26] Epoch 1245 started. +[09-29 23:34:17] Epoch 1245 training done. Time: 51.20s +[09-29 23:34:17] Epoch 1245, train: fm_loss=0.0165 perceptual_loss=0.0806 rp_loss=0.0567 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9317 ssim=0.8718 loss_q=0.0038 index_usage_batch=0.6099 perplexity=7960.4336 loss_commit=0.0038 loss=0.0571 fps=23.8989, 51.2s (d 0.01) 23.5h/37.8h +[09-29 23:34:17] Epoch 1246 started. +[09-29 23:35:08] Epoch 1246 training done. Time: 50.82s +[09-29 23:35:08] Epoch 1246, train: fm_loss=0.0166 perceptual_loss=0.0807 rp_loss=0.0569 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9269 ssim=0.8707 loss_q=0.0038 index_usage_batch=0.6102 perplexity=7960.4883 loss_commit=0.0038 loss=0.0573 fps=23.9694, 50.8s (d 0.01) 23.5h/37.8h +[09-29 23:35:08] Epoch 1247 started. +[09-29 23:35:58] Epoch 1247 training done. Time: 49.97s +[09-29 23:35:58] Epoch 1247, train: fm_loss=0.0168 perceptual_loss=0.0819 rp_loss=0.0578 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9474 ssim=0.8712 loss_q=0.0038 index_usage_batch=0.6099 perplexity=7960.5464 loss_commit=0.0038 loss=0.0581 fps=24.1792, 50.0s (d 0.01) 23.6h/37.8h +[09-29 23:35:58] Epoch 1248 started. +[09-29 23:36:49] Epoch 1248 training done. Time: 50.86s +[09-29 23:36:49] Epoch 1248, train: fm_loss=0.0164 perceptual_loss=0.0810 rp_loss=0.0569 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9466 ssim=0.8713 loss_q=0.0038 index_usage_batch=0.6101 perplexity=7960.6084 loss_commit=0.0038 loss=0.0573 fps=23.9955, 50.9s (d 0.01) 23.6h/37.8h +[09-29 23:36:49] Epoch 1249 started. +[09-29 23:37:39] Epoch 1249 training done. Time: 49.98s +[09-29 23:37:39] Epoch 1249, train: fm_loss=0.0165 perceptual_loss=0.0803 rp_loss=0.0567 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9598 ssim=0.8718 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7960.6641 loss_commit=0.0038 loss=0.0571 fps=24.1701, 50.0s (d 0.01) 23.6h/37.8h +[09-29 23:37:39] Epoch 1250 started. +[09-29 23:38:30] Epoch 1250 training done. Time: 51.86s +[09-29 23:41:24] Calculating FVD with running real stats +[09-29 23:42:47] Converting video data to uint8 +[09-29 23:43:54] Converting video data to uint8 +[09-29 23:43:54] Preparing to save rng states... +[09-29 23:43:54] Saving checkpoint... +[09-29 23:44:26] New best checkpoint saved: best_fvd_78.43.pth +[09-29 23:44:26] Epoch 1250, train: fm_loss=0.0163 perceptual_loss=0.0805 rp_loss=0.0566 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9392 ssim=0.8723 loss_q=0.0038 index_usage_batch=0.6097 perplexity=7960.7227 loss_commit=0.0038 loss=0.0570 fps=23.7723, + eval: ucf101_val_psnr=24.3567 ucf101_val_ssim=0.7787 ucf101_val_fps=2.7284 ucf101_val_fvd=78.4305, +Latest checkpoint saved. Time: 32.00s +, 6.8m (d 0.01) 23.7h/37.9h +[09-29 23:44:26] Epoch 1251 started. +[09-29 23:45:16] Epoch 1251 training done. Time: 50.04s +[09-29 23:45:16] Epoch 1251, train: fm_loss=0.0156 perceptual_loss=0.0801 rp_loss=0.0557 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9575 ssim=0.8732 loss_q=0.0038 index_usage_batch=0.6102 perplexity=7960.7856 loss_commit=0.0038 loss=0.0561 fps=24.0204, 50.0s (d 0.01) 23.7h/37.9h +[09-29 23:45:16] Epoch 1252 started. +[09-29 23:46:07] Epoch 1252 training done. Time: 50.83s +[09-29 23:46:07] Epoch 1252, train: fm_loss=0.0162 perceptual_loss=0.0808 rp_loss=0.0566 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9217 ssim=0.8721 loss_q=0.0038 index_usage_batch=0.6100 perplexity=7960.8364 loss_commit=0.0038 loss=0.0570 fps=23.9617, 50.8s (d 0.01) 23.7h/37.9h +[09-29 23:46:07] Epoch 1253 started. +[09-29 23:46:57] Epoch 1253 training done. Time: 50.08s +[09-29 23:46:57] Epoch 1253, train: fm_loss=0.0168 perceptual_loss=0.0805 rp_loss=0.0571 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9732 ssim=0.8733 loss_q=0.0038 index_usage_batch=0.6099 perplexity=7960.8979 loss_commit=0.0038 loss=0.0575 fps=24.1278, 50.1s (d 0.01) 23.7h/37.9h +[09-29 23:46:57] Epoch 1254 started. +[09-29 23:47:48] Epoch 1254 training done. Time: 50.50s +[09-29 23:47:48] Epoch 1254, train: fm_loss=0.0165 perceptual_loss=0.0805 rp_loss=0.0568 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9839 ssim=0.8731 loss_q=0.0038 index_usage_batch=0.6103 perplexity=7960.9551 loss_commit=0.0038 loss=0.0572 fps=24.0379, 50.5s (d 0.01) 23.8h/37.9h +[09-29 23:47:48] Epoch 1255 started. +[09-29 23:48:38] Epoch 1255 training done. Time: 49.95s +[09-29 23:48:38] Epoch 1255, train: fm_loss=0.0167 perceptual_loss=0.0802 rp_loss=0.0568 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=30.0218 ssim=0.8733 loss_q=0.0038 index_usage_batch=0.6097 perplexity=7961.0107 loss_commit=0.0038 loss=0.0572 fps=24.1724, 50.0s (d 0.01) 23.8h/37.9h +[09-29 23:48:38] Epoch 1256 started. +[09-29 23:49:29] Epoch 1256 training done. Time: 51.68s +[09-29 23:49:29] Epoch 1256, train: fm_loss=0.0172 perceptual_loss=0.0803 rp_loss=0.0573 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9981 ssim=0.8721 loss_q=0.0038 index_usage_batch=0.6100 perplexity=7961.0664 loss_commit=0.0038 loss=0.0577 fps=23.8479, 51.7s (d 0.01) 23.8h/37.9h +[09-29 23:49:29] Epoch 1257 started. +[09-29 23:50:20] Epoch 1257 training done. Time: 50.60s +[09-29 23:50:20] Epoch 1257, train: fm_loss=0.0165 perceptual_loss=0.0806 rp_loss=0.0568 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9988 ssim=0.8725 loss_q=0.0038 index_usage_batch=0.6099 perplexity=7961.1167 loss_commit=0.0038 loss=0.0572 fps=24.0479, 50.6s (d 0.01) 23.8h/37.9h +[09-29 23:50:20] Epoch 1258 started. +[09-29 23:51:10] Epoch 1258 training done. Time: 50.28s +[09-29 23:51:10] Epoch 1258, train: fm_loss=0.0167 perceptual_loss=0.0809 rp_loss=0.0572 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=30.0228 ssim=0.8711 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7961.1714 loss_commit=0.0038 loss=0.0576 fps=24.1298, 50.3s (d 0.01) 23.8h/37.9h +[09-29 23:51:10] Epoch 1259 started. +[09-29 23:52:01] Epoch 1259 training done. Time: 50.29s +[09-29 23:52:01] Epoch 1259, train: fm_loss=0.0167 perceptual_loss=0.0801 rp_loss=0.0568 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=29.9916 ssim=0.8724 loss_q=0.0038 index_usage_batch=0.6099 perplexity=7961.2295 loss_commit=0.0038 loss=0.0571 fps=24.1252, 50.3s (d 0.01) 23.8h/37.8h +[09-29 23:52:01] Epoch 1260 started. +[09-29 23:52:50] Epoch 1260 training done. Time: 49.81s +[09-29 23:52:50] Epoch 1260, train: fm_loss=0.0169 perceptual_loss=0.0808 rp_loss=0.0573 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=30.0019 ssim=0.8723 loss_q=0.0038 index_usage_batch=0.6101 perplexity=7961.2817 loss_commit=0.0038 loss=0.0577 fps=24.2423, 49.8s (d 0.01) 23.8h/37.8h +[09-29 23:52:50] Epoch 1261 started. +[09-29 23:53:42] Epoch 1261 training done. Time: 51.55s +[09-29 23:53:42] Epoch 1261, train: fm_loss=0.0174 perceptual_loss=0.0798 rp_loss=0.0573 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=30.0613 ssim=0.8738 loss_q=0.0038 index_usage_batch=0.6097 perplexity=7961.3428 loss_commit=0.0038 loss=0.0577 fps=23.8778, 51.5s (d 0.01) 23.9h/37.8h +[09-29 23:53:42] Epoch 1262 started. +[09-29 23:54:33] Epoch 1262 training done. Time: 50.78s +[09-29 23:54:33] Epoch 1262, train: fm_loss=0.0166 perceptual_loss=0.0800 rp_loss=0.0566 g_loss=0.0000 g_loss_weight=0.0000 length_loss=0.0000 psnr=30.0058 ssim=0.8739 loss_q=0.0038 index_usage_batch=0.6098 perplexity=7961.4019 loss_commit=0.0038 loss=0.0570 fps=23.9826, 50.8s (d 0.01) 23.9h/37.8h +[09-29 23:54:33] Epoch 1263 started. diff --git a/base_vq_dim_16_decay_0_99_lr_step_p_loss_1_0_dec_rope_fixed/b64_btn1024_vector_quantize_rcs8192__/tensorboard/events.out.tfevents.1759075318.hopper-17.2068390.0 b/base_vq_dim_16_decay_0_99_lr_step_p_loss_1_0_dec_rope_fixed/b64_btn1024_vector_quantize_rcs8192__/tensorboard/events.out.tfevents.1759075318.hopper-17.2068390.0 new file mode 100644 index 0000000000000000000000000000000000000000..b2876d9f5eb057bfa074a3bff66eb99bfad19f92 --- /dev/null +++ b/base_vq_dim_16_decay_0_99_lr_step_p_loss_1_0_dec_rope_fixed/b64_btn1024_vector_quantize_rcs8192__/tensorboard/events.out.tfevents.1759075318.hopper-17.2068390.0 @@ -0,0 +1,3 @@ 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(x_embedder): PatchEmbed3D( + (proj): Conv3d(3, 768, kernel_size=(4, 8, 8), stride=(4, 8, 8)) + (norm): Identity() + ) + (encoder): TransformerEncoderParallel( + (blocks): ModuleList( + (0-11): 12 x AttentionBlock( + (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True) + (attn): Attention( + (qkv): Linear(in_features=768, out_features=2304, bias=False) + (q_norm): LayerNorm((64,), eps=1e-06, elementwise_affine=True) + (k_norm): LayerNorm((64,), eps=1e-06, elementwise_affine=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (norm): Identity() + (proj): Linear(in_features=768, out_features=768, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (ls1): Identity() + (drop_path1): Identity() + (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True) + (mlp): Mlp( + (fc1): Linear(in_features=768, out_features=3072, bias=True) + (act): GELU(approximate='none') + (drop1): Dropout(p=0.0, inplace=False) + (norm): Identity() + (fc2): Linear(in_features=3072, out_features=768, bias=True) + (drop2): Dropout(p=0.0, inplace=False) + ) + (ls2): Identity() + (drop_path2): Identity() + ) + ) + ) + (decoder): TransformerAdaLNDecoderParallel( + (blocks): ModuleList( + (0-17): 18 x DiffusionAttentionBlock( + (norm1): LayerNorm((1152,), eps=1e-06, elementwise_affine=True) + (attn): Attention( + (qkv): Linear(in_features=1152, out_features=3456, bias=False) + (q_norm): LayerNorm((64,), eps=1e-06, elementwise_affine=True) + (k_norm): LayerNorm((64,), eps=1e-06, elementwise_affine=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (norm): Identity() + (proj): Linear(in_features=1152, out_features=1152, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (ls1): Identity() + (drop_path1): Identity() + (norm2): LayerNorm((1152,), eps=1e-06, elementwise_affine=True) + (mlp): Mlp( + (fc1): Linear(in_features=1152, out_features=4608, bias=True) + (act): GELU(approximate='none') + (drop1): Dropout(p=0.0, inplace=False) + (norm): Identity() + (fc2): Linear(in_features=4608, out_features=1152, bias=True) + (drop2): Dropout(p=0.0, inplace=False) + ) + (ls2): Identity() + (drop_path2): Identity() + (adaLN_modulation): Sequential( + (0): SiLU() + (1): Linear(in_features=1152, out_features=13824, bias=True) + ) + ) + ) + (rope): HunyuanVideoRotaryPosEmbed() + ) + (bottleneck): VectorQuantize( + (project_in): Linear(in_features=768, out_features=16, bias=True) + (project_out): Linear(in_features=16, out_features=1152, bias=True) + (_codebook): CosineSimCodebook() + ) + (final_layer): AdaLNOutputLayer( + (norm_final): AdaLayerNormContinuous( + (silu): SiLU() + (linear): Linear(in_features=1152, out_features=2304, bias=True) + (norm): LayerNorm((1152,), eps=1e-06, elementwise_affine=False) + ) + (linear): Linear(in_features=1152, out_features=768, bias=True) + ) + (flow_matching_noise_module): MinRFNoiseModule() + (dec_time_embedder): TimestepEmbedder( + (mlp): Sequential( + (0): Linear(in_features=256, out_features=1152, bias=True) + (1): SiLU() + (2): Linear(in_features=1152, out_features=1152, bias=True) + ) + ) + (dec_x_embedder): PatchEmbed3D( + (proj): Conv3d(3, 1152, kernel_size=(4, 8, 8), stride=(4, 8, 8)) + (norm): Identity() + ) +) +[09-29 00:02:25] Model: #params=666.3M +[09-29 00:02:25] SLURM_JOB_ID: None +[09-29 00:02:25] SLUMR_ARRAY_JOB_ID: None +[09-29 00:02:25] SLURM_ARRAY_TASK_ID: None +[09-29 00:02:25] wandb_name: base_vq_dim_16_decay_0_99_lr_step_p_loss_1_0_dec_rope_fixed/b64_btn1024_vector_quantize_rcs8192_____ +[09-29 00:02:25] Compiling model with mode: default +Setting up [LPIPS] perceptual loss: trunk [vgg], v[0.1], spatial [off] +/scratch/e0724392/virtualenvs/motiondirector/lib/python3.10/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead. + warnings.warn( +/scratch/e0724392/virtualenvs/motiondirector/lib/python3.10/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=VGG16_Weights.IMAGENET1K_V1`. You can also use `weights=VGG16_Weights.DEFAULT` to get the most up-to-date weights. + warnings.warn(msg) +Loading model from: /scratch/e0724392/virtualenvs/motiondirector/lib/python3.10/site-packages/lpips/weights/v0.1/vgg.pth +/scratch/e0724392/virtualenvs/motiondirector/lib/python3.10/site-packages/lpips/lpips.py:107: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature. + self.load_state_dict(torch.load(model_path, map_location='cpu'), strict=False) +Using LeCam regularization with weight 0.001. +[09-29 00:02:41] Discriminator: #params=38.2M +[09-29 00:02:41] compiling loss with mode default +/scratch/e0724392/work4/LARP/trainers/our_tokenizer_trainer.py:271: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + model_scaler = torch.cuda.amp.GradScaler(enabled=self.use_amp and self.amp_dtype == torch.float16) +/scratch/e0724392/work4/LARP/trainers/our_tokenizer_trainer.py:277: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + discriminator_scaler = torch.cuda.amp.GradScaler(enabled=self.use_amp and self.amp_dtype == torch.float16) +[09-29 00:02:41] Epoch 1 started. +train: 0%| | 0/149 [00:00