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viXTTS-FT-Code-December-30-2024_02+18AM-0000000/best_model.pth

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viXTTS-FT-Code-December-30-2024_02+18AM-0000000/best_model_6002.pth

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viXTTS-FT-Code-December-30-2024_02+18AM-0000000/checkpoint_6000.pth

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viXTTS-FT-Code-December-30-2024_02+18AM-0000000/config.json

@@ -0,0 +1,190 @@
+{
+    "output_path": "/kaggle/working/finetuned",
+    "logger_uri": null,
+    "run_name": "viXTTS-FT-Code",
+    "project_name": "XTTS_trainer",
+    "run_description": "\n        GPT XTTS training\n        ",
+    "print_step": 50,
+    "plot_step": 100,
+    "model_param_stats": false,
+    "wandb_entity": null,
+    "dashboard_logger": "tensorboard",
+    "save_on_interrupt": true,
+    "log_model_step": 1,
+    "save_step": 1000,
+    "save_n_checkpoints": 1,
+    "save_checkpoints": true,
+    "save_all_best": false,
+    "save_best_after": 0,
+    "target_loss": null,
+    "print_eval": false,
+    "test_delay_epochs": 0,
+    "run_eval": true,
+    "run_eval_steps": null,
+    "distributed_backend": "nccl",
+    "distributed_url": "tcp://localhost:54321",
+    "mixed_precision": false,
+    "precision": "fp16",
+    "epochs": 1,
+    "batch_size": 4,
+    "eval_batch_size": 4,
+    "grad_clip": 0.0,
+    "scheduler_after_epoch": true,
+    "lr": 1e-05,
+    "optimizer": "AdamW",
+    "optimizer_params": {
+        "betas": [
+            0.9,
+            0.96
+        ],
+        "eps": 1e-08,
+        "weight_decay": 0.01
+    },
+    "lr_scheduler": "MultiStepLR",
+    "lr_scheduler_params": {
+        "milestones": [
+            900000,
+            2700000,
+            5400000
+        ],
+        "gamma": 0.5,
+        "last_epoch": -1
+    },
+    "use_grad_scaler": false,
+    "allow_tf32": false,
+    "cudnn_enable": true,
+    "cudnn_deterministic": false,
+    "cudnn_benchmark": false,
+    "training_seed": 1,
+    "model": "xtts",
+    "num_loader_workers": 8,
+    "num_eval_loader_workers": 0,
+    "use_noise_augment": false,
+    "audio": {
+        "sample_rate": 22050,
+        "output_sample_rate": 24000,
+        "dvae_sample_rate": 22050
+    },
+    "use_phonemes": false,
+    "phonemizer": null,
+    "phoneme_language": null,
+    "compute_input_seq_cache": false,
+    "text_cleaner": null,
+    "enable_eos_bos_chars": false,
+    "test_sentences_file": "",
+    "phoneme_cache_path": null,
+    "characters": null,
+    "add_blank": false,
+    "batch_group_size": 48,
+    "loss_masking": null,
+    "min_audio_len": 1,
+    "max_audio_len": Infinity,
+    "min_text_len": 1,
+    "max_text_len": Infinity,
+    "compute_f0": false,
+    "compute_energy": false,
+    "compute_linear_spec": false,
+    "precompute_num_workers": 0,
+    "start_by_longest": false,
+    "shuffle": false,
+    "drop_last": false,
+    "datasets": [
+        {
+            "formatter": "",
+            "dataset_name": "",
+            "path": "",
+            "meta_file_train": "",
+            "ignored_speakers": null,
+            "language": "",
+            "phonemizer": "",
+            "meta_file_val": "",
+            "meta_file_attn_mask": ""
+        }
+    ],
+    "test_sentences": [],
+    "eval_split_max_size": 256,
+    "eval_split_size": 0.01,
+    "use_speaker_weighted_sampler": false,
+    "speaker_weighted_sampler_alpha": 1.0,
+    "use_language_weighted_sampler": false,
+    "language_weighted_sampler_alpha": 1.0,
+    "use_length_weighted_sampler": false,
+    "length_weighted_sampler_alpha": 1.0,
+    "model_args": {
+        "gpt_batch_size": 1,
+        "enable_redaction": false,
+        "kv_cache": true,
+        "gpt_checkpoint": "",
+        "clvp_checkpoint": null,
+        "decoder_checkpoint": null,
+        "num_chars": 255,
+        "tokenizer_file": "/kaggle/temp/viXTTS_original_model_files/vocab.json",
+        "gpt_max_audio_tokens": 605,
+        "gpt_max_text_tokens": 402,
+        "gpt_max_prompt_tokens": 70,
+        "gpt_layers": 30,
+        "gpt_n_model_channels": 1024,
+        "gpt_n_heads": 16,
+        "gpt_number_text_tokens": 7544,
+        "gpt_start_text_token": 261,
+        "gpt_stop_text_token": 0,
+        "gpt_num_audio_tokens": 1026,
+        "gpt_start_audio_token": 1024,
+        "gpt_stop_audio_token": 1025,
+        "gpt_code_stride_len": 1024,
+        "gpt_use_masking_gt_prompt_approach": true,
+        "gpt_use_perceiver_resampler": true,
+        "input_sample_rate": 22050,
+        "output_sample_rate": 24000,
+        "output_hop_length": 256,
+        "decoder_input_dim": 1024,
+        "d_vector_dim": 512,
+        "cond_d_vector_in_each_upsampling_layer": true,
+        "duration_const": 102400,
+        "min_conditioning_length": 66150,
+        "max_conditioning_length": 132300,
+        "gpt_loss_text_ce_weight": 0.01,
+        "gpt_loss_mel_ce_weight": 1.0,
+        "debug_loading_failures": false,
+        "max_wav_length": 255995,
+        "max_text_length": 200,
+        "mel_norm_file": "/kaggle/temp/viXTTS_original_model_files/mel_stats.pth",
+        "dvae_checkpoint": "/kaggle/temp/viXTTS_original_model_files/dvae.pth",
+        "xtts_checkpoint": "/kaggle/temp/viXTTS_original_model_files/model.pth",
+        "vocoder": ""
+    },
+    "model_dir": null,
+    "languages": [
+        "en",
+        "es",
+        "fr",
+        "de",
+        "it",
+        "pt",
+        "pl",
+        "tr",
+        "ru",
+        "nl",
+        "cs",
+        "ar",
+        "zh-cn",
+        "hu",
+        "ko",
+        "ja",
+        "hi"
+    ],
+    "temperature": 0.85,
+    "length_penalty": 1.0,
+    "repetition_penalty": 2.0,
+    "top_k": 50,
+    "top_p": 0.85,
+    "num_gpt_outputs": 1,
+    "gpt_cond_len": 12,
+    "gpt_cond_chunk_len": 4,
+    "max_ref_len": 10,
+    "sound_norm_refs": false,
+    "optimizer_wd_only_on_weights": true,
+    "weighted_loss_attrs": null,
+    "weighted_loss_multipliers": null,
+    "github_branch": "inside_docker"
+}

viXTTS-FT-Code-December-30-2024_02+18AM-0000000/events.out.tfevents.1735525110.768dcf3dda93.23.0

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+oid sha256:66a240a357893a52531f489e5f6c22288e491712c79dc0abd5ebb8260c6cab8a
+size 30189

viXTTS-FT-Code-December-30-2024_02+18AM-0000000/ipykernel_launcher.py

@@ -0,0 +1,18 @@
+"""Entry point for launching an IPython kernel.
+
+This is separate from the ipykernel package so we can avoid doing imports until
+after removing the cwd from sys.path.
+"""
+
+import sys
+from pathlib import Path
+
+if __name__ == "__main__":
+    # Remove the CWD from sys.path while we load stuff.
+    # This is added back by InteractiveShellApp.init_path()
+    if sys.path[0] == "" or Path(sys.path[0]) == Path.cwd():
+        del sys.path[0]
+
+    from ipykernel import kernelapp as app
+
+    app.launch_new_instance()

viXTTS-FT-Code-December-30-2024_02+18AM-0000000/trainer_0_log.txt

@@ -0,0 +1,1135 @@
+ > Training Environment:
+ | > Backend: Torch
+ | > Mixed precision: False
+ | > Precision: float32
+ | > Current device: 0
+ | > Num. of GPUs: 1
+ | > Num. of CPUs: 4
+ | > Num. of Torch Threads: 1
+ | > Torch seed: 1
+ | > Torch CUDNN: True
+ | > Torch CUDNN deterministic: False
+ | > Torch CUDNN benchmark: False
+ | > Torch TF32 MatMul: False
+ > Start Tensorboard: tensorboard --logdir=/kaggle/working/finetuned/viXTTS-FT-Code-December-30-2024_02+18AM-0000000
+
+ > Model has 520210334 parameters
+
+ > EPOCH: 0/1
+ --> /kaggle/working/finetuned/viXTTS-FT-Code-December-30-2024_02+18AM-0000000
+
+ > TRAINING (2024-12-30 02:18:31) 
+
+   --> TIME: 2024-12-30 02:18:37 -- STEP: 0/6002 -- GLOBAL_STEP: 0
+     | > loss_text_ce: 0.06515223532915115  (0.06515223532915115)
+     | > loss_mel_ce: 4.35933780670166  (4.35933780670166)
+     | > loss: 0.07023000717163086  (0.07023000717163086)
+     | > current_lr: 1e-05 
+     | > step_time: 0.8685  (0.8684570789337158)
+     | > loader_time: 4.6888  (4.68878173828125)
+
+
+   --> TIME: 2024-12-30 02:19:06 -- STEP: 50/6002 -- GLOBAL_STEP: 50
+     | > loss_text_ce: 0.0714154914021492  (0.056773004457354545)
+     | > loss_mel_ce: 4.538961887359619  (4.309474244117736)
+     | > loss: 0.07318059355020523  (0.06930551603436469)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2895  (0.3494372653961182)
+     | > loader_time: 0.0084  (0.012985472679138183)
+
+
+   --> TIME: 2024-12-30 02:19:35 -- STEP: 100/6002 -- GLOBAL_STEP: 100
+     | > loss_text_ce: 0.05715508013963699  (0.056441128402948376)
+     | > loss_mel_ce: 3.86618709564209  (4.239097881317137)
+     | > loss: 0.062275275588035583  (0.0681831630691886)
+     | > current_lr: 1e-05 
+     | > step_time: 0.332  (0.35537487030029297)
+     | > loader_time: 0.0121  (0.012576158046722413)
+
+
+   --> TIME: 2024-12-30 02:20:06 -- STEP: 150/6002 -- GLOBAL_STEP: 150
+     | > loss_text_ce: 0.04979538172483444  (0.056126846099893254)
+     | > loss_mel_ce: 4.362597465515137  (4.193226407368979)
+     | > loss: 0.07003798335790634  (0.0674500556786855)
+     | > current_lr: 1e-05 
+     | > step_time: 0.5006  (0.3627257076899211)
+     | > loader_time: 0.0159  (0.012435827255249022)
+
+
+   --> TIME: 2024-12-30 02:20:37 -- STEP: 200/6002 -- GLOBAL_STEP: 200
+     | > loss_text_ce: 0.0546397902071476  (0.05623059207573533)
+     | > loss_mel_ce: 4.149126052856445  (4.17115321278572)
+     | > loss: 0.0667264461517334  (0.06710133409127594)
+     | > current_lr: 1e-05 
+     | > step_time: 0.44  (0.364131268262863)
+     | > loader_time: 0.0089  (0.012122513055801391)
+
+
+   --> TIME: 2024-12-30 02:21:05 -- STEP: 250/6002 -- GLOBAL_STEP: 250
+     | > loss_text_ce: 0.0533536821603775  (0.056623691856861114)
+     | > loss_mel_ce: 3.9586517810821533  (4.151856688499453)
+     | > loss: 0.06368263065814972  (0.06680127978324893)
+     | > current_lr: 1e-05 
+     | > step_time: 0.4338  (0.35923325157165514)
+     | > loader_time: 0.0152  (0.011978547096252441)
+
+
+   --> TIME: 2024-12-30 02:21:35 -- STEP: 300/6002 -- GLOBAL_STEP: 300
+     | > loss_text_ce: 0.05818209424614906  (0.0565457459166646)
+     | > loss_mel_ce: 4.232809543609619  (4.133488818009696)
+     | > loss: 0.06811098754405975  (0.06650848906487232)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3457  (0.3592371201515197)
+     | > loader_time: 0.0109  (0.011683204968770346)
+
+
+   --> TIME: 2024-12-30 02:22:05 -- STEP: 350/6002 -- GLOBAL_STEP: 350
+     | > loss_text_ce: 0.045653726905584335  (0.056255612458501546)
+     | > loss_mel_ce: 3.756685972213745  (4.10903904438019)
+     | > loss: 0.060354601591825485  (0.06611579206373012)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3865  (0.3607252025604247)
+     | > loader_time: 0.009  (0.01155953407287597)
+
+
+   --> TIME: 2024-12-30 02:22:36 -- STEP: 400/6002 -- GLOBAL_STEP: 400
+     | > loss_text_ce: 0.05484054610133171  (0.05597156930714846)
+     | > loss_mel_ce: 3.901956558227539  (4.095725513100628)
+     | > loss: 0.06280630826950073  (0.06589995758607986)
+     | > current_lr: 1e-05 
+     | > step_time: 0.4763  (0.36137989819049826)
+     | > loader_time: 0.011  (0.011484247446060176)
+
+
+   --> TIME: 2024-12-30 02:23:06 -- STEP: 450/6002 -- GLOBAL_STEP: 450
+     | > loss_text_ce: 0.04944393038749695  (0.055591924157407546)
+     | > loss_mel_ce: 3.6606862545013428  (4.079583916134309)
+     | > loss: 0.05889095738530159  (0.06563771559960316)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2936  (0.3618443160586886)
+     | > loader_time: 0.0087  (0.01133997970157199)
+
+
+   --> TIME: 2024-12-30 02:23:36 -- STEP: 500/6002 -- GLOBAL_STEP: 500
+     | > loss_text_ce: 0.054693520069122314  (0.0554021243751049)
+     | > loss_mel_ce: 3.959427833557129  (4.064631403446203)
+     | > loss: 0.06371621787548065  (0.06539736142754554)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3073  (0.3619099946022033)
+     | > loader_time: 0.0096  (0.011189272403717037)
+
+
+   --> TIME: 2024-12-30 02:24:07 -- STEP: 550/6002 -- GLOBAL_STEP: 550
+     | > loss_text_ce: 0.05067973583936691  (0.055131359506737095)
+     | > loss_mel_ce: 3.4955108165740967  (4.048640600984751)
+     | > loss: 0.056288741528987885  (0.06513924134048547)
+     | > current_lr: 1e-05 
+     | > step_time: 0.4068  (0.3631135008551857)
+     | > loader_time: 0.0089  (0.011077651544050734)
+
+
+   --> TIME: 2024-12-30 02:24:37 -- STEP: 600/6002 -- GLOBAL_STEP: 600
+     | > loss_text_ce: 0.05747831612825394  (0.05492468555768331)
+     | > loss_mel_ce: 4.033565044403076  (4.038732697566357)
+     | > loss: 0.06493720412254333  (0.06497869241982701)
+     | > current_lr: 1e-05 
+     | > step_time: 0.261  (0.3629092776775359)
+     | > loader_time: 0.0083  (0.010997156302134197)
+
+
+   --> TIME: 2024-12-30 02:25:08 -- STEP: 650/6002 -- GLOBAL_STEP: 650
+     | > loss_text_ce: 0.04280412569642067  (0.05469198384537147)
+     | > loss_mel_ce: 3.6755707263946533  (4.0283779650468166)
+     | > loss: 0.05902182683348656  (0.06481063789473136)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3539  (0.36425338818476727)
+     | > loader_time: 0.0093  (0.01088279907520001)
+
+
+   --> TIME: 2024-12-30 02:25:37 -- STEP: 700/6002 -- GLOBAL_STEP: 700
+     | > loss_text_ce: 0.05117706209421158  (0.05459854888596705)
+     | > loss_mel_ce: 3.2699708938598633  (4.01818464279175)
+     | > loss: 0.052716635167598724  (0.06464735606419196)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3813  (0.3632683897018431)
+     | > loader_time: 0.0097  (0.010784306185586113)
+
+
+   --> TIME: 2024-12-30 02:26:07 -- STEP: 750/6002 -- GLOBAL_STEP: 750
+     | > loss_text_ce: 0.05292212963104248  (0.05440769362449646)
+     | > loss_mel_ce: 3.8137242794036865  (4.009889735539755)
+     | > loss: 0.061375342309474945  (0.0645126614421607)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3532  (0.36326850477854394)
+     | > loader_time: 0.0088  (0.010701715787251796)
+
+
+   --> TIME: 2024-12-30 02:26:38 -- STEP: 800/6002 -- GLOBAL_STEP: 800
+     | > loss_text_ce: 0.05412683263421059  (0.05420490347780287)
+     | > loss_mel_ce: 3.8943874835968018  (3.99855845719576)
+     | > loss: 0.06267483532428741  (0.06432958097662782)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2913  (0.3639240592718123)
+     | > loader_time: 0.0081  (0.010638329088687901)
+
+
+   --> TIME: 2024-12-30 02:27:06 -- STEP: 850/6002 -- GLOBAL_STEP: 850
+     | > loss_text_ce: 0.04695494472980499  (0.054128460520330594)
+     | > loss_mel_ce: 3.8355696201324463  (3.99081969429465)
+     | > loss: 0.061627376824617386  (0.06420553006231791)
+     | > current_lr: 1e-05 
+     | > step_time: 0.4307  (0.36264264246996697)
+     | > loader_time: 0.0095  (0.010562590150272149)
+
+
+   --> TIME: 2024-12-30 02:27:36 -- STEP: 900/6002 -- GLOBAL_STEP: 900
+     | > loss_text_ce: 0.05314582586288452  (0.05395668339812093)
+     | > loss_mel_ce: 3.8255321979522705  (3.9823400161001428)
+     | > loss: 0.061566323041915894  (0.06406820535659803)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2621  (0.3626030037138196)
+     | > loader_time: 0.0079  (0.010517186588711213)
+
+
+   --> TIME: 2024-12-30 02:28:09 -- STEP: 950/6002 -- GLOBAL_STEP: 950
+     | > loss_text_ce: 0.04585574194788933  (0.05369826306637965)
+     | > loss_mel_ce: 3.754807233810425  (3.9733545900646017)
+     | > loss: 0.06032798811793327  (0.06392147763779303)
+     | > current_lr: 1e-05 
+     | > step_time: 0.4364  (0.3641341555745977)
+     | > loader_time: 0.0085  (0.01046099888650995)
+
+
+   --> TIME: 2024-12-30 02:28:39 -- STEP: 1000/6002 -- GLOBAL_STEP: 1000
+     | > loss_text_ce: 0.037731580436229706  (0.053464883763343095)
+     | > loss_mel_ce: 3.707043170928955  (3.9641590559482585)
+     | > loss: 0.05944087356328964  (0.06377181232720625)
+     | > current_lr: 1e-05 
+     | > step_time: 0.4365  (0.3643548517227172)
+     | > loader_time: 0.0097  (0.010418024539947513)
+
+
+ > CHECKPOINT : /kaggle/working/finetuned/viXTTS-FT-Code-December-30-2024_02+18AM-0000000/checkpoint_1000.pth
+
+   --> TIME: 2024-12-30 02:29:17 -- STEP: 1050/6002 -- GLOBAL_STEP: 1050
+     | > loss_text_ce: 0.0405663326382637  (0.05336961474447023)
+     | > loss_mel_ce: 3.710972785949707  (3.957252526964461)
+     | > loss: 0.05954824388027191  (0.06366067266180415)
+     | > current_lr: 1e-05 
+     | > step_time: 0.5816  (0.36400171098254963)
+     | > loader_time: 0.0095  (0.010373912311735612)
+
+
+   --> TIME: 2024-12-30 02:29:46 -- STEP: 1100/6002 -- GLOBAL_STEP: 1100
+     | > loss_text_ce: 0.0485985204577446  (0.053199640295722286)
+     | > loss_mel_ce: 3.9071521759033203  (3.950506059473212)
+     | > loss: 0.06278970092535019  (0.06355088788677357)
+     | > current_lr: 1e-05 
+     | > step_time: 0.4023  (0.3636908225579695)
+     | > loader_time: 0.0086  (0.010335644158450043)
+
+
+   --> TIME: 2024-12-30 02:30:17 -- STEP: 1150/6002 -- GLOBAL_STEP: 1150
+     | > loss_text_ce: 0.050223011523485184  (0.053011336893491155)
+     | > loss_mel_ce: 3.9060816764831543  (3.946488602057748)
+     | > loss: 0.06279849261045456  (0.0634841297696467)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3013  (0.36415399074554455)
+     | > loader_time: 0.009  (0.01030124332593835)
+
+
+   --> TIME: 2024-12-30 02:30:49 -- STEP: 1200/6002 -- GLOBAL_STEP: 1200
+     | > loss_text_ce: 0.03817598521709442  (0.0527884591650218)
+     | > loss_mel_ce: 3.7098653316497803  (3.941276328166327)
+     | > loss: 0.059492722153663635  (0.06339785751886676)
+     | > current_lr: 1e-05 
+     | > step_time: 0.4389  (0.3649731520811718)
+     | > loader_time: 0.0107  (0.010270679990450535)
+
+
+   --> TIME: 2024-12-30 02:31:18 -- STEP: 1250/6002 -- GLOBAL_STEP: 1250
+     | > loss_text_ce: 0.04458443075418472  (0.052597165021300324)
+     | > loss_mel_ce: 3.6091222763061523  (3.9350670309066778)
+     | > loss: 0.057995349168777466  (0.06329626083076006)
+     | > current_lr: 1e-05 
+     | > step_time: 0.4401  (0.3647538839340211)
+     | > loader_time: 0.0124  (0.010239666175842283)
+
+
+   --> TIME: 2024-12-30 02:31:50 -- STEP: 1300/6002 -- GLOBAL_STEP: 1300
+     | > loss_text_ce: 0.04871862009167671  (0.05238850174328457)
+     | > loss_mel_ce: 3.7566115856170654  (3.9302088198295015)
+     | > loss: 0.060402072966098785  (0.06321583423763519)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3462  (0.36529964061883774)
+     | > loader_time: 0.0089  (0.010207668084364668)
+
+
+   --> TIME: 2024-12-30 02:32:19 -- STEP: 1350/6002 -- GLOBAL_STEP: 1350
+     | > loss_text_ce: 0.0542672760784626  (0.05221975600829832)
+     | > loss_mel_ce: 4.055333137512207  (3.9249400560944174)
+     | > loss: 0.06523175537586212  (0.06312952456650918)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2632  (0.3649682166841295)
+     | > loader_time: 0.0082  (0.010164705382453072)
+
+
+   --> TIME: 2024-12-30 02:32:51 -- STEP: 1400/6002 -- GLOBAL_STEP: 1400
+     | > loss_text_ce: 0.05162594094872475  (0.05203412518969605)
+     | > loss_mel_ce: 3.5535080432891846  (3.920573236601694)
+     | > loss: 0.05722435191273689  (0.06305726345628503)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2548  (0.36558932559830837)
+     | > loader_time: 0.0095  (0.010136415788105554)
+
+
+   --> TIME: 2024-12-30 02:33:20 -- STEP: 1450/6002 -- GLOBAL_STEP: 1450
+     | > loss_text_ce: 0.051494110375642776  (0.05186354096336612)
+     | > loss_mel_ce: 3.7324509620666504  (3.914501560474265)
+     | > loss: 0.060062624514102936  (0.06295817994865882)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3261  (0.36527410671628785)
+     | > loader_time: 0.0083  (0.010109037366406661)
+
+
+   --> TIME: 2024-12-30 02:33:51 -- STEP: 1500/6002 -- GLOBAL_STEP: 1500
+     | > loss_text_ce: 0.050328031182289124  (0.051655744239687926)
+     | > loss_mel_ce: 3.9715049266815186  (3.908826083183289)
+     | > loss: 0.06383862346410751  (0.06286479464173325)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2666  (0.3654310743014021)
+     | > loader_time: 0.0101  (0.010084115505218504)
+
+
+   --> TIME: 2024-12-30 02:34:22 -- STEP: 1550/6002 -- GLOBAL_STEP: 1550
+     | > loss_text_ce: 0.04234788939356804  (0.0514678742352032)
+     | > loss_mel_ce: 3.449240207672119  (3.9025823163986213)
+     | > loss: 0.055422037839889526  (0.06276270515976423)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3027  (0.3657886335926674)
+     | > loader_time: 0.0086  (0.010062441364411388)
+
+
+   --> TIME: 2024-12-30 02:34:52 -- STEP: 1600/6002 -- GLOBAL_STEP: 1600
+     | > loss_text_ce: 0.04169786348938942  (0.05128284019418062)
+     | > loss_mel_ce: 3.800319194793701  (3.8982348279654984)
+     | > loss: 0.060984402894973755  (0.06269076035125189)
+     | > current_lr: 1e-05 
+     | > step_time: 0.384  (0.3659165552258494)
+     | > loader_time: 0.0124  (0.010050762146711367)
+
+
+   --> TIME: 2024-12-30 02:35:22 -- STEP: 1650/6002 -- GLOBAL_STEP: 1650
+     | > loss_text_ce: 0.046749047935009  (0.051116718995300216)
+     | > loss_mel_ce: 3.671217918395996  (3.894774938207685)
+     | > loss: 0.05901535227894783  (0.06263320462496003)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3278  (0.3656764378692167)
+     | > loader_time: 0.01  (0.010028723369945196)
+
+
+   --> TIME: 2024-12-30 02:35:51 -- STEP: 1700/6002 -- GLOBAL_STEP: 1700
+     | > loss_text_ce: 0.04395017400383949  (0.05096588992678068)
+     | > loss_mel_ce: 3.8848042488098145  (3.8896661135729627)
+     | > loss: 0.062361184507608414  (0.0625497180552168)
+     | > grad_norm: 0  (0.0)
+     | > current_lr: 1e-05 
+     | > step_time: 0.4367  (0.36524616479873684)
+     | > loader_time: 0.009  (0.010008859073414538)
+
+
+   --> TIME: 2024-12-30 02:36:20 -- STEP: 1750/6002 -- GLOBAL_STEP: 1750
+     | > loss_text_ce: 0.04031569883227348  (0.05076855845536505)
+     | > loss_mel_ce: 3.4842817783355713  (3.8842643218721666)
+     | > loss: 0.0559459924697876  (0.06246084307559902)
+     | > current_lr: 1e-05 
+     | > step_time: 0.4414  (0.364896200180054)
+     | > loader_time: 0.0094  (0.009986371994018571)
+
+
+   --> TIME: 2024-12-30 02:36:50 -- STEP: 1800/6002 -- GLOBAL_STEP: 1800
+     | > loss_text_ce: 0.04884432628750801  (0.05060019393761953)
+     | > loss_mel_ce: 3.7332818508148193  (3.879839418066873)
+     | > loss: 0.060033753514289856  (0.062387934039450386)
+     | > current_lr: 1e-05 
+     | > step_time: 0.261  (0.36471144066916594)
+     | > loader_time: 0.0088  (0.0099648247824775)
+
+
+   --> TIME: 2024-12-30 02:37:20 -- STEP: 1850/6002 -- GLOBAL_STEP: 1850
+     | > loss_text_ce: 0.03939485922455788  (0.050419671128730525)
+     | > loss_mel_ce: 3.6386282444000244  (3.8758774540875414)
+     | > loss: 0.058381322771310806  (0.06232218027718972)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3264  (0.36475672902287687)
+     | > loader_time: 0.0081  (0.009949095700238218)
+
+
+   --> TIME: 2024-12-30 02:37:51 -- STEP: 1900/6002 -- GLOBAL_STEP: 1900
+     | > loss_text_ce: 0.03898278996348381  (0.05022828536206171)
+     | > loss_mel_ce: 3.6770479679107666  (3.8711325939078085)
+     | > loss: 0.05898461863398552  (0.06224382716378102)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3324  (0.36513000011444113)
+     | > loader_time: 0.0084  (0.009936457433198643)
+
+
+   --> TIME: 2024-12-30 02:38:21 -- STEP: 1950/6002 -- GLOBAL_STEP: 1950
+     | > loss_text_ce: 0.0413382388651371  (0.0500581090629865)
+     | > loss_mel_ce: 3.601344108581543  (3.8671812502543137)
+     | > loss: 0.057820357382297516  (0.06217840620722529)
+     | > current_lr: 1e-05 
+     | > step_time: 0.506  (0.3650426622537469)
+     | > loader_time: 0.0097  (0.009917224981845968)
+
+
+   --> TIME: 2024-12-30 02:38:52 -- STEP: 2000/6002 -- GLOBAL_STEP: 2000
+     | > loss_text_ce: 0.03463033214211464  (0.04992346741259099)
+     | > loss_mel_ce: 3.6247920989990234  (3.863026950478554)
+     | > loss: 0.05808607488870621  (0.06211032776907089)
+     | > current_lr: 1e-05 
+     | > step_time: 0.574  (0.36516597342491175)
+     | > loader_time: 0.0123  (0.009906328916549696)
+
+
+ > CHECKPOINT : /kaggle/working/finetuned/viXTTS-FT-Code-December-30-2024_02+18AM-0000000/checkpoint_2000.pth
+
+   --> TIME: 2024-12-30 02:39:31 -- STEP: 2050/6002 -- GLOBAL_STEP: 2050
+     | > loss_text_ce: 0.04263600334525108  (0.049765649721389874)
+     | > loss_mel_ce: 4.009232521057129  (3.8596888982958912)
+     | > loss: 0.06431537866592407  (0.062054837760401965)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3732  (0.3654085600085377)
+     | > loader_time: 0.01  (0.009900610970287802)
+
+
+   --> TIME: 2024-12-30 02:40:02 -- STEP: 2100/6002 -- GLOBAL_STEP: 2100
+     | > loss_text_ce: 0.04792046919465065  (0.04958703994750977)
+     | > loss_mel_ce: 3.889775276184082  (3.856694917224704)
+     | > loss: 0.06250311434268951  (0.06200447916807166)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2656  (0.3656259855769931)
+     | > loader_time: 0.0083  (0.009884082703363339)
+
+
+   --> TIME: 2024-12-30 02:40:36 -- STEP: 2150/6002 -- GLOBAL_STEP: 2150
+     | > loss_text_ce: 0.04725513979792595  (0.049380414485931425)
+     | > loss_mel_ce: 3.76875376701355  (3.8526085227034823)
+     | > loss: 0.0605715736746788  (0.06193633598816952)
+     | > current_lr: 1e-05 
+     | > step_time: 0.258  (0.3668120364255686)
+     | > loader_time: 0.0081  (0.009878406302873493)
+
+
+   --> TIME: 2024-12-30 02:41:06 -- STEP: 2200/6002 -- GLOBAL_STEP: 2200
+     | > loss_text_ce: 0.038186680525541306  (0.049228163349696215)
+     | > loss_mel_ce: 3.604285478591919  (3.849216685836966)
+     | > loss: 0.05781702324748039  (0.0618800806169483)
+     | > current_lr: 1e-05 
+     | > step_time: 0.5215  (0.36665335720235664)
+     | > loader_time: 0.0092  (0.009862192110581848)
+
+
+   --> TIME: 2024-12-30 02:41:34 -- STEP: 2250/6002 -- GLOBAL_STEP: 2250
+     | > loss_text_ce: 0.046331796795129776  (0.04907235008974875)
+     | > loss_mel_ce: 3.6905477046966553  (3.845727434158326)
+     | > loss: 0.059315551072359085  (0.061822222441434885)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2335  (0.36605500570933036)
+     | > loader_time: 0.0084  (0.009848753717210576)
+
+
+   --> TIME: 2024-12-30 02:42:05 -- STEP: 2300/6002 -- GLOBAL_STEP: 2300
+     | > loss_text_ce: 0.04034408926963806  (0.04891125987405368)
+     | > loss_mel_ce: 3.9499354362487793  (3.8429036462825286)
+     | > loss: 0.0633377730846405  (0.0617748434290938)
+     | > current_lr: 1e-05 
+     | > step_time: 0.5097  (0.3661970526239148)
+     | > loader_time: 0.0092  (0.009844462560570776)
+
+
+   --> TIME: 2024-12-30 02:42:36 -- STEP: 2350/6002 -- GLOBAL_STEP: 2350
+     | > loss_text_ce: 0.03489398583769798  (0.04872991116123002)
+     | > loss_mel_ce: 3.5750088691711426  (3.8391739529751723)
+     | > loss: 0.05730004981160164  (0.06171276339191074)
+     | > current_lr: 1e-05 
+     | > step_time: 0.4346  (0.3664931631088259)
+     | > loader_time: 0.0093  (0.009836713303910942)
+
+
+   --> TIME: 2024-12-30 02:43:07 -- STEP: 2400/6002 -- GLOBAL_STEP: 2400
+     | > loss_text_ce: 0.04089752212166786  (0.04854642809213455)
+     | > loss_mel_ce: 3.5654296875  (3.836248270769915)
+     | > loss: 0.05724329501390457  (0.06166341154991341)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3534  (0.3666420244177186)
+     | > loader_time: 0.0102  (0.009824784100055715)
+
+
+   --> TIME: 2024-12-30 02:43:37 -- STEP: 2450/6002 -- GLOBAL_STEP: 2450
+     | > loss_text_ce: 0.03833115100860596  (0.048388583381869396)
+     | > loss_mel_ce: 3.391525983810425  (3.8325945786067424)
+     | > loss: 0.054442182183265686  (0.06160291095625384)
+     | > current_lr: 1e-05 
+     | > step_time: 0.4235  (0.3667355056684846)
+     | > loader_time: 0.0096  (0.009811785561697841)
+
+
+   --> TIME: 2024-12-30 02:44:09 -- STEP: 2500/6002 -- GLOBAL_STEP: 2500
+     | > loss_text_ce: 0.03442290797829628  (0.048233727233111895)
+     | > loss_mel_ce: 3.639181613922119  (3.8299599958419805)
+     | > loss: 0.058311186730861664  (0.061558634148538134)
+     | > current_lr: 1e-05 
+     | > step_time: 0.4955  (0.3670914826393129)
+     | > loader_time: 0.0093  (0.00980192937850953)
+
+
+   --> TIME: 2024-12-30 02:44:39 -- STEP: 2550/6002 -- GLOBAL_STEP: 2550
+     | > loss_text_ce: 0.03878515958786011  (0.04809201906563022)
+     | > loss_mel_ce: 3.7524030208587646  (3.827229133680756)
+     | > loss: 0.06017759442329407  (0.06151303780137326)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3828  (0.36689552185582186)
+     | > loader_time: 0.0084  (0.009791368409699092)
+
+
+   --> TIME: 2024-12-30 02:45:09 -- STEP: 2600/6002 -- GLOBAL_STEP: 2600
+     | > loss_text_ce: 0.03481372818350792  (0.04795890944938248)
+     | > loss_mel_ce: 3.816746473312378  (3.8245432611612182)
+     | > loss: 0.061135876923799515  (0.06146829205780077)
+     | > current_lr: 1e-05 
+     | > step_time: 0.4317  (0.36693254186556895)
+     | > loader_time: 0.0126  (0.00978282644198492)
+
+
+   --> TIME: 2024-12-30 02:45:39 -- STEP: 2650/6002 -- GLOBAL_STEP: 2650
+     | > loss_text_ce: 0.03825747221708298  (0.04780789489172539)
+     | > loss_mel_ce: 3.951406478881836  (3.8218966377006396)
+     | > loss: 0.06332799792289734  (0.061423885095513116)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3519  (0.36685921713991027)
+     | > loader_time: 0.0084  (0.009775883836566279)
+
+
+   --> TIME: 2024-12-30 02:46:09 -- STEP: 2700/6002 -- GLOBAL_STEP: 2700
+     | > loss_text_ce: 0.04506264626979828  (0.047668707388694616)
+     | > loss_mel_ce: 3.7299747467041016  (3.818908161675489)
+     | > loss: 0.059921231120824814  (0.06137423963182505)
+     | > current_lr: 1e-05 
+     | > step_time: 0.266  (0.36675769611641257)
+     | > loader_time: 0.0078  (0.009761120036796288)
+
+
+   --> TIME: 2024-12-30 02:46:40 -- STEP: 2750/6002 -- GLOBAL_STEP: 2750
+     | > loss_text_ce: 0.0430850125849247  (0.04750408110835334)
+     | > loss_mel_ce: 3.8795690536499023  (3.816381351124157)
+     | > loss: 0.06226435676217079  (0.06133151840486312)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2644  (0.3669947886033495)
+     | > loader_time: 0.0084  (0.009750937115062374)
+
+
+   --> TIME: 2024-12-30 02:47:12 -- STEP: 2800/6002 -- GLOBAL_STEP: 2800
+     | > loss_text_ce: 0.03652523085474968  (0.04736481287117513)
+     | > loss_mel_ce: 3.5829005241394043  (3.813901749593872)
+     | > loss: 0.05745120719075203  (0.06128994903926341)
+     | > current_lr: 1e-05 
+     | > step_time: 0.522  (0.36725169318062945)
+     | > loader_time: 0.0094  (0.00974452027252743)
+
+
+   --> TIME: 2024-12-30 02:47:41 -- STEP: 2850/6002 -- GLOBAL_STEP: 2850
+     | > loss_text_ce: 0.04009255766868591  (0.04721228562295435)
+     | > loss_mel_ce: 3.655750274658203  (3.8119479245470287)
+     | > loss: 0.058664172887802124  (0.06125651487132961)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2962  (0.3671331299396986)
+     | > loader_time: 0.009  (0.009736711602461976)
+
+
+   --> TIME: 2024-12-30 02:48:09 -- STEP: 2900/6002 -- GLOBAL_STEP: 2900
+     | > loss_text_ce: 0.0491073839366436  (0.04708538558719485)
+     | > loss_mel_ce: 3.8320281505584717  (3.809413806405561)
+     | > loss: 0.06160532683134079  (0.06121427648540203)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3317  (0.3665771188407111)
+     | > loader_time: 0.0103  (0.009723841897372553)
+
+
+   --> TIME: 2024-12-30 02:48:40 -- STEP: 2950/6002 -- GLOBAL_STEP: 2950
+     | > loss_text_ce: 0.034916952252388  (0.04693668976615544)
+     | > loss_mel_ce: 3.6368796825408936  (3.8070163840762645)
+     | > loss: 0.05828248709440231  (0.061173861909468316)
+     | > current_lr: 1e-05 
+     | > step_time: 0.581  (0.36671117952314497)
+     | > loader_time: 0.011  (0.009716794288764577)
+
+
+   --> TIME: 2024-12-30 02:49:10 -- STEP: 3000/6002 -- GLOBAL_STEP: 3000
+     | > loss_text_ce: 0.03703349083662033  (0.04681156018127996)
+     | > loss_mel_ce: 3.720595359802246  (3.804192325433096)
+     | > loss: 0.0596449077129364  (0.06112704939891896)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3866  (0.3665878016948702)
+     | > loader_time: 0.0086  (0.009708314021428433)
+
+
+ > CHECKPOINT : /kaggle/working/finetuned/viXTTS-FT-Code-December-30-2024_02+18AM-0000000/checkpoint_3000.pth
+
+   --> TIME: 2024-12-30 02:49:49 -- STEP: 3050/6002 -- GLOBAL_STEP: 3050
+     | > loss_text_ce: 0.04241381585597992  (0.04667059979600006)
+     | > loss_mel_ce: 3.842857837677002  (3.8014708446283816)
+     | > loss: 0.06167098134756088  (0.061081613823771495)
+     | > current_lr: 1e-05 
+     | > step_time: 0.4039  (0.3667699028234015)
+     | > loader_time: 0.0086  (0.00970199405169878)
+
+
+   --> TIME: 2024-12-30 02:50:17 -- STEP: 3100/6002 -- GLOBAL_STEP: 3100
+     | > loss_text_ce: 0.03888985142111778  (0.046538259420664065)
+     | > loss_mel_ce: 3.8008034229278564  (3.799110640402764)
+     | > loss: 0.060947515070438385  (0.06104204962330482)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2657  (0.366319617917461)
+     | > loader_time: 0.0086  (0.009700484583454743)
+
+
+   --> TIME: 2024-12-30 02:50:50 -- STEP: 3150/6002 -- GLOBAL_STEP: 3150
+     | > loss_text_ce: 0.03398139774799347  (0.046380371865298996)
+     | > loss_mel_ce: 3.5990543365478516  (3.79709165921287)
+     | > loss: 0.057667236775159836  (0.061007496143380816)
+     | > current_lr: 1e-05 
+     | > step_time: 0.4176  (0.3668183668076048)
+     | > loader_time: 0.0104  (0.009696355017404706)
+
+
+   --> TIME: 2024-12-30 02:51:22 -- STEP: 3200/6002 -- GLOBAL_STEP: 3200
+     | > loss_text_ce: 0.04039013385772705  (0.046232308440376055)
+     | > loss_mel_ce: 3.8681564331054688  (3.7945044656842954)
+     | > loss: 0.06204042211174965  (0.060964079361874625)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2898  (0.36717331722378754)
+     | > loader_time: 0.0089  (0.009688454717397687)
+
+
+   --> TIME: 2024-12-30 02:51:52 -- STEP: 3250/6002 -- GLOBAL_STEP: 3250
+     | > loss_text_ce: 0.04073147103190422  (0.04609538769664671)
+     | > loss_mel_ce: 3.8346657752990723  (3.792284564531767)
+     | > loss: 0.061514243483543396  (0.060926669487586405)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3045  (0.3671379034335799)
+     | > loader_time: 0.0086  (0.009680179522587694)
+
+
+   --> TIME: 2024-12-30 02:52:21 -- STEP: 3300/6002 -- GLOBAL_STEP: 3300
+     | > loss_text_ce: 0.03657256439328194  (0.045967790225351385)
+     | > loss_mel_ce: 3.714445114135742  (3.7901291346549995)
+     | > loss: 0.05953996628522873  (0.06089043095256345)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3864  (0.3669941351630473)
+     | > loader_time: 0.0088  (0.009674786148649259)
+
+
+   --> TIME: 2024-12-30 02:52:53 -- STEP: 3350/6002 -- GLOBAL_STEP: 3350
+     | > loss_text_ce: 0.03447043523192406  (0.04584117062556653)
+     | > loss_mel_ce: 3.758842945098877  (3.787633190866727)
+     | > loss: 0.06021132692694664  (0.06084880295974107)
+     | > current_lr: 1e-05 
+     | > step_time: 0.5261  (0.36727490460694745)
+     | > loader_time: 0.0093  (0.009672800035619015)
+
+
+   --> TIME: 2024-12-30 02:53:24 -- STEP: 3400/6002 -- GLOBAL_STEP: 3400
+     | > loss_text_ce: 0.031052475795149803  (0.04571005828897741)
+     | > loss_mel_ce: 3.616142988204956  (3.785918262145099)
+     | > loss: 0.05789199844002724  (0.06081950072199108)
+     | > current_lr: 1e-05 
+     | > step_time: 0.5829  (0.3673302212182215)
+     | > loader_time: 0.0099  (0.009665432116564574)
+
+
+   --> TIME: 2024-12-30 02:53:55 -- STEP: 3450/6002 -- GLOBAL_STEP: 3450
+     | > loss_text_ce: 0.03431342914700508  (0.04558153031528858)
+     | > loss_mel_ce: 3.5432984828948975  (3.7836409228089933)
+     | > loss: 0.05678749457001686  (0.06078131234948188)
+     | > current_lr: 1e-05 
+     | > step_time: 0.5697  (0.3674875206878222)
+     | > loader_time: 0.0098  (0.009662290725155145)
+
+
+   --> TIME: 2024-12-30 02:54:26 -- STEP: 3500/6002 -- GLOBAL_STEP: 3500
+     | > loss_text_ce: 0.029954245314002037  (0.04544649321798766)
+     | > loss_mel_ce: 3.6239559650421143  (3.7814774033001495)
+     | > loss: 0.05799857899546623  (0.06074482732159753)
+     | > current_lr: 1e-05 
+     | > step_time: 0.5863  (0.3676566194125586)
+     | > loader_time: 0.0097  (0.009656347615378235)
+
+
+   --> TIME: 2024-12-30 02:54:54 -- STEP: 3550/6002 -- GLOBAL_STEP: 3550
+     | > loss_text_ce: 0.04094313457608223  (0.045348405600853355)
+     | > loss_mel_ce: 4.057122707366943  (3.779134326518422)
+     | > loss: 0.06504866480827332  (0.06070607867773991)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2896  (0.36722744793959083)
+     | > loader_time: 0.0091  (0.009648049918698585)
+
+
+   --> TIME: 2024-12-30 02:55:24 -- STEP: 3600/6002 -- GLOBAL_STEP: 3600
+     | > loss_text_ce: 0.03854451701045036  (0.045231095257525625)
+     | > loss_mel_ce: 3.5051193237304688  (3.777313461105029)
+     | > loss: 0.056248635053634644  (0.06067531397980122)
+     | > current_lr: 1e-05 
+     | > step_time: 0.4178  (0.36712758084138253)
+     | > loader_time: 0.0106  (0.00964237968126932)
+
+
+   --> TIME: 2024-12-30 02:55:54 -- STEP: 3650/6002 -- GLOBAL_STEP: 3650
+     | > loss_text_ce: 0.035935577005147934  (0.045108372943144126)
+     | > loss_mel_ce: 3.6601147651672363  (3.7751044286440503)
+     | > loss: 0.05866746976971626  (0.060638301999193366)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2651  (0.3670803853910265)
+     | > loader_time: 0.0095  (0.009635487974506527)
+
+
+   --> TIME: 2024-12-30 02:56:24 -- STEP: 3700/6002 -- GLOBAL_STEP: 3700
+     | > loss_text_ce: 0.0341482013463974  (0.04498326027564502)
+     | > loss_mel_ce: 3.4101722240448  (3.773071005279954)
+     | > loss: 0.0546717569231987  (0.060604039522240305)
+     | > current_lr: 1e-05 
+     | > step_time: 0.4942  (0.3669952942229608)
+     | > loader_time: 0.0091  (0.009627564017837105)
+
+
+   --> TIME: 2024-12-30 02:56:54 -- STEP: 3750/6002 -- GLOBAL_STEP: 3750
+     | > loss_text_ce: 0.04054053872823715  (0.044863220184048)
+     | > loss_mel_ce: 3.473175048828125  (3.770879880714417)
+     | > loss: 0.05577326565980911  (0.060567354366183296)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2345  (0.36696857668558774)
+     | > loader_time: 0.0084  (0.009625581550598138)
+
+
+   --> TIME: 2024-12-30 02:57:24 -- STEP: 3800/6002 -- GLOBAL_STEP: 3800
+     | > loss_text_ce: 0.038733165711164474  (0.044742963467479524)
+     | > loss_mel_ce: 3.4512112140655518  (3.7686209077584123)
+     | > loss: 0.0553959459066391  (0.060529588814824835)
+     | > current_lr: 1e-05 
+     | > step_time: 0.4042  (0.3670554188678141)
+     | > loader_time: 0.0093  (0.009618771389911043)
+
+
+   --> TIME: 2024-12-30 02:57:54 -- STEP: 3850/6002 -- GLOBAL_STEP: 3850
+     | > loss_text_ce: 0.03406408056616783  (0.04462288109561451)
+     | > loss_mel_ce: 3.4600462913513184  (3.7673394096052495)
+     | > loss: 0.0554620735347271  (0.06050734150816095)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2992  (0.36696773293730517)
+     | > loader_time: 0.01  (0.00961218629564557)
+
+
+   --> TIME: 2024-12-30 02:58:25 -- STEP: 3900/6002 -- GLOBAL_STEP: 3900
+     | > loss_text_ce: 0.03539643809199333  (0.04449879817234781)
+     | > loss_mel_ce: 3.5272157192230225  (3.765289707550636)
+     | > loss: 0.056549400091171265  (0.06047283698350957)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3865  (0.3670891075256545)
+     | > loader_time: 0.0089  (0.00960772813894809)
+
+
+   --> TIME: 2024-12-30 02:58:55 -- STEP: 3950/6002 -- GLOBAL_STEP: 3950
+     | > loss_text_ce: 0.033615842461586  (0.044388653156406506)
+     | > loss_mel_ce: 3.618290424346924  (3.7629610045348545)
+     | > loss: 0.057966768741607666  (0.06043412510824356)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3854  (0.36704017216646234)
+     | > loader_time: 0.0096  (0.009599945756453496)
+
+
+   --> TIME: 2024-12-30 02:59:27 -- STEP: 4000/6002 -- GLOBAL_STEP: 4000
+     | > loss_text_ce: 0.042274005711078644  (0.04427077241521327)
+     | > loss_mel_ce: 3.634159564971924  (3.7605544337630277)
+     | > loss: 0.058356091380119324  (0.06039405444916339)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3078  (0.36724365979433077)
+     | > loader_time: 0.009  (0.009597137868404382)
+
+
+ > CHECKPOINT : /kaggle/working/finetuned/viXTTS-FT-Code-December-30-2024_02+18AM-0000000/checkpoint_4000.pth
+
+   --> TIME: 2024-12-30 03:00:05 -- STEP: 4050/6002 -- GLOBAL_STEP: 4050
+     | > loss_text_ce: 0.03768029436469078  (0.04416600082575538)
+     | > loss_mel_ce: 3.5807502269744873  (3.7592164147341696)
+     | > loss: 0.05743540823459625  (0.06037115300695103)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2356  (0.3671922085020279)
+     | > loader_time: 0.008  (0.009593721142521603)
+
+
+   --> TIME: 2024-12-30 03:00:37 -- STEP: 4100/6002 -- GLOBAL_STEP: 4100
+     | > loss_text_ce: 0.033415537327528  (0.04404218139081465)
+     | > loss_mel_ce: 3.831455945968628  (3.757545557022095)
+     | > loss: 0.061347171664237976  (0.060342666066092704)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2585  (0.36744110683115533)
+     | > loader_time: 0.0103  (0.009590543421303346)
+
+
+   --> TIME: 2024-12-30 03:01:06 -- STEP: 4150/6002 -- GLOBAL_STEP: 4150
+     | > loss_text_ce: 0.038190800696611404  (0.043932985918349515)
+     | > loss_mel_ce: 3.661740303039551  (3.7563100005345182)
+     | > loss: 0.05872906744480133  (0.06032132079443302)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2886  (0.36725289304572434)
+     | > loader_time: 0.0088  (0.009587388900389147)
+
+
+   --> TIME: 2024-12-30 03:01:36 -- STEP: 4200/6002 -- GLOBAL_STEP: 4200
+     | > loss_text_ce: 0.03321900591254234  (0.04382747496966094)
+     | > loss_mel_ce: 3.582749128341675  (3.7544083845047727)
+     | > loss: 0.05739632621407509  (0.06028946163664973)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2658  (0.36712515524455497)
+     | > loader_time: 0.0081  (0.009579819781439635)
+
+
+   --> TIME: 2024-12-30 03:02:07 -- STEP: 4250/6002 -- GLOBAL_STEP: 4250
+     | > loss_text_ce: 0.03277873620390892  (0.04370882437421994)
+     | > loss_mel_ce: 3.5806267261505127  (3.752393494998708)
+     | > loss: 0.057355646044015884  (0.06025559592159357)
+     | > current_lr: 1e-05 
+     | > step_time: 0.4248  (0.3673566850774429)
+     | > loader_time: 0.0101  (0.009576921238618728)
+
+
+   --> TIME: 2024-12-30 03:02:38 -- STEP: 4300/6002 -- GLOBAL_STEP: 4300
+     | > loss_text_ce: 0.037086814641952515  (0.04359607292729061)
+     | > loss_mel_ce: 3.5529839992523193  (3.7501997979851653)
+     | > loss: 0.05698525160551071  (0.060218985625651006)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2655  (0.3674028971028882)
+     | > loader_time: 0.0082  (0.00957841363064077)
+
+
+   --> TIME: 2024-12-30 03:03:08 -- STEP: 4350/6002 -- GLOBAL_STEP: 4350
+     | > loss_text_ce: 0.02830120176076889  (0.04348899993788579)
+     | > loss_mel_ce: 3.6531119346618652  (3.748075530282382)
+     | > loss: 0.05843513458967209  (0.060183567519503094)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3529  (0.3673193570389144)
+     | > loader_time: 0.0088  (0.00957431409550808)
+
+
+   --> TIME: 2024-12-30 03:03:38 -- STEP: 4400/6002 -- GLOBAL_STEP: 4400
+     | > loss_text_ce: 0.03639117255806923  (0.043384043332612636)
+     | > loss_mel_ce: 3.778865098953247  (3.746729432994669)
+     | > loss: 0.060559626668691635  (0.06016053491610696)
+     | > current_lr: 1e-05 
+     | > step_time: 0.34  (0.36735853888771763)
+     | > loader_time: 0.0102  (0.009569678740067904)
+
+
+   --> TIME: 2024-12-30 03:04:07 -- STEP: 4450/6002 -- GLOBAL_STEP: 4450
+     | > loss_text_ce: 0.04266228899359703  (0.04328831750355409)
+     | > loss_mel_ce: 3.6449623107910156  (3.7449520748116996)
+     | > loss: 0.05853372812271118  (0.060130803419298016)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2628  (0.3671370781137705)
+     | > loader_time: 0.0101  (0.009567777172902985)
+
+
+   --> TIME: 2024-12-30 03:04:37 -- STEP: 4500/6002 -- GLOBAL_STEP: 4500
+     | > loss_text_ce: 0.03037821315228939  (0.043183142736968064)
+     | > loss_mel_ce: 3.5409481525421143  (3.7430683227645027)
+     | > loss: 0.056687720119953156  (0.060099233151310036)
+     | > current_lr: 1e-05 
+     | > step_time: 0.4751  (0.3670953090455799)
+     | > loader_time: 0.0093  (0.009562611262003569)
+
+
+   --> TIME: 2024-12-30 03:05:07 -- STEP: 4550/6002 -- GLOBAL_STEP: 4550
+     | > loss_text_ce: 0.03391455113887787  (0.04307953738085517)
+     | > loss_mel_ce: 4.040862083435059  (3.741742706822825)
+     | > loss: 0.06467899680137634  (0.060076547094753824)
+     | > current_lr: 1e-05 
+     | > step_time: 0.4958  (0.367052145109072)
+     | > loader_time: 0.0095  (0.00956034021063164)
+
+
+   --> TIME: 2024-12-30 03:05:36 -- STEP: 4600/6002 -- GLOBAL_STEP: 4600
+     | > loss_text_ce: 0.03460186347365379  (0.04297828236108885)
+     | > loss_mel_ce: 3.584301233291626  (3.7400744056183357)
+     | > loss: 0.057442910969257355  (0.06004845889528162)
+     | > current_lr: 1e-05 
+     | > step_time: 0.4426  (0.36684356622074005)
+     | > loader_time: 0.0094  (0.009557484751162316)
+
+
+   --> TIME: 2024-12-30 03:06:07 -- STEP: 4650/6002 -- GLOBAL_STEP: 4650
+     | > loss_text_ce: 0.03437335044145584  (0.04286759679836608)
+     | > loss_mel_ce: 3.3940107822418213  (3.7384464833044238)
+     | > loss: 0.05441879853606224  (0.060020861944524204)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3041  (0.3668617288015227)
+     | > loader_time: 0.0083  (0.009552984647853391)
+
+
+   --> TIME: 2024-12-30 03:06:38 -- STEP: 4700/6002 -- GLOBAL_STEP: 4700
+     | > loss_text_ce: 0.03274039551615715  (0.042755716802512674)
+     | > loss_mel_ce: 3.656752586364746  (3.7369474238030453)
+     | > loss: 0.05856338515877724  (0.05999529147718816)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2646  (0.36699822674406396)
+     | > loader_time: 0.008  (0.009552650299478072)
+
+
+   --> TIME: 2024-12-30 03:07:08 -- STEP: 4750/6002 -- GLOBAL_STEP: 4750
+     | > loss_text_ce: 0.03280211612582207  (0.042660427815035734)
+     | > loss_mel_ce: 3.257740020751953  (3.7356189927050942)
+     | > loss: 0.0522308312356472  (0.0599726927421595)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2959  (0.36704730179435385)
+     | > loader_time: 0.0094  (0.009549721818221224)
+
+
+   --> TIME: 2024-12-30 03:07:39 -- STEP: 4800/6002 -- GLOBAL_STEP: 4800
+     | > loss_text_ce: 0.03497743606567383  (0.04256372307543639)
+     | > loss_mel_ce: 3.8069522380828857  (3.734246160984039)
+     | > loss: 0.06098301336169243  (0.05994936676152673)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2574  (0.3670590261618302)
+     | > loader_time: 0.0083  (0.009545817772547387)
+
+
+   --> TIME: 2024-12-30 03:08:08 -- STEP: 4850/6002 -- GLOBAL_STEP: 4850
+     | > loss_text_ce: 0.030550243332982063  (0.042462338532906825)
+     | > loss_mel_ce: 3.634552001953125  (3.733124888557749)
+     | > loss: 0.058176230639219284  (0.059929959507486266)
+     | > grad_norm: 0  (0.0)
+     | > current_lr: 1e-05 
+     | > step_time: 0.4009  (0.3669585727416369)
+     | > loader_time: 0.0095  (0.009540836737327958)
+
+
+   --> TIME: 2024-12-30 03:08:38 -- STEP: 4900/6002 -- GLOBAL_STEP: 4900
+     | > loss_text_ce: 0.03258618339896202  (0.042365890206122865)
+     | > loss_mel_ce: 3.7526540756225586  (3.7318143571152977)
+     | > loss: 0.06008318066596985  (0.05990762649294066)
+     | > current_lr: 1e-05 
+     | > step_time: 0.522  (0.3668591218092009)
+     | > loader_time: 0.0101  (0.009537843052221794)
+
+
+   --> TIME: 2024-12-30 03:09:09 -- STEP: 4950/6002 -- GLOBAL_STEP: 4950
+     | > loss_text_ce: 0.027767976745963097  (0.04226126361186752)
+     | > loss_mel_ce: 3.824904203414917  (3.730494757806412)
+     | > loss: 0.06115352734923363  (0.059885019732244096)
+     | > current_lr: 1e-05 
+     | > step_time: 0.5009  (0.3669634467423571)
+     | > loader_time: 0.0111  (0.009536925710812957)
+
+
+   --> TIME: 2024-12-30 03:09:40 -- STEP: 5000/6002 -- GLOBAL_STEP: 5000
+     | > loss_text_ce: 0.029422897845506668  (0.042151218434795704)
+     | > loss_mel_ce: 3.4236443042755127  (3.728866738271713)
+     | > loss: 0.05481059476733208  (0.05985743140354754)
+     | > current_lr: 1e-05 
+     | > step_time: 0.5752  (0.3671079103946695)
+     | > loader_time: 0.0098  (0.009532590532302853)
+
+
+ > CHECKPOINT : /kaggle/working/finetuned/viXTTS-FT-Code-December-30-2024_02+18AM-0000000/checkpoint_5000.pth
+
+   --> TIME: 2024-12-30 03:10:20 -- STEP: 5050/6002 -- GLOBAL_STEP: 5050
+     | > loss_text_ce: 0.03708619251847267  (0.04204935689115579)
+     | > loss_mel_ce: 3.676577568054199  (3.727431866438082)
+     | > loss: 0.05894704908132553  (0.059833038813701965)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3188  (0.3672838431065634)
+     | > loader_time: 0.0087  (0.00953208597579805)
+
+
+   --> TIME: 2024-12-30 03:10:51 -- STEP: 5100/6002 -- GLOBAL_STEP: 5100
+     | > loss_text_ce: 0.029041942209005356  (0.04195359596361712)
+     | > loss_mel_ce: 3.567103385925293  (3.725712189066644)
+     | > loss: 0.0570816770195961  (0.059804222331035384)
+     | > current_lr: 1e-05 
+     | > step_time: 0.5245  (0.36738481951694957)
+     | > loader_time: 0.0098  (0.009529042103711301)
+
+
+   --> TIME: 2024-12-30 03:11:21 -- STEP: 5150/6002 -- GLOBAL_STEP: 5150
+     | > loss_text_ce: 0.026832789182662964  (0.041861445266861905)
+     | > loss_mel_ce: 3.2161343097686768  (3.7248462036280956)
+     | > loss: 0.05147567018866539  (0.05978901381993179)
+     | > current_lr: 1e-05 
+     | > step_time: 0.4032  (0.3673991538482973)
+     | > loader_time: 0.0094  (0.009526236450787897)
+
+
+   --> TIME: 2024-12-30 03:11:53 -- STEP: 5200/6002 -- GLOBAL_STEP: 5200
+     | > loss_text_ce: 0.03141617402434349  (0.04176154844570329)
+     | > loss_mel_ce: 3.535151720046997  (3.7237811005574004)
+     | > loss: 0.05661219358444214  (0.05977052175296615)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2909  (0.36756745104606425)
+     | > loader_time: 0.0095  (0.009525807133087759)
+
+
+   --> TIME: 2024-12-30 03:12:24 -- STEP: 5250/6002 -- GLOBAL_STEP: 5250
+     | > loss_text_ce: 0.038742657750844955  (0.04165987514101321)
+     | > loss_mel_ce: 3.4281036853790283  (3.722420889672779)
+     | > loss: 0.055029306560754776  (0.059747317236803835)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2343  (0.36766499369485117)
+     | > loader_time: 0.0093  (0.009522705895560151)
+
+
+   --> TIME: 2024-12-30 03:12:55 -- STEP: 5300/6002 -- GLOBAL_STEP: 5300
+     | > loss_text_ce: 0.029864758253097534  (0.04156238605813032)
+     | > loss_mel_ce: 3.668837547302246  (3.721413628965054)
+     | > loss: 0.05870956555008888  (0.0597297815240498)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2537  (0.3677742493827399)
+     | > loader_time: 0.0088  (0.00952106898685673)
+
+
+   --> TIME: 2024-12-30 03:13:25 -- STEP: 5350/6002 -- GLOBAL_STEP: 5350
+     | > loss_text_ce: 0.030643125995993614  (0.041462636637353396)
+     | > loss_mel_ce: 3.716447114944458  (3.719917015048945)
+     | > loss: 0.05947762727737427  (0.05970444242113106)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3069  (0.36768384327398407)
+     | > loader_time: 0.01  (0.009521202639998701)
+
+
+   --> TIME: 2024-12-30 03:13:55 -- STEP: 5400/6002 -- GLOBAL_STEP: 5400
+     | > loss_text_ce: 0.025833215564489365  (0.04136838864121169)
+     | > loss_mel_ce: 3.5363640785217285  (3.718659540768023)
+     | > loss: 0.05654281750321388  (0.059682986513470065)
+     | > current_lr: 1e-05 
+     | > step_time: 0.5803  (0.36770368836544304)
+     | > loader_time: 0.0089  (0.009517786900202463)
+
+
+   --> TIME: 2024-12-30 03:14:27 -- STEP: 5450/6002 -- GLOBAL_STEP: 5450
+     | > loss_text_ce: 0.026077324524521828  (0.04127162150457636)
+     | > loss_mel_ce: 3.778614044189453  (3.7173237835595367)
+     | > loss: 0.060391929000616074  (0.05966024802912267)
+     | > current_lr: 1e-05 
+     | > step_time: 0.5267  (0.36787155671950994)
+     | > loader_time: 0.0111  (0.009516589619697811)
+
+
+   --> TIME: 2024-12-30 03:14:58 -- STEP: 5500/6002 -- GLOBAL_STEP: 5500
+     | > loss_text_ce: 0.03143662214279175  (0.04117507810552008)
+     | > loss_mel_ce: 3.4044787883758545  (3.7160354377573186)
+     | > loss: 0.05453834310173988  (0.05963826565512203)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3013  (0.3679243249893202)
+     | > loader_time: 0.0096  (0.009517332683910048)
+
+
+   --> TIME: 2024-12-30 03:15:28 -- STEP: 5550/6002 -- GLOBAL_STEP: 5550
+     | > loss_text_ce: 0.02779071219265461  (0.04108735355607287)
+     | > loss_mel_ce: 3.483369827270508  (3.7150219983023565)
+     | > loss: 0.055732712149620056  (0.059620786862330404)
+     | > current_lr: 1e-05 
+     | > step_time: 0.4243  (0.36783921632680977)
+     | > loader_time: 0.0104  (0.009515736124537027)
+
+
+   --> TIME: 2024-12-30 03:15:59 -- STEP: 5600/6002 -- GLOBAL_STEP: 5600
+     | > loss_text_ce: 0.02839227207005024  (0.04099662612990604)
+     | > loss_mel_ce: 3.386875629425049  (3.713761034309864)
+     | > loss: 0.0542106069624424  (0.059599331443064986)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3857  (0.3679373273253459)
+     | > loader_time: 0.0102  (0.00951358543975014)
+
+
+   --> TIME: 2024-12-30 03:16:28 -- STEP: 5650/6002 -- GLOBAL_STEP: 5650
+     | > loss_text_ce: 0.03031308576464653  (0.04090433009298497)
+     | > loss_mel_ce: 3.399599075317383  (3.712649542715697)
+     | > loss: 0.054443053901195526  (0.059580223699454725)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2655  (0.3678098459159396)
+     | > loader_time: 0.0081  (0.009510872385143183)
+
+
+   --> TIME: 2024-12-30 03:17:00 -- STEP: 5700/6002 -- GLOBAL_STEP: 5700
+     | > loss_text_ce: 0.03042440116405487  (0.04081507612869399)
+     | > loss_mel_ce: 3.501142978668213  (3.7111153245808786)
+     | > loss: 0.05605662614107132  (0.059554454299310854)
+     | > current_lr: 1e-05 
+     | > step_time: 0.2609  (0.3679519853675592)
+     | > loader_time: 0.0089  (0.009508784110086009)
+
+
+   --> TIME: 2024-12-30 03:17:30 -- STEP: 5750/6002 -- GLOBAL_STEP: 5750
+     | > loss_text_ce: 0.030299242585897446  (0.04072545524880931)
+     | > loss_mel_ce: 3.496628999710083  (3.709938796292181)
+     | > loss: 0.05598299205303192  (0.05953435669321082)
+     | > current_lr: 1e-05 
+     | > step_time: 0.4831  (0.3679715455096718)
+     | > loader_time: 0.0106  (0.00950829750558605)
+
+
+   --> TIME: 2024-12-30 03:18:01 -- STEP: 5800/6002 -- GLOBAL_STEP: 5800
+     | > loss_text_ce: 0.02732502669095993  (0.040636571648626954)
+     | > loss_mel_ce: 3.55778431892395  (3.709117834074744)
+     | > loss: 0.05690649896860123  (0.059519914694387346)
+     | > current_lr: 1e-05 
+     | > step_time: 0.4305  (0.36801260939959995)
+     | > loader_time: 0.0101  (0.009507879758703302)
+
+
+   --> TIME: 2024-12-30 03:18:30 -- STEP: 5850/6002 -- GLOBAL_STEP: 5850
+     | > loss_text_ce: 0.030632538720965385  (0.04054841572753128)
+     | > loss_mel_ce: 3.4206042289733887  (3.707707550056979)
+     | > loss: 0.054781537503004074  (0.05949612993142035)
+     | > current_lr: 1e-05 
+     | > step_time: 0.294  (0.367902494332731)
+     | > loader_time: 0.0105  (0.009507853964455108)
+
+
+   --> TIME: 2024-12-30 03:19:01 -- STEP: 5900/6002 -- GLOBAL_STEP: 5900
+     | > loss_text_ce: 0.029053425416350365  (0.04046156533820147)
+     | > loss_mel_ce: 3.265700340270996  (3.7064380621505997)
+     | > loss: 0.0522976815700531  (0.0594746007517738)
+     | > current_lr: 1e-05 
+     | > step_time: 0.259  (0.36799900483277054)
+     | > loader_time: 0.0097  (0.009507248684511346)
+
+
+   --> TIME: 2024-12-30 03:19:31 -- STEP: 5950/6002 -- GLOBAL_STEP: 5950
+     | > loss_text_ce: 0.025232641026377678  (0.04036859335111719)
+     | > loss_mel_ce: 3.5740296840667725  (3.7055943239035725)
+     | > loss: 0.057131148874759674  (0.059459732332024264)
+     | > current_lr: 1e-05 
+     | > step_time: 0.4226  (0.36790635645890607)
+     | > loader_time: 0.0084  (0.009504874614106505)
+
+
+   --> TIME: 2024-12-30 03:20:02 -- STEP: 6000/6002 -- GLOBAL_STEP: 6000
+     | > loss_text_ce: 0.0265456885099411  (0.0402774459362651)
+     | > loss_mel_ce: 3.6577162742614746  (3.704034495631854)
+     | > loss: 0.05848035216331482  (0.05943352636694909)
+     | > current_lr: 1e-05 
+     | > step_time: 0.3533  (0.36799129267533787)
+     | > loader_time: 0.0086  (0.009502121210098262)
+
+
+ > CHECKPOINT : /kaggle/working/finetuned/viXTTS-FT-Code-December-30-2024_02+18AM-0000000/checkpoint_6000.pth
+
+ > EVALUATION 
+
+
+  --> EVAL PERFORMANCE
+     | > avg_loader_time: 0.15799555608204432 (+0)
+     | > avg_loss_text_ce: 0.027340748846264824 (+0)
+     | > avg_loss_mel_ce: 3.517146889652525 (+0)
+     | > avg_loss: 3.5444876296179637 (+0)
+
+ > BEST MODEL : /kaggle/working/finetuned/viXTTS-FT-Code-December-30-2024_02+18AM-0000000/best_model_6002.pth