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viXTTS-FT-Code-December-30-2024_12+40AM-0000000/best_model.pth

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+size 5629145965

viXTTS-FT-Code-December-30-2024_12+40AM-0000000/best_model_6002.pth

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+size 5629145965

viXTTS-FT-Code-December-30-2024_12+40AM-0000000/checkpoint_6000.pth

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viXTTS-FT-Code-December-30-2024_12+40AM-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": 2e-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_12+40AM-0000000/events.out.tfevents.1735519247.c9c92429ca48.23.0

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+oid sha256:047c1731138b951b3faaff0ae5365cb209fa0e3063312f44af0af053811d906b
+size 30189

viXTTS-FT-Code-December-30-2024_12+40AM-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_12+40AM-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_12+40AM-0000000
+
+ > Model has 520210334 parameters
+
+ > EPOCH: 0/1
+ --> /kaggle/working/finetuned/viXTTS-FT-Code-December-30-2024_12+40AM-0000000
+
+ > TRAINING (2024-12-30 00:40:53) 
+
+   --> TIME: 2024-12-30 00:40:59 -- STEP: 0/6002 -- GLOBAL_STEP: 0
+     | > loss_text_ce: 0.06515222042798996  (0.06515222042798996)
+     | > loss_mel_ce: 4.35933780670166  (4.35933780670166)
+     | > loss: 0.07023000717163086  (0.07023000717163086)
+     | > current_lr: 2e-05 
+     | > step_time: 0.9807  (0.980684757232666)
+     | > loader_time: 5.011  (5.010974884033203)
+
+
+   --> TIME: 2024-12-30 00:41:32 -- STEP: 50/6002 -- GLOBAL_STEP: 50
+     | > loss_text_ce: 0.0714154914021492  (0.05677300453186035)
+     | > loss_mel_ce: 4.538961887359619  (4.309474253654479)
+     | > loss: 0.07318059355020523  (0.0693055161833763)
+     | > current_lr: 2e-05 
+     | > step_time: 0.3499  (0.40001655101776123)
+     | > loader_time: 0.0204  (0.023595409393310552)
+
+
+   --> TIME: 2024-12-30 00:42:08 -- STEP: 100/6002 -- GLOBAL_STEP: 100
+     | > loss_text_ce: 0.0570719838142395  (0.056429939679801464)
+     | > loss_mel_ce: 3.743692398071289  (4.229714846611023)
+     | > loss: 0.06032959744334221  (0.06803404808044435)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4057  (0.4142947006225586)
+     | > loader_time: 0.0206  (0.023020048141479493)
+
+
+   --> TIME: 2024-12-30 00:42:43 -- STEP: 150/6002 -- GLOBAL_STEP: 150
+     | > loss_text_ce: 0.049538929015398026  (0.0560499673585097)
+     | > loss_mel_ce: 4.328329086303711  (4.174849181175231)
+     | > loss: 0.0694899782538414  (0.06715713324646157)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5515  (0.41716291904449465)
+     | > loader_time: 0.0255  (0.02196528752644857)
+
+
+   --> TIME: 2024-12-30 00:43:17 -- STEP: 200/6002 -- GLOBAL_STEP: 200
+     | > loss_text_ce: 0.054111022502183914  (0.05602883899584413)
+     | > loss_mel_ce: 4.118595600128174  (4.145706747770308)
+     | > loss: 0.06623344123363495  (0.06669421954080464)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5668  (0.41655393481254577)
+     | > loader_time: 0.0265  (0.021545835733413687)
+
+
+   --> TIME: 2024-12-30 00:43:53 -- STEP: 250/6002 -- GLOBAL_STEP: 250
+     | > loss_text_ce: 0.05266840383410454  (0.05626189817488193)
+     | > loss_mel_ce: 3.910038948059082  (4.12213167285919)
+     | > loss: 0.0629001185297966  (0.06632371117174625)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5109  (0.41988922309875487)
+     | > loader_time: 0.0226  (0.022366214752197258)
+
+
+   --> TIME: 2024-12-30 00:44:29 -- STEP: 300/6002 -- GLOBAL_STEP: 300
+     | > loss_text_ce: 0.05683859810233116  (0.05601276961465675)
+     | > loss_mel_ce: 4.219578742980957  (4.099334518114725)
+     | > loss: 0.06787963956594467  (0.06595789709438883)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4348  (0.4207726891835531)
+     | > loader_time: 0.0224  (0.022076896826426187)
+
+
+   --> TIME: 2024-12-30 00:45:08 -- STEP: 350/6002 -- GLOBAL_STEP: 350
+     | > loss_text_ce: 0.044344108551740646  (0.055556114677871964)
+     | > loss_mel_ce: 3.7107062339782715  (4.070472672326225)
+     | > loss: 0.0596039779484272  (0.06549252404698305)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4971  (0.4276037107195173)
+     | > loader_time: 0.0217  (0.022390334946768616)
+
+
+   --> TIME: 2024-12-30 00:45:47 -- STEP: 400/6002 -- GLOBAL_STEP: 400
+     | > loss_text_ce: 0.0527290478348732  (0.05509645413607358)
+     | > loss_mel_ce: 3.820908546447754  (4.052298977971077)
+     | > loss: 0.06148631498217583  (0.06519675652496519)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5628  (0.43396412491798403)
+     | > loader_time: 0.0319  (0.023008353114128105)
+
+
+   --> TIME: 2024-12-30 00:46:28 -- STEP: 450/6002 -- GLOBAL_STEP: 450
+     | > loss_text_ce: 0.04684777930378914  (0.054561283124817735)
+     | > loss_mel_ce: 3.5724918842315674  (4.03208053270976)
+     | > loss: 0.057449840009212494  (0.0648673341092136)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4442  (0.43995011965433756)
+     | > loader_time: 0.0385  (0.023660613165961363)
+
+
+   --> TIME: 2024-12-30 00:47:08 -- STEP: 500/6002 -- GLOBAL_STEP: 500
+     | > loss_text_ce: 0.05178232863545418  (0.05419386119395494)
+     | > loss_mel_ce: 3.8179128170013428  (4.013754208564759)
+     | > loss: 0.061423737555742264  (0.06457060795277357)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4351  (0.44382260417938235)
+     | > loader_time: 0.021  (0.0242465329170227)
+
+
+   --> TIME: 2024-12-30 00:47:49 -- STEP: 550/6002 -- GLOBAL_STEP: 550
+     | > loss_text_ce: 0.047568779438734055  (0.05374813327735121)
+     | > loss_mel_ce: 3.4093101024627686  (3.995024867491287)
+     | > loss: 0.0548710972070694  (0.0642662417346781)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5238  (0.44803730704567657)
+     | > loader_time: 0.0313  (0.02447750264948064)
+
+
+   --> TIME: 2024-12-30 00:48:31 -- STEP: 600/6002 -- GLOBAL_STEP: 600
+     | > loss_text_ce: 0.05299987643957138  (0.05336446239923438)
+     | > loss_mel_ce: 3.9620959758758545  (3.9829211743672674)
+     | > loss: 0.06373168528079987  (0.06406802958498402)
+     | > current_lr: 2e-05 
+     | > step_time: 0.3688  (0.45272538661956785)
+     | > loader_time: 0.0237  (0.025100063880284615)
+
+
+   --> TIME: 2024-12-30 00:49:13 -- STEP: 650/6002 -- GLOBAL_STEP: 650
+     | > loss_text_ce: 0.039869651198387146  (0.05297219961308517)
+     | > loss_mel_ce: 3.6178348064422607  (3.971571400715753)
+     | > loss: 0.05805880203843117  (0.06388164805105104)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5515  (0.4573204598060021)
+     | > loader_time: 0.0349  (0.025463987497182983)
+
+
+   --> TIME: 2024-12-30 00:49:53 -- STEP: 700/6002 -- GLOBAL_STEP: 700
+     | > loss_text_ce: 0.04789036512374878  (0.05269856259758984)
+     | > loss_mel_ce: 3.1897470951080322  (3.960677154745373)
+     | > loss: 0.05139107629656792  (0.06370438008436141)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5331  (0.4585217683655875)
+     | > loader_time: 0.0222  (0.025677199023110515)
+
+
+   --> TIME: 2024-12-30 00:50:33 -- STEP: 750/6002 -- GLOBAL_STEP: 750
+     | > loss_text_ce: 0.04903426393866539  (0.05235202586650849)
+     | > loss_mel_ce: 3.7507827281951904  (3.952183329900105)
+     | > loss: 0.06031456217169762  (0.063564056908091)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4598  (0.4600483926137288)
+     | > loader_time: 0.0209  (0.025813505490620923)
+
+
+   --> TIME: 2024-12-30 00:51:14 -- STEP: 800/6002 -- GLOBAL_STEP: 800
+     | > loss_text_ce: 0.04843737185001373  (0.052001516157761225)
+     | > loss_mel_ce: 3.813612699508667  (3.9399771541357027)
+     | > loss: 0.06130238622426987  (0.06336474441923208)
+     | > current_lr: 2e-05 
+     | > step_time: 0.452  (0.4623320311307907)
+     | > loader_time: 0.0447  (0.026222133040428152)
+
+
+   --> TIME: 2024-12-30 00:51:53 -- STEP: 850/6002 -- GLOBAL_STEP: 850
+     | > loss_text_ce: 0.04236367717385292  (0.05176480983110036)
+     | > loss_mel_ce: 3.7828478813171387  (3.93156464913312)
+     | > loss: 0.06071764603257179  (0.06322745533988763)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5618  (0.46261266652275534)
+     | > loader_time: 0.0252  (0.026229329109191887)
+
+
+   --> TIME: 2024-12-30 00:52:35 -- STEP: 900/6002 -- GLOBAL_STEP: 900
+     | > loss_text_ce: 0.047320976853370667  (0.051462196343474924)
+     | > loss_mel_ce: 3.7794029712677  (3.9224287146992145)
+     | > loss: 0.06074165552854538  (0.06307763712273709)
+     | > current_lr: 2e-05 
+     | > step_time: 0.365  (0.46458217965232)
+     | > loader_time: 0.0293  (0.02651050647099812)
+
+
+   --> TIME: 2024-12-30 00:53:19 -- STEP: 950/6002 -- GLOBAL_STEP: 950
+     | > loss_text_ce: 0.04063806310296059  (0.051080070102685386)
+     | > loss_mel_ce: 3.681605339050293  (3.912775935624774)
+     | > loss: 0.059083230793476105  (0.06291835290820978)
+     | > current_lr: 2e-05 
+     | > step_time: 0.59  (0.46797380020743923)
+     | > loader_time: 0.0344  (0.02678054031572843)
+
+
+   --> TIME: 2024-12-30 00:54:00 -- STEP: 1000/6002 -- GLOBAL_STEP: 1000
+     | > loss_text_ce: 0.03466515988111496  (0.05072411434724928)
+     | > loss_mel_ce: 3.647614002227783  (3.9031041538715354)
+     | > loss: 0.058448877185583115  (0.06275918245315562)
+     | > current_lr: 2e-05 
+     | > step_time: 0.6006  (0.46921859121322634)
+     | > loader_time: 0.0326  (0.026933390855789177)
+
+
+ > CHECKPOINT : /kaggle/working/finetuned/viXTTS-FT-Code-December-30-2024_12+40AM-0000000/checkpoint_1000.pth
+
+   --> TIME: 2024-12-30 00:54:49 -- STEP: 1050/6002 -- GLOBAL_STEP: 1050
+     | > loss_text_ce: 0.03720691055059433  (0.05049646704324655)
+     | > loss_mel_ce: 3.634492874145508  (3.895418269974844)
+     | > loss: 0.05828095227479935  (0.06263357084421893)
+     | > current_lr: 2e-05 
+     | > step_time: 0.6803  (0.4698747866494315)
+     | > loader_time: 0.0259  (0.02707027798607236)
+
+
+   --> TIME: 2024-12-30 00:55:27 -- STEP: 1100/6002 -- GLOBAL_STEP: 1100
+     | > loss_text_ce: 0.04372158274054527  (0.05020217751914808)
+     | > loss_mel_ce: 3.841301679611206  (3.8885325037349348)
+     | > loss: 0.06166703999042511  (0.06251960169523962)
+     | > current_lr: 2e-05 
+     | > step_time: 0.536  (0.4690507494319569)
+     | > loader_time: 0.0216  (0.02691093791614878)
+
+
+   --> TIME: 2024-12-30 00:56:07 -- STEP: 1150/6002 -- GLOBAL_STEP: 1150
+     | > loss_text_ce: 0.04344001039862633  (0.049891536553268875)
+     | > loss_mel_ce: 3.857351064682007  (3.88399248579274)
+     | > loss: 0.061917323619127274  (0.06244260713134132)
+     | > current_lr: 2e-05 
+     | > step_time: 0.42  (0.4698941127113674)
+     | > loader_time: 0.0208  (0.026855755888897437)
+
+
+   --> TIME: 2024-12-30 00:56:50 -- STEP: 1200/6002 -- GLOBAL_STEP: 1200
+     | > loss_text_ce: 0.033987272530794144  (0.049562932327389744)
+     | > loss_mel_ce: 3.621717691421509  (3.878451368014017)
+     | > loss: 0.05802706629037857  (0.062349436931933046)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5804  (0.4715370986859004)
+     | > loader_time: 0.0216  (0.026945913434028624)
+
+
+   --> TIME: 2024-12-30 00:57:29 -- STEP: 1250/6002 -- GLOBAL_STEP: 1250
+     | > loss_text_ce: 0.03858475387096405  (0.049267947962880164)
+     | > loss_mel_ce: 3.5365493297576904  (3.872005951499938)
+     | > loss: 0.0567481629550457  (0.06224244642257699)
+     | > current_lr: 2e-05 
+     | > step_time: 0.6024  (0.47186745014190673)
+     | > loader_time: 0.0437  (0.02692571201324463)
+
+
+   --> TIME: 2024-12-30 00:58:12 -- STEP: 1300/6002 -- GLOBAL_STEP: 1300
+     | > loss_text_ce: 0.042699337005615234  (0.04895416103876555)
+     | > loss_mel_ce: 3.6777493953704834  (3.8664688900800845)
+     | > loss: 0.059054743498563766  (0.06214957580543489)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4924  (0.473405724305373)
+     | > loader_time: 0.0251  (0.026990993206317607)
+
+
+   --> TIME: 2024-12-30 00:58:51 -- STEP: 1350/6002 -- GLOBAL_STEP: 1350
+     | > loss_text_ce: 0.04449529945850372  (0.04867908271926423)
+     | > loss_mel_ce: 3.987880229949951  (3.8609918537846313)
+     | > loss: 0.06400596350431442  (0.06205827239210966)
+     | > current_lr: 2e-05 
+     | > step_time: 0.3694  (0.4733051319475527)
+     | > loader_time: 0.022  (0.02691545150898121)
+
+
+   --> TIME: 2024-12-30 00:59:32 -- STEP: 1400/6002 -- GLOBAL_STEP: 1400
+     | > loss_text_ce: 0.043076351284980774  (0.04838857771296588)
+     | > loss_mel_ce: 3.5007245540618896  (3.8561564145769385)
+     | > loss: 0.056250810623168945  (0.06197690820321448)
+     | > current_lr: 2e-05 
+     | > step_time: 0.3938  (0.4743149391242436)
+     | > loader_time: 0.0182  (0.02689285925456456)
+
+
+   --> TIME: 2024-12-30 01:00:13 -- STEP: 1450/6002 -- GLOBAL_STEP: 1450
+     | > loss_text_ce: 0.04536354914307594  (0.048120478725638904)
+     | > loss_mel_ce: 3.656296730041504  (3.849791132992711)
+     | > loss: 0.058756519109010696  (0.06187161645498776)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4568  (0.4748297306586956)
+     | > loader_time: 0.023  (0.026902113947375066)
+
+
+   --> TIME: 2024-12-30 01:00:55 -- STEP: 1500/6002 -- GLOBAL_STEP: 1500
+     | > loss_text_ce: 0.04282931238412857  (0.04783202139288189)
+     | > loss_mel_ce: 3.8672728538513184  (3.8437720926602674)
+     | > loss: 0.06206511706113815  (0.06177149744580196)
+     | > current_lr: 2e-05 
+     | > step_time: 0.3992  (0.47599708318710326)
+     | > loader_time: 0.033  (0.02696164576212565)
+
+
+   --> TIME: 2024-12-30 01:01:37 -- STEP: 1550/6002 -- GLOBAL_STEP: 1550
+     | > loss_text_ce: 0.03644892945885658  (0.047564557125010815)
+     | > loss_mel_ce: 3.3587849140167236  (3.8376700284404133)
+     | > loss: 0.053892605006694794  (0.061670393809195555)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4156  (0.47683020468681087)
+     | > loader_time: 0.0219  (0.026962084616384198)
+
+
+   --> TIME: 2024-12-30 01:02:16 -- STEP: 1600/6002 -- GLOBAL_STEP: 1600
+     | > loss_text_ce: 0.03620248660445213  (0.047290552968625)
+     | > loss_mel_ce: 3.75091290473938  (3.8332559795677654)
+     | > loss: 0.06011294573545456  (0.0615959802549333)
+     | > current_lr: 2e-05 
+     | > step_time: 0.491  (0.4768118116259575)
+     | > loader_time: 0.0308  (0.026837269365787505)
+
+
+   --> TIME: 2024-12-30 01:02:56 -- STEP: 1650/6002 -- GLOBAL_STEP: 1650
+     | > loss_text_ce: 0.04022151231765747  (0.04704102712147165)
+     | > loss_mel_ce: 3.6105027198791504  (3.829550101973793)
+     | > loss: 0.05794800445437431  (0.061533196074041514)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4398  (0.477017613324252)
+     | > loader_time: 0.02  (0.026812257622227526)
+
+
+   --> TIME: 2024-12-30 01:03:36 -- STEP: 1700/6002 -- GLOBAL_STEP: 1700
+     | > loss_text_ce: 0.03919366002082825  (0.04680806023890483)
+     | > loss_mel_ce: 3.8266103267669678  (3.824273306481978)
+     | > loss: 0.061361972242593765  (0.06144573951249619)
+     | > grad_norm: 0  (0.0)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5966  (0.47707913819481346)
+     | > loader_time: 0.0251  (0.02679414650973152)
+
+
+   --> TIME: 2024-12-30 01:04:16 -- STEP: 1750/6002 -- GLOBAL_STEP: 1750
+     | > loss_text_ce: 0.03542264178395271  (0.04654297460083452)
+     | > loss_mel_ce: 3.3795509338378906  (3.8188166097913463)
+     | > loss: 0.05420593172311783  (0.061354917562433706)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5547  (0.4774178545815604)
+     | > loader_time: 0.021  (0.02678633771623884)
+
+
+   --> TIME: 2024-12-30 01:04:56 -- STEP: 1800/6002 -- GLOBAL_STEP: 1800
+     | > loss_text_ce: 0.03959862142801285  (0.04630284006914332)
+     | > loss_mel_ce: 3.632030963897705  (3.8139219266838493)
+     | > loss: 0.05827983841300011  (0.06127341252027292)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4546  (0.47767484996053905)
+     | > loader_time: 0.0296  (0.02680977953804864)
+
+
+   --> TIME: 2024-12-30 01:05:38 -- STEP: 1850/6002 -- GLOBAL_STEP: 1850
+     | > loss_text_ce: 0.03346290811896324  (0.04606245842636439)
+     | > loss_mel_ce: 3.5330114364624023  (3.809879682643993)
+     | > loss: 0.05661070719361305  (0.06120543432396817)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4331  (0.4781890937444326)
+     | > loader_time: 0.0199  (0.026898370175748258)
+
+
+   --> TIME: 2024-12-30 01:06:19 -- STEP: 1900/6002 -- GLOBAL_STEP: 1900
+     | > loss_text_ce: 0.0340726412832737  (0.04581871560431626)
+     | > loss_mel_ce: 3.5862202644348145  (3.8049797315346563)
+     | > loss: 0.05746496841311455  (0.061123788388151926)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4627  (0.47884815052935953)
+     | > loader_time: 0.0175  (0.026887878367775366)
+
+
+   --> TIME: 2024-12-30 01:06:59 -- STEP: 1950/6002 -- GLOBAL_STEP: 1950
+     | > loss_text_ce: 0.03572797030210495  (0.04558834460014718)
+     | > loss_mel_ce: 3.5471978187561035  (3.8008341505588623)
+     | > loss: 0.056871842592954636  (0.061054328819498085)
+     | > current_lr: 2e-05 
+     | > step_time: 0.6108  (0.4787305928499271)
+     | > loader_time: 0.0254  (0.02684088878142528)
+
+
+   --> TIME: 2024-12-30 01:07:39 -- STEP: 2000/6002 -- GLOBAL_STEP: 2000
+     | > loss_text_ce: 0.03143612667918205  (0.04538876673858614)
+     | > loss_mel_ce: 3.5647497177124023  (3.796622838377952)
+     | > loss: 0.057082317769527435  (0.06098431469872599)
+     | > current_lr: 2e-05 
+     | > step_time: 0.7056  (0.47885005521774293)
+     | > loader_time: 0.0495  (0.02683781385421753)
+
+
+ > CHECKPOINT : /kaggle/working/finetuned/viXTTS-FT-Code-December-30-2024_12+40AM-0000000/checkpoint_2000.pth
+
+   --> TIME: 2024-12-30 01:08:28 -- STEP: 2050/6002 -- GLOBAL_STEP: 2050
+     | > loss_text_ce: 0.03682936355471611  (0.04517200898288228)
+     | > loss_mel_ce: 3.9358808994293213  (3.793177818670505)
+     | > loss: 0.06305889785289764  (0.06092619124890832)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4844  (0.4789687699806399)
+     | > loader_time: 0.0211  (0.026785432303824075)
+
+
+   --> TIME: 2024-12-30 01:09:09 -- STEP: 2100/6002 -- GLOBAL_STEP: 2100
+     | > loss_text_ce: 0.039760056883096695  (0.0449434862339071)
+     | > loss_mel_ce: 3.8165323734283447  (3.78995084626334)
+     | > loss: 0.0612109936773777  (0.06087134211191114)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4505  (0.47935111829212734)
+     | > loader_time: 0.035  (0.026807985305786132)
+
+
+   --> TIME: 2024-12-30 01:09:56 -- STEP: 2150/6002 -- GLOBAL_STEP: 2150
+     | > loss_text_ce: 0.037984710186719894  (0.0447108720182333)
+     | > loss_mel_ce: 3.7314722537994385  (3.7857457318416863)
+     | > loss: 0.059832651168107986  (0.06080090196499996)
+     | > current_lr: 2e-05 
+     | > step_time: 0.3157  (0.48122931336247643)
+     | > loader_time: 0.0211  (0.02703980412594108)
+
+
+   --> TIME: 2024-12-30 01:10:37 -- STEP: 2200/6002 -- GLOBAL_STEP: 2200
+     | > loss_text_ce: 0.03517594560980797  (0.044498620357533755)
+     | > loss_mel_ce: 3.550476312637329  (3.7821270552548496)
+     | > loss: 0.05691511929035187  (0.06074009356681601)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5885  (0.48157778252254835)
+     | > loader_time: 0.0267  (0.027137104164470335)
+
+
+   --> TIME: 2024-12-30 01:11:14 -- STEP: 2250/6002 -- GLOBAL_STEP: 2250
+     | > loss_text_ce: 0.03920626640319824  (0.04428976641098658)
+     | > loss_mel_ce: 3.6220180988311768  (3.778610896004571)
+     | > loss: 0.0581146776676178  (0.06068096636732424)
+     | > current_lr: 2e-05 
+     | > step_time: 0.3559  (0.4808856361177233)
+     | > loader_time: 0.0264  (0.027077984174092625)
+
+
+   --> TIME: 2024-12-30 01:11:54 -- STEP: 2300/6002 -- GLOBAL_STEP: 2300
+     | > loss_text_ce: 0.03551498427987099  (0.04408194277516526)
+     | > loss_mel_ce: 3.902712821960449  (3.775652850192526)
+     | > loss: 0.06251155585050583  (0.06063071447546072)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5557  (0.4809261823737103)
+     | > loader_time: 0.0205  (0.027040926373523223)
+
+
+   --> TIME: 2024-12-30 01:12:34 -- STEP: 2350/6002 -- GLOBAL_STEP: 2350
+     | > loss_text_ce: 0.030031641945242882  (0.04386532248730989)
+     | > loss_mel_ce: 3.525062084197998  (3.7718570324715146)
+     | > loss: 0.056430064141750336  (0.06056702497950264)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5738  (0.48090909054938785)
+     | > loader_time: 0.0286  (0.026977371154947485)
+
+
+   --> TIME: 2024-12-30 01:13:13 -- STEP: 2400/6002 -- GLOBAL_STEP: 2400
+     | > loss_text_ce: 0.03560002148151398  (0.04364874453283848)
+     | > loss_mel_ce: 3.526862859725952  (3.7689353350798287)
+     | > loss: 0.05654703080654144  (0.06051721108301237)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4378  (0.4807839224735896)
+     | > loader_time: 0.0256  (0.026903515756130213)
+
+
+   --> TIME: 2024-12-30 01:13:53 -- STEP: 2450/6002 -- GLOBAL_STEP: 2450
+     | > loss_text_ce: 0.032264962792396545  (0.043447741130176874)
+     | > loss_mel_ce: 3.339756727218628  (3.7651965284347533)
+     | > loss: 0.05352415516972542  (0.06045467441635477)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5244  (0.4809719166463735)
+     | > loader_time: 0.0165  (0.0269367572239467)
+
+
+   --> TIME: 2024-12-30 01:14:34 -- STEP: 2500/6002 -- GLOBAL_STEP: 2500
+     | > loss_text_ce: 0.02908587083220482  (0.043256108866632004)
+     | > loss_mel_ce: 3.5658936500549316  (3.762406071472168)
+     | > loss: 0.05706316977739334  (0.06040733966380362)
+     | > current_lr: 2e-05 
+     | > step_time: 0.6041  (0.48123784809112546)
+     | > loader_time: 0.0232  (0.02693601465225219)
+
+
+   --> TIME: 2024-12-30 01:15:12 -- STEP: 2550/6002 -- GLOBAL_STEP: 2550
+     | > loss_text_ce: 0.03368936479091644  (0.04307500606512322)
+     | > loss_mel_ce: 3.683163642883301  (3.759505539033927)
+     | > loss: 0.05899766832590103  (0.06035842481781459)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4834  (0.4806582132040286)
+     | > loader_time: 0.0203  (0.026830923884522677)
+
+
+   --> TIME: 2024-12-30 01:15:52 -- STEP: 2600/6002 -- GLOBAL_STEP: 2600
+     | > loss_text_ce: 0.030319197103381157  (0.042898221387742824)
+     | > loss_mel_ce: 3.777402877807617  (3.7567092853326063)
+     | > loss: 0.06044003739953041  (0.060311233736574696)
+     | > current_lr: 2e-05 
+     | > step_time: 0.6101  (0.48071583536955026)
+     | > loader_time: 0.0592  (0.0268123473570897)
+
+
+   --> TIME: 2024-12-30 01:16:35 -- STEP: 2650/6002 -- GLOBAL_STEP: 2650
+     | > loss_text_ce: 0.03244589641690254  (0.042713502114814436)
+     | > loss_mel_ce: 3.8768930435180664  (3.753990274195401)
+     | > loss: 0.062053002417087555  (0.060265142781273415)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5293  (0.48137280860037174)
+     | > loader_time: 0.0271  (0.026921553071939715)
+
+
+   --> TIME: 2024-12-30 01:17:21 -- STEP: 2700/6002 -- GLOBAL_STEP: 2700
+     | > loss_text_ce: 0.03637237846851349  (0.042535113080370224)
+     | > loss_mel_ce: 3.6633400917053223  (3.7508697009969643)
+     | > loss: 0.05872559919953346  (0.0602127783014267)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4188  (0.48280766036775374)
+     | > loader_time: 0.0334  (0.02720065178694548)
+
+
+   --> TIME: 2024-12-30 01:18:06 -- STEP: 2750/6002 -- GLOBAL_STEP: 2750
+     | > loss_text_ce: 0.033380087465047836  (0.04233926586400383)
+     | > loss_mel_ce: 3.7793807983398438  (3.7483191578604957)
+     | > loss: 0.06052001565694809  (0.06016918480396275)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4475  (0.4838762271187522)
+     | > loader_time: 0.0321  (0.02730761302601207)
+
+
+   --> TIME: 2024-12-30 01:18:50 -- STEP: 2800/6002 -- GLOBAL_STEP: 2800
+     | > loss_text_ce: 0.031039195135235786  (0.042160547124887204)
+     | > loss_mel_ce: 3.516339063644409  (3.7456900043998447)
+     | > loss: 0.0563075952231884  (0.06012461540422273)
+     | > current_lr: 2e-05 
+     | > step_time: 0.6924  (0.48485563686915806)
+     | > loader_time: 0.0457  (0.027436489888599935)
+
+
+   --> TIME: 2024-12-30 01:19:34 -- STEP: 2850/6002 -- GLOBAL_STEP: 2850
+     | > loss_text_ce: 0.03279385343194008  (0.04197000276493406)
+     | > loss_mel_ce: 3.5675694942474365  (3.7435765903874447)
+     | > loss: 0.05714862793684006  (0.06008804463242234)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4476  (0.4855263945930883)
+     | > loader_time: 0.0254  (0.027577781426279164)
+
+
+   --> TIME: 2024-12-30 01:20:16 -- STEP: 2900/6002 -- GLOBAL_STEP: 2900
+     | > loss_text_ce: 0.03998904675245285  (0.04180190936437463)
+     | > loss_mel_ce: 3.7290501594543457  (3.740838214035692)
+     | > loss: 0.059826020151376724  (0.06004191018640999)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5012  (0.48587169096387667)
+     | > loader_time: 0.0535  (0.02773389783398858)
+
+
+   --> TIME: 2024-12-30 01:21:04 -- STEP: 2950/6002 -- GLOBAL_STEP: 2950
+     | > loss_text_ce: 0.029717018827795982  (0.041623099029569385)
+     | > loss_mel_ce: 3.592477798461914  (3.738425734083531)
+     | > loss: 0.05749515816569328  (0.06000077859324928)
+     | > current_lr: 2e-05 
+     | > step_time: 0.9138  (0.4874830913543701)
+     | > loader_time: 0.0885  (0.02793867305173712)
+
+
+   --> TIME: 2024-12-30 01:21:49 -- STEP: 3000/6002 -- GLOBAL_STEP: 3000
+     | > loss_text_ce: 0.030347352847456932  (0.04146045264539626)
+     | > loss_mel_ce: 3.673691987991333  (3.735531465133031)
+     | > loss: 0.058794278651475906  (0.059952256130675514)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5729  (0.48829813249905907)
+     | > loader_time: 0.0694  (0.028074879328409828)
+
+
+ > CHECKPOINT : /kaggle/working/finetuned/viXTTS-FT-Code-December-30-2024_12+40AM-0000000/checkpoint_3000.pth
+
+   --> TIME: 2024-12-30 01:22:42 -- STEP: 3050/6002 -- GLOBAL_STEP: 3050
+     | > loss_text_ce: 0.03530250862240791  (0.04128831867922532)
+     | > loss_mel_ce: 3.791533946990967  (3.732814871287737)
+     | > loss: 0.060743436217308044  (0.059906403303879245)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5982  (0.4888238821655023)
+     | > loader_time: 0.036  (0.02807720043620125)
+
+
+   --> TIME: 2024-12-30 01:23:23 -- STEP: 3100/6002 -- GLOBAL_STEP: 3100
+     | > loss_text_ce: 0.029365574941039085  (0.04111581436809036)
+     | > loss_mel_ce: 3.6937038898468018  (3.7302916597550917)
+     | > loss: 0.05909634381532669  (0.0598636141599667)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4589  (0.48881914461812664)
+     | > loader_time: 0.0288  (0.028067455907021796)
+
+
+   --> TIME: 2024-12-30 01:24:08 -- STEP: 3150/6002 -- GLOBAL_STEP: 3150
+     | > loss_text_ce: 0.02747468091547489  (0.04093417564909614)
+     | > loss_mel_ce: 3.5257728099823  (3.7282226712363107)
+     | > loss: 0.056400757282972336  (0.05982788991833494)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5523  (0.4897652876566327)
+     | > loader_time: 0.0479  (0.028084043548220677)
+
+
+   --> TIME: 2024-12-30 01:24:54 -- STEP: 3200/6002 -- GLOBAL_STEP: 3200
+     | > loss_text_ce: 0.030680838972330093  (0.04075538753822916)
+     | > loss_mel_ce: 3.770000696182251  (3.725578517019749)
+     | > loss: 0.06032828241586685  (0.059783081311034075)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4297  (0.49082101203501227)
+     | > loader_time: 0.0284  (0.028167497590184207)
+
+
+   --> TIME: 2024-12-30 01:25:37 -- STEP: 3250/6002 -- GLOBAL_STEP: 3250
+     | > loss_text_ce: 0.031192487105727196  (0.04058140036922239)
+     | > loss_mel_ce: 3.782435655593872  (3.723337972640991)
+     | > loss: 0.060533784329891205  (0.05974475541481609)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4073  (0.49131035159184383)
+     | > loader_time: 0.016  (0.028182960877051716)
+
+
+   --> TIME: 2024-12-30 01:26:16 -- STEP: 3300/6002 -- GLOBAL_STEP: 3300
+     | > loss_text_ce: 0.028267936781048775  (0.04041906026671786)
+     | > loss_mel_ce: 3.660000801086426  (3.7211068253083663)
+     | > loss: 0.05854395031929016  (0.05970676354725256)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4508  (0.4909903096430229)
+     | > loader_time: 0.0253  (0.0281138251767014)
+
+
+   --> TIME: 2024-12-30 01:26:57 -- STEP: 3350/6002 -- GLOBAL_STEP: 3350
+     | > loss_text_ce: 0.02868156135082245  (0.04026044644582187)
+     | > loss_mel_ce: 3.7194406986236572  (3.7185876067004986)
+     | > loss: 0.059494007378816605  (0.05966425826411642)
+     | > current_lr: 2e-05 
+     | > step_time: 0.6728  (0.49117843136858585)
+     | > loader_time: 0.0353  (0.028122750965516953)
+
+
+   --> TIME: 2024-12-30 01:27:38 -- STEP: 3400/6002 -- GLOBAL_STEP: 3400
+     | > loss_text_ce: 0.02572021819651127  (0.04009641501340362)
+     | > loss_mel_ce: 3.5305333137512207  (3.7167455401841334)
+     | > loss: 0.056448470801115036  (0.05963241543839963)
+     | > current_lr: 2e-05 
+     | > step_time: 0.7316  (0.49123726381975064)
+     | > loader_time: 0.0382  (0.028096349940580478)
+
+
+   --> TIME: 2024-12-30 01:28:19 -- STEP: 3450/6002 -- GLOBAL_STEP: 3450
+     | > loss_text_ce: 0.028276434168219566  (0.03993440715191161)
+     | > loss_mel_ce: 3.5236310958862305  (3.7144069294307545)
+     | > loss: 0.05637948960065842  (0.05959272308086143)
+     | > current_lr: 2e-05 
+     | > step_time: 0.6818  (0.4912513758479685)
+     | > loader_time: 0.0319  (0.02805895480556764)
+
+
+   --> TIME: 2024-12-30 01:28:59 -- STEP: 3500/6002 -- GLOBAL_STEP: 3500
+     | > loss_text_ce: 0.024391846731305122  (0.03976844373984)
+     | > loss_mel_ce: 3.585198163986206  (3.712141513688224)
+     | > loss: 0.05729508399963379  (0.059554129759115865)
+     | > current_lr: 2e-05 
+     | > step_time: 0.7002  (0.49124583387374876)
+     | > loader_time: 0.0378  (0.028031714575631275)
+
+
+   --> TIME: 2024-12-30 01:29:37 -- STEP: 3550/6002 -- GLOBAL_STEP: 3550
+     | > loss_text_ce: 0.03099740669131279  (0.03962728336978131)
+     | > loss_mel_ce: 4.006753444671631  (3.709735386942474)
+     | > loss: 0.0640912875533104  (0.05951369663254479)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4007  (0.49066668114192047)
+     | > loader_time: 0.0191  (0.027975154728956623)
+
+
+   --> TIME: 2024-12-30 01:30:16 -- STEP: 3600/6002 -- GLOBAL_STEP: 3600
+     | > loss_text_ce: 0.030674085021018982  (0.039474885491654316)
+     | > loss_mel_ce: 3.4432268142700195  (3.7078173704279793)
+     | > loss: 0.05514128506183624  (0.059480832912441786)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5228  (0.49040138390329147)
+     | > loader_time: 0.0335  (0.027927243643336822)
+
+
+   --> TIME: 2024-12-30 01:30:55 -- STEP: 3650/6002 -- GLOBAL_STEP: 3650
+     | > loss_text_ce: 0.026122037321329117  (0.03931907305060188)
+     | > loss_mel_ce: 3.6015145778656006  (3.705512503075273)
+     | > loss: 0.05758153647184372  (0.05944177450280486)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4143  (0.49023031548277973)
+     | > loader_time: 0.0364  (0.02787715278259695)
+
+
+   --> TIME: 2024-12-30 01:31:35 -- STEP: 3700/6002 -- GLOBAL_STEP: 3700
+     | > loss_text_ce: 0.02743523381650448  (0.03916042726436583)
+     | > loss_mel_ce: 3.354773759841919  (3.703332479386716)
+     | > loss: 0.05368586257100105  (0.05940465276305743)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5988  (0.4901246357608486)
+     | > loader_time: 0.0256  (0.027862546315064296)
+
+
+   --> TIME: 2024-12-30 01:32:16 -- STEP: 3750/6002 -- GLOBAL_STEP: 3750
+     | > loss_text_ce: 0.0295662060379982  (0.0390073020105561)
+     | > loss_mel_ce: 3.3858094215393066  (3.7010629115422566)
+     | > loss: 0.05421231687068939  (0.05936619731684529)
+     | > current_lr: 2e-05 
+     | > step_time: 0.3628  (0.4901756063461304)
+     | > loader_time: 0.0226  (0.027881788889567053)
+
+
+   --> TIME: 2024-12-30 01:32:55 -- STEP: 3800/6002 -- GLOBAL_STEP: 3800
+     | > loss_text_ce: 0.031713977456092834  (0.038859153068869556)
+     | > loss_mel_ce: 3.3725593090057373  (3.6987966836753645)
+     | > loss: 0.05403608828783035  (0.059327873873867516)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4393  (0.4899703638177169)
+     | > loader_time: 0.0217  (0.027822606312601188)
+
+
+   --> TIME: 2024-12-30 01:33:35 -- STEP: 3850/6002 -- GLOBAL_STEP: 3850
+     | > loss_text_ce: 0.027207428589463234  (0.03870812715793202)
+     | > loss_mel_ce: 3.3504486083984375  (3.697422211263087)
+     | > loss: 0.05361359193921089  (0.05930365961577214)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4353  (0.48986575287657896)
+     | > loader_time: 0.0305  (0.02781072833321311)
+
+
+   --> TIME: 2024-12-30 01:34:16 -- STEP: 3900/6002 -- GLOBAL_STEP: 3900
+     | > loss_text_ce: 0.027358777821063995  (0.038559231611494105)
+     | > loss_mel_ce: 3.4442620277404785  (3.6953005033272963)
+     | > loss: 0.055105093866586685  (0.05926761829318147)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4972  (0.4899484032850999)
+     | > loader_time: 0.0201  (0.027803114194136395)
+
+
+   --> TIME: 2024-12-30 01:34:57 -- STEP: 3950/6002 -- GLOBAL_STEP: 3950
+     | > loss_text_ce: 0.027065228670835495  (0.03841818202617051)
+     | > loss_mel_ce: 3.507192373275757  (3.6929655216917205)
+     | > loss: 0.05609933286905289  (0.05922831620313702)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5169  (0.4898816627188574)
+     | > loader_time: 0.0318  (0.02779663073865673)
+
+
+   --> TIME: 2024-12-30 01:35:38 -- STEP: 4000/6002 -- GLOBAL_STEP: 4000
+     | > loss_text_ce: 0.03047190047800541  (0.038274337165057695)
+     | > loss_mel_ce: 3.5529725551605225  (3.690470466196537)
+     | > loss: 0.05688007175922394  (0.059186428890563574)
+     | > current_lr: 2e-05 
+     | > step_time: 0.422  (0.4900319367647171)
+     | > loader_time: 0.0219  (0.027796589374542234)
+
+
+ > CHECKPOINT : /kaggle/working/finetuned/viXTTS-FT-Code-December-30-2024_12+40AM-0000000/checkpoint_4000.pth
+
+   --> TIME: 2024-12-30 01:36:25 -- STEP: 4050/6002 -- GLOBAL_STEP: 4050
+     | > loss_text_ce: 0.028055250644683838  (0.03814000021850257)
+     | > loss_mel_ce: 3.4821979999542236  (3.689021793530311)
+     | > loss: 0.055718306452035904  (0.059161301750091884)
+     | > current_lr: 2e-05 
+     | > step_time: 0.3074  (0.4896217191366502)
+     | > loader_time: 0.0125  (0.02772565305968861)
+
+
+   --> TIME: 2024-12-30 01:37:08 -- STEP: 4100/6002 -- GLOBAL_STEP: 4100
+     | > loss_text_ce: 0.02221054583787918  (0.037994503082662126)
+     | > loss_mel_ce: 3.7287216186523438  (3.6872424813014706)
+     | > loss: 0.05953861027956009  (0.05913074921998312)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4071  (0.48995314946988733)
+     | > loader_time: 0.026  (0.02777199343937199)
+
+
+   --> TIME: 2024-12-30 01:37:50 -- STEP: 4150/6002 -- GLOBAL_STEP: 4150
+     | > loss_text_ce: 0.029226908460259438  (0.03785819608897692)
+     | > loss_mel_ce: 3.5801517963409424  (3.685956733657653)
+     | > loss: 0.05729173123836517  (0.05910817692168509)
+     | > current_lr: 2e-05 
+     | > step_time: 0.3586  (0.49016820137759287)
+     | > loader_time: 0.0248  (0.02784037107444671)
+
+
+   --> TIME: 2024-12-30 01:38:31 -- STEP: 4200/6002 -- GLOBAL_STEP: 4200
+     | > loss_text_ce: 0.0242419745773077  (0.037730153571104756)
+     | > loss_mel_ce: 3.5124847888946533  (3.6839718536535897)
+     | > loss: 0.056138522922992706  (0.059074638465508145)
+     | > current_lr: 2e-05 
+     | > step_time: 0.3882  (0.490207804611751)
+     | > loader_time: 0.0261  (0.027859196549370177)
+
+
+   --> TIME: 2024-12-30 01:39:15 -- STEP: 4250/6002 -- GLOBAL_STEP: 4250
+     | > loss_text_ce: 0.02573457919061184  (0.03759578842231459)
+     | > loss_mel_ce: 3.540623664855957  (3.6819100011376777)
+     | > loss: 0.05660886690020561  (0.059039777865304684)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5691  (0.4907417479122386)
+     | > loader_time: 0.0359  (0.02790294153550093)
+
+
+   --> TIME: 2024-12-30 01:39:56 -- STEP: 4300/6002 -- GLOBAL_STEP: 4300
+     | > loss_text_ce: 0.02541988156735897  (0.03746304359200393)
+     | > loss_mel_ce: 3.513461112976074  (3.6797700908017714)
+     | > loss: 0.05617271736264229  (0.05900370397193489)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4166  (0.49077953455060025)
+     | > loader_time: 0.021  (0.027878985848537718)
+
+
+   --> TIME: 2024-12-30 01:40:36 -- STEP: 4350/6002 -- GLOBAL_STEP: 4350
+     | > loss_text_ce: 0.021839134395122528  (0.03733657981172722)
+     | > loss_mel_ce: 3.5660626888275146  (3.677580173481468)
+     | > loss: 0.056950826197862625  (0.058966936016048535)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4646  (0.4906914730181639)
+     | > loader_time: 0.0161  (0.02785302430733868)
+
+
+   --> TIME: 2024-12-30 01:41:15 -- STEP: 4400/6002 -- GLOBAL_STEP: 4400
+     | > loss_text_ce: 0.028675753623247147  (0.03721376775763935)
+     | > loss_mel_ce: 3.6905462741851807  (3.6761296277154574)
+     | > loss: 0.059035275131464005  (0.05894196207889104)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4464  (0.49049563136967744)
+     | > loader_time: 0.0198  (0.027798889225179507)
+
+
+   --> TIME: 2024-12-30 01:41:52 -- STEP: 4450/6002 -- GLOBAL_STEP: 4450
+     | > loss_text_ce: 0.03175407275557518  (0.03709423823303057)
+     | > loss_mel_ce: 3.561389207839966  (3.674274278437154)
+     | > loss: 0.057034023106098175  (0.05891061479707115)
+     | > current_lr: 2e-05 
+     | > step_time: 0.3227  (0.48993927623448746)
+     | > loader_time: 0.0243  (0.027737208805727172)
+
+
+   --> TIME: 2024-12-30 01:42:32 -- STEP: 4500/6002 -- GLOBAL_STEP: 4500
+     | > loss_text_ce: 0.023546252399683  (0.036974559173401894)
+     | > loss_mel_ce: 3.4473025798797607  (3.672347427950965)
+     | > loss: 0.055092841386795044  (0.05887813020083642)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5961  (0.48984702698389687)
+     | > loader_time: 0.0304  (0.02771332746081884)
+
+
+   --> TIME: 2024-12-30 01:43:12 -- STEP: 4550/6002 -- GLOBAL_STEP: 4550
+     | > loss_text_ce: 0.026865681633353233  (0.036855850327391575)
+     | > loss_mel_ce: 3.9813995361328125  (3.670995461390569)
+     | > loss: 0.06362325698137283  (0.05885478613959567)
+     | > current_lr: 2e-05 
+     | > step_time: 0.6377  (0.48987703459603443)
+     | > loader_time: 0.0436  (0.02769769668579104)
+
+
+   --> TIME: 2024-12-30 01:43:53 -- STEP: 4600/6002 -- GLOBAL_STEP: 4600
+     | > loss_text_ce: 0.027322126552462578  (0.03674070118197609)
+     | > loss_mel_ce: 3.52907395362854  (3.6692089647832122)
+     | > loss: 0.0564507320523262  (0.05882460128273007)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5793  (0.48989889331485914)
+     | > loader_time: 0.0416  (0.027700771352519186)
+
+
+   --> TIME: 2024-12-30 01:44:33 -- STEP: 4650/6002 -- GLOBAL_STEP: 4650
+     | > loss_text_ce: 0.025444351136684418  (0.03662272761185328)
+     | > loss_mel_ce: 3.3032190799713135  (3.6675471528883903)
+     | > loss: 0.05283593013882637  (0.058796350717224125)
+     | > current_lr: 2e-05 
+     | > step_time: 0.3748  (0.48980066704493697)
+     | > loader_time: 0.0249  (0.02767462607352968)
+
+
+   --> TIME: 2024-12-30 01:45:15 -- STEP: 4700/6002 -- GLOBAL_STEP: 4700
+     | > loss_text_ce: 0.023734768852591515  (0.036504292260221394)
+     | > loss_mel_ce: 3.5998342037200928  (3.665961825035988)
+     | > loss: 0.057516973465681076  (0.05876930685832782)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4004  (0.49003264406894115)
+     | > loader_time: 0.0211  (0.027677724564329143)
+
+
+   --> TIME: 2024-12-30 01:45:57 -- STEP: 4750/6002 -- GLOBAL_STEP: 4750
+     | > loss_text_ce: 0.02536439523100853  (0.036400702614141196)
+     | > loss_mel_ce: 3.1876232624053955  (3.6645315611989875)
+     | > loss: 0.050999805331230164  (0.05874495997711234)
+     | > current_lr: 2e-05 
+     | > step_time: 0.3265  (0.4901284583242316)
+     | > loader_time: 0.014  (0.027689735914531544)
+
+
+   --> TIME: 2024-12-30 01:46:38 -- STEP: 4800/6002 -- GLOBAL_STEP: 4800
+     | > loss_text_ce: 0.024073144420981407  (0.0362961969361641)
+     | > loss_mel_ce: 3.758720874786377  (3.6631197816630205)
+     | > loss: 0.06004435196518898  (0.05872089195375643)
+     | > current_lr: 2e-05 
+     | > step_time: 0.3602  (0.4902369030813376)
+     | > loader_time: 0.0185  (0.02770391558607423)
+
+
+   --> TIME: 2024-12-30 01:47:18 -- STEP: 4850/6002 -- GLOBAL_STEP: 4850
+     | > loss_text_ce: 0.025294935330748558  (0.03618623039195532)
+     | > loss_mel_ce: 3.5507423877716064  (3.6619370987980635)
+     | > loss: 0.05676250159740448  (0.058700373707358394)
+     | > grad_norm: 0  (0.0)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5224  (0.4902045209137435)
+     | > loader_time: 0.0162  (0.027681535593013208)
+
+
+   --> TIME: 2024-12-30 01:48:01 -- STEP: 4900/6002 -- GLOBAL_STEP: 4900
+     | > loss_text_ce: 0.027325812727212906  (0.03608476359093073)
+     | > loss_mel_ce: 3.6790716648101807  (3.6605278492460447)
+     | > loss: 0.05883171036839485  (0.05867639407971686)
+     | > current_lr: 2e-05 
+     | > step_time: 0.7743  (0.4904181425425471)
+     | > loader_time: 0.0537  (0.027713587673342994)
+
+
+   --> TIME: 2024-12-30 01:48:45 -- STEP: 4950/6002 -- GLOBAL_STEP: 4950
+     | > loss_text_ce: 0.023356420919299126  (0.035980024656111616)
+     | > loss_mel_ce: 3.7027952671051025  (3.659107504902464)
+     | > loss: 0.05914526805281639  (0.05865218640803691)
+     | > current_lr: 2e-05 
+     | > step_time: 0.6465  (0.49087835605698404)
+     | > loader_time: 0.03  (0.027772323242341662)
+
+
+   --> TIME: 2024-12-30 01:49:27 -- STEP: 5000/6002 -- GLOBAL_STEP: 5000
+     | > loss_text_ce: 0.024354631081223488  (0.0358720133837313)
+     | > loss_mel_ce: 3.3223557472229004  (3.657439310312271)
+     | > loss: 0.0531223900616169  (0.05862399265989664)
+     | > current_lr: 2e-05 
+     | > step_time: 0.6648  (0.4910863528251648)
+     | > loader_time: 0.0364  (0.02776414775848392)
+
+
+ > CHECKPOINT : /kaggle/working/finetuned/viXTTS-FT-Code-December-30-2024_12+40AM-0000000/checkpoint_5000.pth
+
+   --> TIME: 2024-12-30 01:50:19 -- STEP: 5050/6002 -- GLOBAL_STEP: 5050
+     | > loss_text_ce: 0.02822197414934635  (0.035771579102493185)
+     | > loss_mel_ce: 3.572011709213257  (3.6559714675185706)
+     | > loss: 0.057146571576595306  (0.05859909937154541)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4302  (0.4913077023949954)
+     | > loader_time: 0.0216  (0.027747064958704614)
+
+
+   --> TIME: 2024-12-30 01:51:01 -- STEP: 5100/6002 -- GLOBAL_STEP: 5100
+     | > loss_text_ce: 0.024986062198877335  (0.035676449275046034)
+     | > loss_mel_ce: 3.528041362762451  (3.6541179388644647)
+     | > loss: 0.05639726296067238  (0.058568168282508874)
+     | > current_lr: 2e-05 
+     | > step_time: 0.6853  (0.4914785883473415)
+     | > loader_time: 0.0403  (0.02773905342700438)
+
+
+   --> TIME: 2024-12-30 01:51:46 -- STEP: 5150/6002 -- GLOBAL_STEP: 5150
+     | > loss_text_ce: 0.022096388041973114  (0.03558278695002056)
+     | > loss_mel_ce: 3.1503446102142334  (3.6532649458264843)
+     | > loss: 0.05035620927810669  (0.05855314200508944)
+     | > current_lr: 2e-05 
+     | > step_time: 0.582  (0.491897136123435)
+     | > loader_time: 0.0324  (0.027793328044483995)
+
+
+   --> TIME: 2024-12-30 01:52:30 -- STEP: 5200/6002 -- GLOBAL_STEP: 5200
+     | > loss_text_ce: 0.026019301265478134  (0.03548659270020348)
+     | > loss_mel_ce: 3.4649269580841064  (3.6520670191599773)
+     | > loss: 0.05541184917092323  (0.05853260040139925)
+     | > current_lr: 2e-05 
+     | > step_time: 0.3292  (0.4922483244767556)
+     | > loader_time: 0.0171  (0.027815748957487285)
+
+
+   --> TIME: 2024-12-30 01:53:14 -- STEP: 5250/6002 -- GLOBAL_STEP: 5250
+     | > loss_text_ce: 0.027636300772428513  (0.03538920068811808)
+     | > loss_mel_ce: 3.345120906829834  (3.6506838370731898)
+     | > loss: 0.0535358302295208  (0.05850909922094574)
+     | > current_lr: 2e-05 
+     | > step_time: 0.2967  (0.4927228133337838)
+     | > loader_time: 0.0139  (0.027873264812287864)
+
+
+   --> TIME: 2024-12-30 01:53:57 -- STEP: 5300/6002 -- GLOBAL_STEP: 5300
+     | > loss_text_ce: 0.0242972020059824  (0.035298826923277654)
+     | > loss_mel_ce: 3.586545467376709  (3.64960503083355)
+     | > loss: 0.05731496587395668  (0.058490540804868624)
+     | > current_lr: 2e-05 
+     | > step_time: 0.3866  (0.4929098438316921)
+     | > loader_time: 0.0199  (0.027892600320420208)
+
+
+   --> TIME: 2024-12-30 01:54:41 -- STEP: 5350/6002 -- GLOBAL_STEP: 5350
+     | > loss_text_ce: 0.025083409622311592  (0.035204955583490585)
+     | > loss_mel_ce: 3.6210691928863525  (3.6480538712260877)
+     | > loss: 0.057875439524650574  (0.05846442919955634)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4586  (0.4932519602552753)
+     | > loader_time: 0.0339  (0.02795626029790008)
+
+
+   --> TIME: 2024-12-30 01:55:25 -- STEP: 5400/6002 -- GLOBAL_STEP: 5400
+     | > loss_text_ce: 0.022620290517807007  (0.035115678355235845)
+     | > loss_mel_ce: 3.4405019283294678  (3.646757841816655)
+     | > loss: 0.05497019737958908  (0.05844244020473628)
+     | > current_lr: 2e-05 
+     | > step_time: 0.6889  (0.4936178691298873)
+     | > loader_time: 0.0241  (0.02802199959754947)
+
+
+   --> TIME: 2024-12-30 01:56:09 -- STEP: 5450/6002 -- GLOBAL_STEP: 5450
+     | > loss_text_ce: 0.021606167778372765  (0.03502781412880362)
+     | > loss_mel_ce: 3.72196364402771  (3.6453471087534495)
+     | > loss: 0.05942174792289734  (0.05841865294775287)
+     | > current_lr: 2e-05 
+     | > step_time: 0.6414  (0.49397716710326867)
+     | > loader_time: 0.0272  (0.028058030102231117)
+
+
+   --> TIME: 2024-12-30 01:56:55 -- STEP: 5500/6002 -- GLOBAL_STEP: 5500
+     | > loss_text_ce: 0.025817900896072388  (0.03494065776602795)
+     | > loss_mel_ce: 3.355576992034912  (3.6440081142945724)
+     | > loss: 0.05367293581366539  (0.05839601563188165)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5439  (0.494505962415175)
+     | > loader_time: 0.0346  (0.028142550468444855)
+
+
+   --> TIME: 2024-12-30 01:57:40 -- STEP: 5550/6002 -- GLOBAL_STEP: 5550
+     | > loss_text_ce: 0.024645306169986725  (0.03485941884183408)
+     | > loss_mel_ce: 3.4164016246795654  (3.6428923876221115)
+     | > loss: 0.05461979657411575  (0.05837701617798829)
+     | > current_lr: 2e-05 
+     | > step_time: 0.6485  (0.4949929647187929)
+     | > loader_time: 0.0422  (0.028217135034165973)
+
+
+   --> TIME: 2024-12-30 01:58:26 -- STEP: 5600/6002 -- GLOBAL_STEP: 5600
+     | > loss_text_ce: 0.02242615632712841  (0.03477850356871005)
+     | > loss_mel_ce: 3.3064558506011963  (3.641616915166378)
+     | > loss: 0.05283939838409424  (0.05835548621136697)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5758  (0.4955240381189755)
+     | > loader_time: 0.0355  (0.028275011437279868)
+
+
+   --> TIME: 2024-12-30 01:59:10 -- STEP: 5650/6002 -- GLOBAL_STEP: 5650
+     | > loss_text_ce: 0.025614473968744278  (0.034695676444180874)
+     | > loss_mel_ce: 3.2869324684143066  (3.6404073712678082)
+     | > loss: 0.05258011445403099  (0.05833497237974566)
+     | > current_lr: 2e-05 
+     | > step_time: 0.3979  (0.4958073175058956)
+     | > loader_time: 0.0253  (0.02836976692739844)
+
+
+   --> TIME: 2024-12-30 01:59:55 -- STEP: 5700/6002 -- GLOBAL_STEP: 5700
+     | > loss_text_ce: 0.025230132043361664  (0.03461922370845034)
+     | > loss_mel_ce: 3.4314792156219482  (3.6388594757046615)
+     | > loss: 0.05486840754747391  (0.05830918907073508)
+     | > current_lr: 2e-05 
+     | > step_time: 0.4072  (0.496190904148838)
+     | > loader_time: 0.0219  (0.028429660127874037)
+
+
+   --> TIME: 2024-12-30 02:00:40 -- STEP: 5750/6002 -- GLOBAL_STEP: 5750
+     | > loss_text_ce: 0.02715798281133175  (0.03454175998140942)
+     | > loss_mel_ce: 3.399603843688965  (3.637679007778997)
+     | > loss: 0.05439304932951927  (0.05828922190096069)
+     | > current_lr: 2e-05 
+     | > step_time: 0.721  (0.4965552798976069)
+     | > loader_time: 0.0627  (0.028482638234677553)
+
+
+   --> TIME: 2024-12-30 02:01:25 -- STEP: 5800/6002 -- GLOBAL_STEP: 5800
+     | > loss_text_ce: 0.023144487291574478  (0.03446551747844913)
+     | > loss_mel_ce: 3.4899260997772217  (3.636766396349874)
+     | > loss: 0.05576302856206894  (0.058273525805180464)
+     | > current_lr: 2e-05 
+     | > step_time: 0.6243  (0.49699302603458534)
+     | > loader_time: 0.0396  (0.02856235911106244)
+
+
+   --> TIME: 2024-12-30 02:02:08 -- STEP: 5850/6002 -- GLOBAL_STEP: 5850
+     | > loss_text_ce: 0.024295246228575706  (0.034388408996483245)
+     | > loss_mel_ce: 3.3433644771575928  (3.635293799995357)
+     | > loss: 0.0534549206495285  (0.05824892731685926)
+     | > current_lr: 2e-05 
+     | > step_time: 0.409  (0.4971664164208958)
+     | > loader_time: 0.0185  (0.028609883927891426)
+
+
+   --> TIME: 2024-12-30 02:02:50 -- STEP: 5900/6002 -- GLOBAL_STEP: 5900
+     | > loss_text_ce: 0.023164132609963417  (0.03431596437153429)
+     | > loss_mel_ce: 3.1859889030456543  (3.6339889104083434)
+     | > loss: 0.050938937813043594  (0.05822706486587809)
+     | > current_lr: 2e-05 
+     | > step_time: 0.2999  (0.49721170817391347)
+     | > loader_time: 0.0178  (0.02861640513953519)
+
+
+   --> TIME: 2024-12-30 02:03:32 -- STEP: 5950/6002 -- GLOBAL_STEP: 5950
+     | > loss_text_ce: 0.022595925256609917  (0.03423797147395485)
+     | > loss_mel_ce: 3.491562843322754  (3.633040804862976)
+     | > loss: 0.05578029900789261  (0.05821077759213309)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5981  (0.4973318855702376)
+     | > loader_time: 0.0321  (0.02864529573616864)
+
+
+   --> TIME: 2024-12-30 02:04:17 -- STEP: 6000/6002 -- GLOBAL_STEP: 6000
+     | > loss_text_ce: 0.023278936743736267  (0.034163964149852656)
+     | > loss_mel_ce: 3.5854175090789795  (3.6314730488856632)
+     | > loss: 0.057280898094177246  (0.05818471785696846)
+     | > current_lr: 2e-05 
+     | > step_time: 0.5652  (0.4977147288719813)
+     | > loader_time: 0.0407  (0.02869656948248548)
+
+
+ > CHECKPOINT : /kaggle/working/finetuned/viXTTS-FT-Code-December-30-2024_12+40AM-0000000/checkpoint_6000.pth
+
+ > EVALUATION 
+
+
+  --> EVAL PERFORMANCE
+     | > avg_loader_time: 0.19205638340541295 (+0)
+     | > avg_loss_text_ce: 0.023508160774196898 (+0)
+     | > avg_loss_mel_ce: 3.458778922046934 (+0)
+     | > avg_loss: 3.4822870705808913 (+0)
+
+ > BEST MODEL : /kaggle/working/finetuned/viXTTS-FT-Code-December-30-2024_12+40AM-0000000/best_model_6002.pth