Haki TTS Model1

.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+trainer_0_log.txt filter=lfs diff=lfs merge=lfs -text

config.json

@@ -0,0 +1,302 @@
+{
+    "output_path": "/home/ubuntu/haki_ai_bot/tts/partially-trained-notebook/output7/",
+    "logger_uri": null,
+    "run_name": "YourTTS-fr-Swahili_kat",
+    "project_name": "YourTTS",
+    "run_description": "\n            - Original YourTTS trained using M-AILABS and Haki datasets\n        ",
+    "print_step": 50,
+    "plot_step": 100,
+    "model_param_stats": false,
+    "wandb_entity": null,
+    "dashboard_logger": "tensorboard",
+    "save_on_interrupt": true,
+    "log_model_step": 1000,
+    "save_step": 5000,
+    "save_n_checkpoints": 2,
+    "save_checkpoints": true,
+    "save_all_best": false,
+    "save_best_after": 10000,
+    "target_loss": "loss_1",
+    "print_eval": false,
+    "test_delay_epochs": 0,
+    "run_eval": true,
+    "run_eval_steps": null,
+    "distributed_backend": "nccl",
+    "distributed_url": "tcp://localhost:54321",
+    "mixed_precision": true,
+    "precision": "fp16",
+    "epochs": 1000,
+    "batch_size": 8,
+    "eval_batch_size": 8,
+    "grad_clip": [
+        1000,
+        1000
+    ],
+    "scheduler_after_epoch": true,
+    "lr": 0.001,
+    "optimizer": "AdamW",
+    "optimizer_params": {
+        "betas": [
+            0.8,
+            0.99
+        ],
+        "eps": 1e-09,
+        "weight_decay": 0.01
+    },
+    "lr_scheduler": null,
+    "lr_scheduler_params": null,
+    "use_grad_scaler": false,
+    "allow_tf32": false,
+    "cudnn_enable": true,
+    "cudnn_deterministic": false,
+    "cudnn_benchmark": true,
+    "training_seed": 54321,
+    "model": "vits",
+    "num_loader_workers": 8,
+    "num_eval_loader_workers": 0,
+    "use_noise_augment": false,
+    "audio": {
+        "fft_size": 1024,
+        "sample_rate": 16000,
+        "win_length": 1024,
+        "hop_length": 256,
+        "num_mels": 80,
+        "mel_fmin": 0.0,
+        "mel_fmax": null
+    },
+    "use_phonemes": false,
+    "phonemizer": "espeak",
+    "phoneme_language": "fr",
+    "compute_input_seq_cache": true,
+    "text_cleaner": "multilingual_cleaners",
+    "enable_eos_bos_chars": false,
+    "test_sentences_file": "",
+    "phoneme_cache_path": null,
+    "characters": {
+        "characters_class": "TTS.tts.models.vits.VitsCharacters",
+        "vocab_dict": null,
+        "pad": "_",
+        "eos": "&",
+        "bos": "*",
+        "blank": null,
+        "characters": "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz\u00af\u00b7\u00df\u00e0\u00e1\u00e2\u00e3\u00e4\u00e6\u00e7\u00e8\u00e9\u00ea\u00eb\u00ec\u00ed\u00ee\u00ef\u00f1\u00f2\u00f3\u00f4\u00f5\u00f6\u00f9\u00fa\u00fb\u00fc\u00ff\u0101\u0105\u0107\u0113\u0119\u011b\u012b\u0131\u0142\u0144\u014d\u0151\u0153\u015b\u016b\u0171\u017a\u017c\u01ce\u01d0\u01d2\u01d4\u0430\u0431\u0432\u0433\u0434\u0435\u0436\u0437\u0438\u0439\u043a\u043b\u043c\u043d\u043e\u043f\u0440\u0441\u0442\u0443\u0444\u0445\u0446\u0447\u0448\u0449\u044a\u044b\u044c\u044d\u044e\u044f\u0451\u0454\u0456\u0457\u0491\u2013!'(),-.:;? ",
+        "punctuations": "!'(),-.:;? ",
+        "phonemes": "",
+        "is_unique": true,
+        "is_sorted": true
+    },
+    "add_blank": true,
+    "batch_group_size": 48,
+    "loss_masking": null,
+    "min_audio_len": 1,
+    "max_audio_len": 160000,
+    "min_text_len": 1,
+    "max_text_len": Infinity,
+    "compute_f0": false,
+    "compute_energy": false,
+    "compute_linear_spec": true,
+    "precompute_num_workers": 12,
+    "start_by_longest": true,
+    "shuffle": false,
+    "drop_last": false,
+    "datasets": [
+        {
+            "formatter": "ljspeech",
+            "dataset_name": "mailabs",
+            "path": "/home/ubuntu/haki_ai_bot/tts/partially-trained-notebook/myTTSDataset/NewTTSDataset_fr_female/",
+            "meta_file_train": "metadata.csv",
+            "ignored_speakers": null,
+            "language": "fr",
+            "phonemizer": "",
+            "meta_file_val": "",
+            "meta_file_attn_mask": ""
+        },
+        {
+            "formatter": "ljspeech",
+            "dataset_name": "swc_kat",
+            "path": "/home/ubuntu/haki_ai_bot/tts/partially-trained-notebook/myTTSDataset/NewTTSDataset_swc_female/",
+            "meta_file_train": "metadata.csv",
+            "ignored_speakers": null,
+            "language": "swc",
+            "phonemizer": "",
+            "meta_file_val": "",
+            "meta_file_attn_mask": ""
+        }
+    ],
+    "test_sentences": [
+        [
+            "Le commandant Farragut tient une cabine \u00e0 votre disposition.",
+            "ljspeech",
+            null,
+            "fr"
+        ],
+        [
+            "Cependant, je revenais d'un p\u00e9nible voyage, fatigu\u00e9, avide de repos.",
+            "ljspeech",
+            null,
+            "fr"
+        ],
+        [
+            "Conseil! criai-je d'une voix impatiente.",
+            "ljspeech",
+            null,
+            "fr"
+        ],
+        [
+            "A se frotter aux savants de notre petit monde du Jardin des Plantes, Conseil en \u00e9tait venu \u00e0 savoir quelque chose.",
+            "ljspeech",
+            null,
+            "fr"
+        ],
+        [
+            "Il allait l\u00e0 comme ici, sans en demander davantage.",
+            "ljspeech",
+            null,
+            "fr"
+        ]
+    ],
+    "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": {
+        "num_chars": 165,
+        "out_channels": 513,
+        "spec_segment_size": 32,
+        "hidden_channels": 192,
+        "hidden_channels_ffn_text_encoder": 768,
+        "num_heads_text_encoder": 2,
+        "num_layers_text_encoder": 10,
+        "kernel_size_text_encoder": 3,
+        "dropout_p_text_encoder": 0.1,
+        "dropout_p_duration_predictor": 0.5,
+        "kernel_size_posterior_encoder": 5,
+        "dilation_rate_posterior_encoder": 1,
+        "num_layers_posterior_encoder": 16,
+        "kernel_size_flow": 5,
+        "dilation_rate_flow": 1,
+        "num_layers_flow": 4,
+        "resblock_type_decoder": "2",
+        "resblock_kernel_sizes_decoder": [
+            3,
+            7,
+            11
+        ],
+        "resblock_dilation_sizes_decoder": [
+            [
+                1,
+                3,
+                5
+            ],
+            [
+                1,
+                3,
+                5
+            ],
+            [
+                1,
+                3,
+                5
+            ]
+        ],
+        "upsample_rates_decoder": [
+            8,
+            8,
+            2,
+            2
+        ],
+        "upsample_initial_channel_decoder": 512,
+        "upsample_kernel_sizes_decoder": [
+            16,
+            16,
+            4,
+            4
+        ],
+        "periods_multi_period_discriminator": [
+            2,
+            3,
+            5,
+            7,
+            11
+        ],
+        "use_sdp": true,
+        "noise_scale": 1.0,
+        "inference_noise_scale": 0.667,
+        "length_scale": 1,
+        "noise_scale_dp": 1.0,
+        "inference_noise_scale_dp": 1.0,
+        "max_inference_len": null,
+        "init_discriminator": true,
+        "use_spectral_norm_disriminator": false,
+        "use_speaker_embedding": false,
+        "num_speakers": 0,
+        "speakers_file": "/home/ubuntu/haki_ai_bot/tts/partially-trained-notebook/output7/YourTTS-fr-Swahili_kat-September-15-2023_05+01PM-f3cc22e/speakers.pth",
+        "d_vector_file": [
+            "/home/ubuntu/haki_ai_bot/tts/partially-trained-notebook/myTTSDataset/NewTTSDataset_fr_female/speakers.pth",
+            "/home/ubuntu/haki_ai_bot/tts/partially-trained-notebook/myTTSDataset/NewTTSDataset_swc_female/speakers.pth"
+        ],
+        "speaker_embedding_channels": 256,
+        "use_d_vector_file": true,
+        "d_vector_dim": 512,
+        "detach_dp_input": true,
+        "use_language_embedding": true,
+        "embedded_language_dim": 4,
+        "num_languages": 0,
+        "language_ids_file": "/home/ubuntu/haki_ai_bot/tts/partially-trained-notebook/output7/YourTTS-fr-Swahili_kat-September-15-2023_05+01PM-f3cc22e/language_ids.json",
+        "use_speaker_encoder_as_loss": false,
+        "speaker_encoder_config_path": "https://github.com/coqui-ai/TTS/releases/download/speaker_encoder_model/config_se.json",
+        "speaker_encoder_model_path": "https://github.com/coqui-ai/TTS/releases/download/speaker_encoder_model/model_se.pth.tar",
+        "condition_dp_on_speaker": true,
+        "freeze_encoder": false,
+        "freeze_DP": false,
+        "freeze_PE": false,
+        "freeze_flow_decoder": false,
+        "freeze_waveform_decoder": false,
+        "encoder_sample_rate": null,
+        "interpolate_z": true,
+        "reinit_DP": false,
+        "reinit_text_encoder": false
+    },
+    "lr_gen": 0.0002,
+    "lr_disc": 0.0002,
+    "lr_scheduler_gen": "ExponentialLR",
+    "lr_scheduler_gen_params": {
+        "gamma": 0.999875,
+        "last_epoch": -1
+    },
+    "lr_scheduler_disc": "ExponentialLR",
+    "lr_scheduler_disc_params": {
+        "gamma": 0.999875,
+        "last_epoch": -1
+    },
+    "kl_loss_alpha": 1.0,
+    "disc_loss_alpha": 1.0,
+    "gen_loss_alpha": 1.0,
+    "feat_loss_alpha": 1.0,
+    "mel_loss_alpha": 45.0,
+    "dur_loss_alpha": 1.0,
+    "speaker_encoder_loss_alpha": 9.0,
+    "return_wav": true,
+    "use_weighted_sampler": false,
+    "weighted_sampler_attrs": {
+        "speaker_name": 1.0
+    },
+    "weighted_sampler_multipliers": null,
+    "r": 1,
+    "num_speakers": 0,
+    "use_speaker_embedding": false,
+    "speakers_file": "/home/ubuntu/haki_ai_bot/tts/partially-trained-notebook/output7/YourTTS-fr-Swahili_kat-September-15-2023_05+01PM-f3cc22e/speakers.pth",
+    "speaker_embedding_channels": 256,
+    "language_ids_file": "/home/ubuntu/haki_ai_bot/tts/partially-trained-notebook/output7/YourTTS-fr-Swahili_kat-September-15-2023_05+01PM-f3cc22e/language_ids.json",
+    "use_language_embedding": true,
+    "use_d_vector_file": true,
+    "d_vector_file": [
+        "/home/ubuntu/haki_ai_bot/tts/partially-trained-notebook/myTTSDataset/NewTTSDataset_fr_female/speakers.pth",
+        "/home/ubuntu/haki_ai_bot/tts/partially-trained-notebook/myTTSDataset/NewTTSDataset_swc_female/speakers.pth"
+    ],
+    "d_vector_dim": 512
+}

ipykernel_launcher.py

@@ -0,0 +1,17 @@
+"""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
+
+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] == "":
+        del sys.path[0]
+
+    from ipykernel import kernelapp as app
+
+    app.launch_new_instance()

language_ids.json

@@ -0,0 +1,4 @@
+{
+    "fr": 0,
+    "swc": 1
+}

speakers.pth

@@ -0,0 +1,3 @@
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+oid sha256:1a40976a3e379f7468f60f383ea15630532d3bc71e0f2ec38008169e9d1504f0
+size 431

trainer_0_log.txt

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