added: SH2 James dataset

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finetunes/james-sunderland/dataset/train.txt

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+lxgbsm_00000.wav|I'm kind of lost. I'm looking for Silent Hill. Silent Hill? Is this the right way?
+lxgbsm_00001.wav|Well, there's the hotel 2, I guess. There's the hotel 2, I guess. The one on the lake? I wonder if it's still there.
+lxgbsm_00002.wav|You're coming with me? Is it dangerous? I'll be careful. I guess I really don't care if it's dangerous or not.
+lxgbsm_00003.wav|I'm going to town either way. I'm looking for someone. I'm looking for someone. Someone very important to me.
+lxgbsm_00004.wav|I'm looking for Mary. Have you seen her? Without Mary, I just can't go on.
+lxgbsm_00005.wav|I'd do anything if I could be with her again. I'm going to go look for her. I wish I knew. I killed her. Three years ago.
+lxgbsm_00006.wav|Last year. But I got a letter from her. I got a letter from her. How do you know about Mary? You really seem to care about her.
+lxgbsm_00007.wav|Is that why you're here too? You're not Mary. You're really not Mary. You're alive! I thought that thing killed you. Are you hurt bad?
+lxgbsm_00008.wav|Your face, your voice, just your hair and... I was confused. There are all sorts of strange things around here.
+lxgbsm_00009.wav|This is no place for a kid. Eddie told me. Who's Rachel? What's that letter? It's time to end this nightmare.
+lxgbsm_00010.wav|What the hell is it? I didn't come here to play, you know. You liar! Don't be ridiculous. How can you sit there and eat pizza?
+lxgbsm_00011.wav|You! It was you, wasn't it? You're the one who stepped on my hand. I'm done with you. Forget you. Someone very important to me. You're not Mary.
+ynoeld_00000.wav|It's you. It's you. But I don't need you anymore.
+ynoeld_00001.wav|How old are you? Are you still here? Are you okay? What happened to you?
+ynoeld_00002.wav|We met in the apartment building. We met in the apartment building. Sure is quiet here, huh?
+ynoeld_00003.wav|What are you doing, Laura? Aren't you Maria?
+ynoeld_00004.wav|So, you're Maria? You're Maria? What's a little girl like you doing here, anyway?
+ynoeld_00005.wav|I didn't mean to scare you. Are you alone here, Eddie?
+ynoeld_00006.wav|James Sunderland. James. My name's James.
+ynoeld_00007.wav|Eddie? Laura? Laura. Maria? Maria. Mary? Mary? Mary?
+ynoeld_00008.wav|Is that her name? Who is that girl, anyhow?
+ynoeld_00009.wav|Yeah. Yeah. Yes! Okay. That's right.
+ynoeld_00010.wav|Oh, yeah. I understand now. I believe you.
+ynoeld_00011.wav|No. No. No, I... No, you're not.
+ynoeld_00012.wav|Nothing. Oh, nothing. I guess I really don't care.
+ynoeld_00013.wav|I don't know. Sorry.
+ynoeld_00014.wav|What? Do what? Tell me what happened.
+ynoeld_00015.wav|Why can't you just tell me?
+ynoeld_00016.wav|All I want from you is an answer. How do you know about that?
+ynoeld_00017.wav|Is there any other way? Don't you remember?
+ynoeld_00018.wav|Later, okay?
+ynoeld_00019.wav|Stay right there. I'll be there soon. I'll be there soon. Thanks.

finetunes/james-sunderland/dataset/train.yaml

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+name: james-finetune
+model: extensibletrainer
+scale: 1
+gpu_ids: [0] # Superfluous, redundant, unnecessary, the way you launch the training script will set this
+start_step: 0
+checkpointing_enabled: true 
+fp16: false
+wandb: false 
+use_tb_logger: true
+
+datasets:
+  train:
+    name: james-train
+    n_workers: 2
+    batch_size: 32
+    mode: paired_voice_audio
+    path: ./training/james/train.txt
+    fetcher_mode: ['lj']
+    phase: train
+    max_wav_length: 255995
+    max_text_length: 200
+    sample_rate: 22050
+    load_conditioning: True
+    num_conditioning_candidates: 2
+    conditioning_length: 44000
+    use_bpe_tokenizer: True
+    tokenizer_vocab: ./models/tortoise/bpe_lowercase_asr_256.json
+    load_aligned_codes: False
+  val: # I really do not care about validation right now
+    name: james-val
+    n_workers: 1
+    batch_size: 1
+    mode: paired_voice_audio
+    path: ./training/james/train.txt
+    fetcher_mode: ['lj']
+    phase: val
+    max_wav_length: 255995
+    max_text_length: 200
+    sample_rate: 22050
+    load_conditioning: True
+    num_conditioning_candidates: 2
+    conditioning_length: 44000
+    use_bpe_tokenizer: True
+    tokenizer_vocab: ./models/tortoise/bpe_lowercase_asr_256.json
+    load_aligned_codes: False
+
+steps:        
+  gpt_train:
+    training: gpt
+    loss_log_buffer: 500
+
+    # Generally follows the recipe from the DALLE paper.
+    optimizer: adamw # this should be adamw_zero if you're using distributed training
+    optimizer_params:
+      lr: !!float 0.0001 # originally: 1e-4
+      weight_decay: !!float 1e-2
+      beta1: 0.9
+      beta2: 0.96
+    clip_grad_eps: 4
+
+    injectors:
+      paired_to_mel:
+        type: torch_mel_spectrogram
+        mel_norm_file: ./models/tortoise/clips_mel_norms.pth
+        in: wav
+        out: paired_mel
+      paired_cond_to_mel:
+        type: for_each
+        subtype: torch_mel_spectrogram
+        mel_norm_file: ./models/tortoise/clips_mel_norms.pth
+        in: conditioning
+        out: paired_conditioning_mel
+      to_codes:
+        type: discrete_token
+        in: paired_mel
+        out: paired_mel_codes
+        dvae_config: "./models/tortoise/train_diffusion_vocoder_22k_level.yml"
+      paired_fwd_text:
+        type: generator
+        generator: gpt
+        in: [paired_conditioning_mel, padded_text, text_lengths, paired_mel_codes, wav_lengths]
+        out: [loss_text_ce, loss_mel_ce, logits]      
+    losses:
+      text_ce:
+        type: direct
+        weight: 0.01
+        key: loss_text_ce
+      mel_ce:
+        type: direct
+        weight: 1
+        key: loss_mel_ce
+
+networks:
+  gpt:
+    type: generator 
+    which_model_G: unified_voice2 # none of the unified_voice*.py files actually match the tortoise inference code... 4 and 3 have "alignment_head" (wtf is that?), 2 lacks the types=1 parameter.
+    kwargs:
+      layers: 30 # originally: 8
+      model_dim: 1024 # originally: 512
+      heads: 16 # originally: 8
+      max_text_tokens: 402 # originally: 120
+      max_mel_tokens: 604 # originally: 250
+      max_conditioning_inputs: 2 # originally: 1
+      mel_length_compression: 1024
+      number_text_tokens: 256 # supposed to be 255 for newer unified_voice files 
+      number_mel_codes: 8194
+      start_mel_token: 8192
+      stop_mel_token: 8193
+      start_text_token: 255
+      train_solo_embeddings: False # missing in uv3/4
+      use_mel_codes_as_input: True # ditto
+      checkpointing: True
+      #types: 1 # this is MISSING, but in my analysis 1 is equivalent to not having it.
+      #only_alignment_head: False  # uv3/4
+
+path:
+  pretrain_model_gpt: './models/tortoise/autoregressive.pth' 
+  strict_load: true
+  # resume_state: './training/james-finetune//training_state//50.state'
+
+train:
+  niter: 500
+  warmup_iter: -1
+  mega_batch_factor: 16
+  val_freq: 500
+
+  ema_enabled: false # I really don't think EMA matters
+
+  default_lr_scheme: MultiStepLR
+  gen_lr_steps: [9, 18, 25, 33] #[50000, 100000, 140000, 180000]
+  lr_gamma: 0.5
+
+eval:
+  output_state: gen
+  injectors:
+    gen_inj_eval:
+      type: generator
+      generator: generator
+      in: hq
+      out: [gen, codebook_commitment_loss]
+
+logger: 
+  print_freq: 5
+  save_checkpoint_freq: 25
+  visuals: [gen, mel]
+  visual_debug_rate: 5
+  is_mel_spectrogram: true

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+		"segments": [
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