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vall-e
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sample_rate: 24_000
audio_backend: "vocos"

models:
- name: "ar+nar"
  size: "full"
  resp_levels: 8
  prom_levels: 8
  tasks: 8
  langs: 2
  tones: 1
  arch_type: llama
  training: True
  version: 5
  attention: flash_attention_2
  dropout: 0.1
  #loss_factors:
  #  text: 0.01
  #  prom: 0.5
  #  resp: 1.0
  capabilities: ["ar", "nar", "lang"]
  experimental:
    audio_embedding_sums: False
    interleave: False
    unified_position_ids: False
    rvq_level_range: []
    split_classifiers: True
    tie_classifier_to_embedding: False
    causal_size: 4
    p_rvq_levels: [
      0, 0, 0, 0, 0, 0, 0, 0,
      0, 0, 0, 0, 0, 0, 0, 0,
      1, 1, 2, 3, 4, 5, 6, 7
    ]

#loras:
#- name : "lora-shodan"
#  rank: 128
#  alpha: 128
#  training: True
#  rvq_levels: []

hyperparameters:
  batch_size: 16
  gradient_accumulation_steps: 4
  gradient_clipping: 1.0
  warmup_steps: 10

  optimizer: Prodigy
  learning_rate: 1.0
  torch_optimizer: True
  
  scheduler: "" # ScheduleFree
  torch_scheduler: True

evaluation:
  batch_size: 4
  frequency: 250
  size: 4
  
  steps: 500
  ar_temperature: 1.0
  nar_temperature: 0.0

trainer:
  iterations: 1_000_000  
  save_frequency: 250
  keep_last_checkpoints: 4
  
  check_for_oom: False
  gradient_checkpointing: True

  weight_dtype: bfloat16
  amp: False

  backend: deepspeed
  deepspeed:
    inferencing: False
    amp: False

  load_webui: False

inference:
  backend: local
  normalize: False

  weight_dtype: bfloat16
  amp: False

optimizations:
  injects: False
  replace: True

  linear: False
  embedding: False
  optimizers: True

  bitsandbytes: False
  dadaptation: False
  bitnet: False
  fp8: False

dataset:
  speaker_name_getter: "lambda p: f'{p.parts[-3]}_{p.parts[-2]}'"
  speaker_group_getter: "lambda p: f'{p.parts[-3]}'"
  speaker_languages:
    ja: [
      "housamo"
    ]

  use_hdf5: True
  hdf5_flag: r
  
  use_metadata: True
  validate: True

  workers: 1
  cache: True

  duration_range: [3.0, 24.0]

  random_utterance: 1.0
  max_prompts: 1
  prompt_duration_range: [3.0, 3.0]
  
  max_resps: 1
  p_resp_append: 0.25

  sample_type: path # path # speaker
  sample_order: duration
  sample_max_duration_batch: 100

  tasks_list: [ "tts" ] #, "tts-c", "ns", "sr" ]

  training: [
    #"Audiobooks/A Court of Thorns and Roses (1 of 2) [Dramatized Adaptation] A Court of Thorns and Roses 1",
    "Audiobooks/A Court of Thorns and Roses",
    "Audiobooks/A Cowboy and his Daughter A Johnson Brothers Novel",
    "Audiobooks/A Delusion of Satan The Full Story of the Salem Witch Trials",
    "Audiobooks/A Game of Fate",
    "Audiobooks/A Game of Thrones",
    "Audiobooks/A Good Girls Guide to Murder",
    "Audiobooks/A Million Kisses in Your Lifetime",
    "Audiobooks/A Short Time to Stay Here",
    "Audiobooks/A Shot in the Dark",
    "Audiobooks/A Slice of Murder",
    "Audiobooks/A Whimsical Notion",
    "Audiobooks/A Whole Life",
    "Audiobooks/A Yorkshire Carol",
    "Audiobooks/About Grace",
    "Audiobooks/Ace of Shades",
    "Audiobooks/Acid Reflux Diet An Easy Way to Heal and Prevent Gastro-Esophageal Reflux Disease",
    "Audiobooks/Activating Beast Mode After 40 Manifest Victory and Happiness in the 2nd Half of Your Life",
    "Audiobooks/Alien King Crashes the Wedding",
    "Audiobooks/Alkaline Diet for Beginners The Ultimate Guide to Lose Weight, Cleansing Your Body, Fighting Chronic Diseases and Improving Your Lifestyle with the Alkaline Diet",
    "Audiobooks/All The Light We Cannot See",
    "Audiobooks/All The Sacred Things",
    "Audiobooks/Amari and the Night Brothers",
    "Audiobooks/American Sniper The Autobiography of the Most Lethal Sniper in U.S. Military History",
    "Audiobooks/An Ember in the Ashes",
    "Audiobooks/Animal Farm",
    "Audiobooks/Annihilation",
    "Audiobooks/At the Grave of the Unknown Fisherman",
    "Audiobooks/Atlas The Story of Pa Salt",
    "Audiobooks/Attached Are you Anxious, Avoidant or Secure How the science of adult attachment can help you find – and keep – love",
    "Audiobooks/Authority",
    "Audiobooks/Autobiography of Andrew Carnegie",
    "Audiobooks/Autophagy Metabolic and the Intermittent Fasting Get the Full Benefits of the Intermittent Fasting,Burns Body Fats and Weight Loss",
    "Audiobooks/Awaken The Path to Purpose, Inner Peace, and Healing",
    "Audiobooks/Back to the Start",
    "Audiobooks/Backpacker",
    "Audiobooks/Bad Boss",
    "Audiobooks/Bad Habits",
    "Audiobooks/Bathwater Blues",
    "Audiobooks/Because of Miss Bridgerton",
    "Audiobooks/Beyond the Black Stump",
    "Audiobooks/Beyond the Darkest Myth",
    "Audiobooks/Beyond the Team",
    "Audiobooks/Billionaire Romance - Dirty Money",
    "Audiobooks/Birth School Metallica Death, Vol. 1",
    "Audiobooks/Black Dolphin",
    "Audiobooks/Black Star - Season 1",
    "Audiobooks/Black Star No Way Back - Book 3",
    "Audiobooks/Blood Angel Tooth Collector - Book 1",
    "Audiobooks/Blood Bound",
    "Audiobooks/Blowing Up the Airwaves An Adventure on the Radio",
    "Audiobooks/Blue Twilight Sky & Fall Book 2",
    "Audiobooks/Body Language Get Better at Job Interviews, Flirting, and Nonverbal Communication",
    "Audiobooks/Borne",
    "Audiobooks/Bound to Deception",
    "Audiobooks/Brave Talk Building Resilient Relationships in the Face of Conflict",
    "Audiobooks/Breathe Again",
    "Audiobooks/Bridgerton An Offer From a Gentleman",
    "Audiobooks/Bridgerton The Duke and I",
    "Audiobooks/Broken Chains A Paranormal Protector Tale",
    "Audiobooks/Broken The most shocking childhood story ever told. An inspirational author who survived it.",
    "Audiobooks/Brood",
    "Audiobooks/Build a Better Brain The Ultimate Guide to Brain Health, Learn How to Take Care of Your Brain and Nourish It for Peak Performance",
    "Audiobooks/Cappuccinos, Cupcakes, and a Corpse",
    "Audiobooks/Change Us Not God",
    "Audiobooks/CHATGPT BOOK FOR BEGINNERS Getting Started with ChatGPT-4, Make Money Online with AI and Earn Passive Income Now",
    "Audiobooks/Christmas Charms",
    "Audiobooks/Cinema Speculation",
    "Audiobooks/City of Vengeance",
    "Audiobooks/Clean Sweep [Dramatized Adaptation]",
    "Audiobooks/Cloud Cuckoo Land",
    "Audiobooks/Codependency Workbook",
    "Audiobooks/Collided",
    "Audiobooks/Come to Me",
    "Audiobooks/Confessions of A Shopaholic",
    "Audiobooks/Conscious",
    "Audiobooks/Continental Divide",
    "Audiobooks/Corpse Path Cottage",
    "Audiobooks/Couch Potato Chaos Gamebound",
    "Audiobooks/Counterfeit A Novel",
    "Audiobooks/Crave Mechanic Adult Romance - Complete Series",
    "Audiobooks/Criminal Intentions Season One, Episode One The Cardigans",
    "Audiobooks/Crying in H Mart The Number One New York Times Bestseller",
    "Audiobooks/Dantes Inferno",
    "Audiobooks/Dark Horse A Why Choose Paranormal Romance",
    "Audiobooks/Dear Daddy, Please Praise Me",
    "Audiobooks/Death of the Scharnhorst",
    "Audiobooks/Dial A For Aunties",
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    "housamo/hanuman3",
    "housamo/harlot",
    "housamo/harlot3",
    "housamo/hastur",
    "housamo/hekate",
    "housamo/hekate3",
    "housamo/hephaestus",
    "housamo/hephaestus2",
    "housamo/hephaestus3",
    "housamo/hephaestus4",
    "housamo/heracles",
    "housamo/heracles3",
    "housamo/hermes",
    "housamo/hombretigre",
    "housamo/hombretigre3",
    "housamo/horkeukamui",
    "housamo/horkeukamui3",
    "housamo/hotei",
    "housamo/hougen",
    "housamo/hougen3",
    "housamo/ibaraki01",
    "housamo/ibaraki1",
    "housamo/ibaraki2",
    "housamo/ibaraki3",
    "housamo/ibaraki4",
    "housamo/ifrit",
    "housamo/ifrit3",
    "housamo/ikutoshi1",
    "housamo/ikutoshi2",
    "housamo/ikutoshi3",
    "housamo/inaba",
    "housamo/isaac",
    "housamo/israfil",
    "housamo/itzamna",
    "housamo/itzamna3",
    "housamo/ixbalanque",
    "housamo/jacob",
    "housamo/jambavat",
    "housamo/jambavat3",
    "housamo/jinn",
    "housamo/jiraiya",
    "housamo/jiraiya3",
    "housamo/jiraiya4",
    "housamo/jormungandr",
    "housamo/joul",
    "housamo/juugo",
    "housamo/juugo3",
    "housamo/kagutsuchi",
    "housamo/kagutsuchi3",
    "housamo/kalki",
    "housamo/kalki3",
    "housamo/kengo",
    "housamo/kengo2",
    "housamo/kengo3",
    "housamo/kengo4",
    "housamo/kenta",
    "housamo/kenta3",
    "housamo/kijimuna",
    "housamo/kijimuna3",
    "housamo/kimunkamui",
    "housamo/kimunkamui2",
    "housamo/kirito",
    "housamo/korpokkur",
    "housamo/kotaro",
    "housamo/kotarou3",
    "housamo/krampus",
    "housamo/krampus3",
    "housamo/kresnik",
    "housamo/kresnik3",
    "housamo/kuniyoshi",
    "housamo/kuniyoshi3",
    "housamo/kurogane",
    "housamo/kurogane3",
    "housamo/kyuuma",
    "housamo/kyuuma3",
    "housamo/leib",
    "housamo/leib3",
    "housamo/licho",
    "housamo/licho3",
    "housamo/licho4",
    "housamo/licht",
    "housamo/licht3",
    "housamo/loki",
    "housamo/lucifuge",
    "housamo/macroich",
    "housamo/macroich3",
    "housamo/magan",
    "housamo/magan3",
    "housamo/magan4",
    "housamo/mahakala",
    "housamo/makara",
    "housamo/managarmr",
    "housamo/managarmr3",
    "housamo/marchosias",
    "housamo/marduk",
    "housamo/maria",
    "housamo/maria3",
    "housamo/masanori",
    "housamo/matoya",
    "housamo/melusine",
    "housamo/melusine3",
    "housamo/mephistopheles",
    "housamo/mineaki",
    "housamo/moritaka",
    "housamo/moritaka3",
    "housamo/moritaka4",
    "housamo/moritaka5",
    "housamo/motosumi",
    "housamo/motosumi3",
    "housamo/musashi",
    "housamo/nekros",
    "housamo/nekros2",
    "housamo/nobuharu",
    "housamo/nobuharu3",
    "housamo/nobumichi",
    "housamo/nodens",
    "housamo/nomad",
    "housamo/nomad3",
    "housamo/nomad4",
    "housamo/nomad5",
    "housamo/normad",
    "housamo/nyarlathotep",
    "housamo/oguchimagami",
    "housamo/oguchimagami2",
    "housamo/oniwaka",
    "housamo/oniwaka3",
    "housamo/ophion",
    "housamo/ophion1",
    "housamo/ophion2",
    "housamo/orgus",
    "housamo/oscar",
    "housamo/ose",
    "housamo/ose1",
    "housamo/ose2",
    "housamo/ose3",
    "housamo/ose4",
    "housamo/otohime",
    "housamo/oz",
    "housamo/oz2",
    "housamo/oz3",
    "housamo/oz4",
    "housamo/pazuzu",
    "housamo/perun",
    "housamo/player1",
    "housamo/player2",
    "housamo/player21",
    "housamo/player22",
    "housamo/player23",
    "housamo/player24",
    "housamo/player25",
    "housamo/player3",
    "housamo/player4",
    "housamo/player5",
    "housamo/pollux",
    "housamo/pollux3",
    "housamo/qursha",
    "housamo/rave",
    "housamo/riku",
    "housamo/robinson",
    "housamo/robinson3",
    "housamo/ryouta",
    "housamo/ryouta3",
    "housamo/ryouta4",
    "housamo/salomon",
    "housamo/sanatkumara",
    "housamo/sandayu",
    "housamo/sandayu3",
    "housamo/seth",
    "housamo/seth3",
    "housamo/seth4",
    "housamo/shennong",
    "housamo/shennong3",
    "housamo/shennong4",
    "housamo/shino",
    "housamo/shino3",
    "housamo/shinya",
    "housamo/shinya3",
    "housamo/shirou",
    "housamo/shirou3",
    "housamo/shirou4",
    "housamo/shiva",
    "housamo/shiva3",
    "housamo/shuten",
    "housamo/shuten3",
    "housamo/shuuichi",
    "housamo/simurgh",
    "housamo/sitri",
    "housamo/sitri3",
    "housamo/snow",
    "housamo/snow3",
    "housamo/sol",
    "housamo/surtr",
    "housamo/surtr3",
    "housamo/suzuka",
    "housamo/suzuka3",
    "housamo/tadatomo",
    "housamo/tadatomo3",
    "housamo/tadatomo4",
    "housamo/tadikarao",
    "housamo/tadikarao3",
    "housamo/taishakuten",
    "housamo/takemaru",
    "housamo/takemaru3",
    "housamo/takeminakata",
    "housamo/tangaroa",
    "housamo/tangaroa3",
    "housamo/tanngrisnir",
    "housamo/taromaiti",
    "housamo/taurus",
    "housamo/taurus3",
    "housamo/teda3",
    "housamo/temujin",
    "housamo/tetsugyuu",
    "housamo/tetsugyuu3",
    "housamo/tetsuya",
    "housamo/tetsuya3",
    "housamo/tezcatlipoca",
    "housamo/tezcatlipoca3",
    "housamo/tezcatlipoca4",
    "housamo/thehero",
    "housamo/thesmokygod",
    "housamo/thesmokygod3",
    "housamo/thunderbird",
    "housamo/thunderbird3",
    "housamo/tianzun",
    "housamo/tindalos",
    "housamo/tindalos3",
    "housamo/title",
    "housamo/tomte",
    "housamo/touji",
    "housamo/touji3",
    "housamo/touji4",
    "housamo/triton",
    "housamo/tritonshadow",
    "housamo/tsukuyomi",
    "housamo/tsukuyomi3",
    "housamo/tuaring",
    "housamo/tuatgua",
    "housamo/tuatgua3",
    "housamo/tvastar",
    "housamo/typhoeus",
    "housamo/typhon",
    "housamo/typhon3",
    "housamo/ulaanbaatar",
    "housamo/vapula",
    "housamo/volkh",
    "housamo/volos",
    "housamo/volos3",
    "housamo/wakantanka",
    "housamo/wakantanka3",
    "housamo/wakantanka4",
    "housamo/wakantankamugen",
    "housamo/wakantankamugen2",
    "housamo/xolotl",
    "housamo/yamanomusume",
    "housamo/yamasachihiko",
    "housamo/yamasachihiko3",
    "housamo/yasuyori",
    "housamo/yasuyori3",
    "housamo/yoritomo",
    "housamo/yoshito",
    "housamo/yuma",
    "housamo/zabaniya",
    "housamo/zabaniya3",
    "housamo/zaou",
    "housamo/zaou3",
    "housamo/zhurong3",
    "housamo/ziz",
    "housamo/ziz3",
    "KH/Aerith Gainsborough",
    "KH/Aladdin",
    "KH/Alice",
    "KH/Ansem",
    "KH/Ariel",
    "KH/Barrel",
    "KH/Captain Hook",
    "KH/Clayton",
    "KH/Cloud Strife",
    "KH/Daisy Duck",
    "KH/Donald Duck",
    "KH/Dr. Finkelstein",
    "KH/Flotsam",
    "KH/Flounder",
    "KH/Genie",
    "KH/Geppetto",
    "KH/Goofy Goof",
    "KH/Hades",
    "KH/Hercules",
    "KH/Iago",
    "KH/Jack Skellington",
    "KH/Jafar",
    "KH/Jane Porter",
    "KH/Jetsam",
    "KH/Jiminy Cricket",
    "KH/Kairi",
    "KH/KH Beast",
    "KH/King Mickey Mouse",
    "KH/King Triton",
    "KH/Lock",
    "KH/Maleficent",
    "KH/Mayor of Halloween Town",
    "KH/Oogie Boogie",
    "KH/Piglet",
    "KH/Pinocchio",
    "KH/Princess Jasmine",
    "KH/Queen Minnie Mouse",
    "KH/Queen of Hearts",
    "KH/Riku",
    "KH/Sally",
    "KH/Sebastian",
    "KH/Selphie",
    "KH/Shock",
    "KH/Sora",
    "KH/Sora's Mother",
    "KH/Squall Leonhart",
    "KH/Tarzan",
    "KH/Terk",
    "KH/Tidus",
    "KH/Tigger",
    "KH/Ursula",
    "KH/Wakka",
    "KH/Wendy Darling",
    "KH/White Rabbit",
    "KH/Winnie the Pooh",
    "KH/Yuffie Kisaragi",
    "P3/aigis",
    "P3/akihiko",
    "P3/chidori",
    "P3/eiichiro",
    "P3/elizabeth",
    "P3/fuuka",
    "P3/igor",
    "P3/ikutski",
    "P3/jin",
    "P3/junpei",
    "P3/ken",
    "P3/mitsuru",
    "P3/natsuki",
    "P3/pharos",
    "P3/ryuji",
    "P3/shinji",
    "P3/takaya",
    "P3/takeharu",
    "P3/toriumi",
    "P3/yukari",
    "P4/adachi",
    "P4/chie",
    "P4/chie-golden",
    "P4/chihiro",
    "P4/dojima",
    "P4/grandma_rise",
    "P4/hanako",
    "P4/igor",
    "P4/izanami",
    "P4/kanji",
    "P4/kashiwagi",
    "P4/margaret",
    "P4/mitsuo",
    "P4/morooka",
    "P4/namatame",
    "P4/nanako",
    "P4/naoto",
    "P4/rise",
    "P4/saki",
    "P4/teddie",
    "P4/woman",
    "P4/yosuke",
    "P4/yukiko",
    "Portal/announcer",
    "Portal/cave",
    "Portal/glados",
    "Portal/glados-2",
    "Portal/wheatley",
    "PPP/A. K. Yearling",
    "PPP/Ahuizotl",
    "PPP/Amethyst Star",
    "PPP/Apple Bloom",
    "PPP/Applejack",
    "PPP/Babs Seed",
    "PPP/Big Mac",
    "PPP/Braeburn",
    "PPP/Cadance",
    "PPP/Celestia",
    "PPP/Cheerilee",
    "PPP/Chief Thunderhooves",
    "PPP/Chrysalis",
    "PPP/Cloud Chaser",
    "PPP/Cranky",
    "PPP/Daisy",
    "PPP/Diamond Tiara",
    "PPP/Discord",
    "PPP/Donut Joe",
    "PPP/Dr. Fauna",
    "PPP/Fancy Pants",
    "PPP/Filthy Rich",
    "PPP/Flam",
    "PPP/Flim",
    "PPP/Flitter",
    "PPP/Fluttershy",
    "PPP/Garble",
    "PPP/Gilda",
    "PPP/Granny Smith",
    "PPP/Gustave Le Grand",
    "PPP/Hoity Toity",
    "PPP/Iron Will",
    "PPP/Jet Set ",
    "PPP/Jet Set",
    "PPP/Lightning Dust",
    "PPP/Lily Valley",
    "PPP/Little Strongheart",
    "PPP/Luna",
    "PPP/Lyra",
    "PPP/Matilda",
    "PPP/Mayor Mare",
    "PPP/Minuette",
    "PPP/Miss Harshwhinny",
    "PPP/Mr. Cake",
    "PPP/Mrs. Cake",
    "PPP/Mrs.Cake",
    "PPP/Mulia Mild",
    "PPP/Multiple",
    "PPP/Nightmare Moon",
    "PPP/Photo Finish",
    "PPP/Pinkie",
    "PPP/Pipsqueak",
    "PPP/Prince Blueblood",
    "PPP/Rainbow",
    "PPP/Rainbowshine",
    "PPP/Rarity",
    "PPP/Rose",
    "PPP/Sapphire Shores",
    "PPP/Scootaloo",
    "PPP/Shining Armor",
    "PPP/Silver Spoon",
    "PPP/Snails",
    "PPP/Snips",
    "PPP/Soarin",
    "PPP/Sombra",
    "PPP/Spike",
    "PPP/Spitfire",
    "PPP/Steve",
    "PPP/Sweetie Belle",
    "PPP/Thunderlane",
    "PPP/Trixie",
    "PPP/Twilight",
    "PPP/Twinkleshine",
    "PPP/Twist",
    "PPP/Upper Crust",
    "PPP/Zecora",
    "SA2/Amy",
    "SA2/Eggman",
    "SA2/Knuckles",
    "SA2/Omochao",
    "SA2/Rouge",
    "SA2/Shadow",
    "SA2/Sonic",
    "SA2/Tails",
    "Sam and Max/max",
    "Sam and Max/sam",
    "SH2/wav",
    "Stanley Parable/narrator",
    "System Shock/Alice Murdoch",
    "System Shock/Anatoly Korenchkin",
    "System Shock/Angela Loesser",
    "System Shock/Bayliss",
    "System Shock/Constance Sanger",
    "System Shock/Croker",
    "System Shock/Enrique Cortez",
    "System Shock/Erin Bloome",
    "System Shock/Frank Yang",
    "System Shock/Grassi",
    "System Shock/James Watts",
    "System Shock/Janice Polito",
    "System Shock/Juan Curtiz",
    "System Shock/Malick",
    "System Shock/Malone",
    "System Shock/Marc Miller",
    "System Shock/Marie Delacroix",
    "System Shock/Martin",
    "System Shock/McKay",
    "System Shock/Melanie Bronson",
    "System Shock/Myers",
    "System Shock/Norris",
    "System Shock/Prefontaine",
    "System Shock/Rebecca Siddons",
    "System Shock/Rosenberg",
    "System Shock/SHODAN",
    "System Shock/Taz Amanpour",
    "System Shock/The Many",
    "System Shock/Thomas Suarez",
    "System Shock/Trainer",
    "System Shock/Turnbull",
    "System Shock/William Diego",
    "System Shock/Wood",
    "System Shock/Xerxes",
    "System Shock/Yount",
    "TF2/administrator",
    "TF2/demoman",
    "TF2/engineer",
    "TF2/heavy",
    "TF2/medic",
    "TF2/pauling",
    "TF2/scout",
    "TF2/sniper",
    "TF2/soldier",
    "TF2/spy"
  ]
  validation: [
    "Validation/1089",
    "Validation/1188",
    "Validation/121",
    "Validation/1221",
    "Validation/1284",
    "Validation/1320",
    "Validation/1580",
    "Validation/1995",
    "Validation/2300",
    "Validation/237",
    "Validation/260",
    "Validation/2830",
    "Validation/2961",
    "Validation/3570",
    "Validation/3575",
    "Validation/3729",
    "Validation/4077",
    "Validation/4446",
    "Validation/4507",
    "Validation/4970",
    "Validation/4992",
    "Validation/5105",
    "Validation/5142",
    "Validation/5639",
    "Validation/5683",
    "Validation/61",
    "Validation/672",
    "Validation/6829",
    "Validation/6930",
    "Validation/7021",
    "Validation/7127",
    "Validation/7176",
    "Validation/7729",
    "Validation/8224",
    "Validation/8230",
    "Validation/8455",
    "Validation/8463",
    "Validation/8555",
    "Validation/908",
  ]
  noise: [
    "Other/Noise",
  ]