lightsofapollo

Initial upload: 8-bit MLX quantized Nemotron streaming ASR (CC-BY-4.0 derivative of nvidia/nemotron-speech-streaming-en-0.6b)

3b6574b verified 13 days ago

raw

history blame contribute delete

33.7 kB

	{
	"sample_rate": 16000,
	"compute_eval_loss": false,
	"log_prediction": true,
	"rnnt_reduction": "mean_volume",
	"skip_nan_grad": false,
	"model_defaults": {
	"enc_hidden": 1024,
	"pred_hidden": 640,
	"joint_hidden": 640
	},
	"train_ds": {
	"use_lhotse": true,
	"skip_missing_manifest_entries": true,
	"input_cfg": null,
	"tarred_audio_filepaths": null,
	"manifest_filepath": null,
	"sample_rate": 16000,
	"shuffle": true,
	"num_workers": 2,
	"pin_memory": true,
	"max_duration": 40.0,
	"min_duration": 0.1,
	"text_field": "answer",
	"batch_duration": null,
	"use_bucketing": true,
	"max_tps": null,
	"bucket_duration_bins": null,
	"bucket_batch_size": null,
	"num_buckets": null,
	"bucket_buffer_size": null,
	"shuffle_buffer_size": null,
	"augmentor": null
	},
	"validation_ds": {
	"use_lhotse": true,
	"manifest_filepath": "/data/ASR/en/librispeech/test-other.json",
	"sample_rate": 16000,
	"batch_size": 32,
	"shuffle": false,
	"max_duration": 40.0,
	"min_duration": 0.1,
	"num_workers": 2,
	"pin_memory": true,
	"text_field": "answer",
	"tarred_audio_filepaths": null
	},
	"tokenizer": {
	"dir": null,
	"type": "bpe",
	"model_path": "nemo:tokenizer.model",
	"vocab_path": "nemo:vocab.txt",
	"spe_tokenizer_vocab": "nemo:tokenizer.vocab"
	},
	"preprocessor": {
	"_target_": "nemo.collections.asr.modules.AudioToMelSpectrogramPreprocessor",
	"sample_rate": 16000,
	"normalize": "NA",
	"window_size": 0.025,
	"window_stride": 0.01,
	"window": "hann",
	"features": 128,
	"n_fft": 512,
	"log": true,
	"frame_splicing": 1,
	"dither": 1e-05,
	"pad_to": 0,
	"pad_value": 0.0
	},
	"spec_augment": {
	"_target_": "nemo.collections.asr.modules.SpectrogramAugmentation",
	"freq_masks": 2,
	"time_masks": 10,
	"freq_width": 27,
	"time_width": 0.05
	},
	"encoder": {
	"_target_": "nemo.collections.asr.modules.ConformerEncoder",
	"feat_in": 128,
	"feat_out": -1,
	"n_layers": 24,
	"d_model": 1024,
	"use_bias": false,
	"subsampling": "dw_striding",
	"subsampling_factor": 8,
	"subsampling_conv_channels": 256,
	"causal_downsampling": true,
	"reduction": null,
	"reduction_position": null,
	"reduction_factor": 1,
	"ff_expansion_factor": 4,
	"self_attention_model": "rel_pos",
	"n_heads": 8,
	"att_context_size": [
	[
	70,
	13
	],
	[
	70,
	6
	],
	[
	70,
	1
	],
	[
	70,
	0
	]
	],
	"att_context_style": "chunked_limited",
	"xscaling": false,
	"untie_biases": true,
	"pos_emb_max_len": 5000,
	"conv_kernel_size": 9,
	"conv_norm_type": "layer_norm",
	"conv_context_size": "causal",
	"dropout": 0.1,
	"dropout_pre_encoder": 0.1,
	"dropout_emb": 0.0,
	"dropout_att": 0.1,
	"stochastic_depth_drop_prob": 0.0,
	"stochastic_depth_mode": "linear",
	"stochastic_depth_start_layer": 1
	},
	"decoder": {
	"_target_": "nemo.collections.asr.modules.RNNTDecoder",
	"normalization_mode": null,
	"random_state_sampling": false,
	"blank_as_pad": true,
	"prednet": {
	"pred_hidden": 640,
	"pred_rnn_layers": 2,
	"t_max": null,
	"dropout": 0.2
	},
	"vocab_size": 1024
	},
	"joint": {
	"_target_": "nemo.collections.asr.modules.RNNTJoint",
	"log_softmax": null,
	"preserve_memory": false,
	"fuse_loss_wer": true,
	"fused_batch_size": 4,
	"jointnet": {
	"joint_hidden": 640,
	"activation": "relu",
	"dropout": 0.2,
	"encoder_hidden": 1024,
	"pred_hidden": 640
	},
	"num_classes": 1024,
	"vocabulary": [
	"<unk>",
	"\u2581t",
	"\u2581th",
	"\u2581a",
	"in",
	"\u2581the",
	"re",
	"\u2581w",
	"\u2581o",
	"\u2581s",
	"er",
	"at",
	"ou",
	"nd",
	"it",
	"is",
	"\u2581h",
	"\u2581b",
	"on",
	"\u2581c",
	"ing",
	"en",
	"\u2581to",
	"\u2581m",
	"\u2581f",
	"\u2581p",
	"or",
	"an",
	"es",
	"\u2581of",
	"\u2581d",
	"ed",
	"ll",
	"\u2581and",
	"\u2581I",
	"\u2581in",
	"\u2581l",
	"ar",
	"\u2581y",
	"\u2581g",
	"as",
	"\u2581you",
	"om",
	"\u2581n",
	"ic",
	"ve",
	"al",
	"ion",
	"us",
	"\u2581be",
	"ow",
	"le",
	"\u2581wh",
	"\u2581e",
	"ot",
	"ut",
	"\u2581it",
	"\u2581is",
	"\u2581we",
	"\u2581T",
	"\u2581re",
	"et",
	"\u2581A",
	"ent",
	"\u2581on",
	"\u2581ha",
	"ay",
	"\u2581S",
	"ct",
	"\u2581Th",
	"ver",
	"id",
	"ig",
	"im",
	"ro",
	"\u2581for",
	"ly",
	"\u2581he",
	"ke",
	"ld",
	"se",
	"st",
	"ch",
	"\u2581st",
	"all",
	"ce",
	"ur",
	"ith",
	"am",
	"if",
	"ir",
	"\u2581go",
	"\u2581u",
	"\u2581as",
	"\u2581was",
	"ad",
	"\u2581W",
	"\u2581k",
	"\u2581an",
	"ht",
	"th",
	"\u2581r",
	"\u2581are",
	"ere",
	"\u2581se",
	"\u2581do",
	"\u2581B",
	"\u2581so",
	"\u2581sh",
	"\u2581not",
	"\u2581li",
	"od",
	"\u2581C",
	"ust",
	"ill",
	"ight",
	"ally",
	"\u2581And",
	"ter",
	"\u2581or",
	"\u2581me",
	"\u2581M",
	"ome",
	"op",
	"\u2581at",
	"il",
	"\u2581The",
	"ould",
	"\u2581j",
	"ant",
	"\u2581So",
	"\u2581H",
	"ol",
	"ain",
	"\u2581can",
	"\u2581de",
	"\u2581ne",
	"ore",
	"\u2581con",
	"\u2581kn",
	"ck",
	"ul",
	"\u2581fr",
	"\u2581ab",
	"ers",
	"ess",
	"ge",
	"\u2581pro",
	"pe",
	"ate",
	"\u2581su",
	"\u2581com",
	"\u2581but",
	"\u2581all",
	"est",
	"qu",
	"\u2581ex",
	"\u2581al",
	"ra",
	"\u2581O",
	"out",
	"use",
	"very",
	"pp",
	"\u2581Y",
	"\u2581ch",
	"ri",
	"ist",
	"\u2581v",
	"\u2581lo",
	"ment",
	"art",
	"\u2581P",
	"nt",
	"ab",
	"\u2581one",
	"\u2581N",
	"ive",
	"\u2581wor",
	"ions",
	"ort",
	"\u2581L",
	"\u2581by",
	"ich",
	"\u2581my",
	"ity",
	"ok",
	"\u2581G",
	"res",
	"\u2581up",
	"un",
	"um",
	"ea",
	"ind",
	"and",
	"ink",
	"el",
	"\u2581D",
	"em",
	"\u2581E",
	"os",
	"oug",
	"\u2581if",
	"ca",
	"\u2581out",
	"\u2581int",
	"ie",
	"\u2581F",
	"\u2581It",
	"\u2581his",
	"ard",
	"\u2581had",
	"\u2581tr",
	"her",
	"our",
	"ies",
	"ake",
	"\u2581R",
	"\u2581We",
	"\u2581get",
	"\u2581don",
	"\u2581us",
	"ak",
	"\u2581pl",
	"ect",
	"ure",
	"ame",
	"ast",
	"\u2581who",
	"ack",
	"\u2581le",
	"\u2581sa",
	"iv",
	"ci",
	"ide",
	"\u2581tim",
	"\u2581our",
	"ound",
	"ous",
	"\u2581co",
	"\u2581pe",
	"ose",
	"ud",
	"\u2581see",
	"ough",
	"\u2581man",
	"\u2581qu",
	"\u2581You",
	"so",
	"ople",
	"\u2581Wh",
	"ong",
	"ap",
	"ther",
	"\u2581J",
	"are",
	"ine",
	"\u2581say",
	"\u2581im",
	"\u2581But",
	"ings",
	"\u2581has",
	"\u2581ag",
	"ff",
	"\u2581her",
	"itt",
	"one",
	"\u2581en",
	"\u2581ar",
	"\u2581fe",
	"ven",
	"\u2581any",
	"\u2581mo",
	"reat",
	"ag",
	"\u2581how",
	"\u2581cl",
	"pt",
	"\u2581now",
	"own",
	"ber",
	"\u2581him",
	"\u2581act",
	"hing",
	"ice",
	"\u2581no",
	"ans",
	"iz",
	"\u2581fa",
	"per",
	"pl",
	"\u2581te",
	"\u2581ad",
	"age",
	"ree",
	"\u2581tw",
	"ank",
	"\u2581He",
	"ple",
	"ite",
	"ry",
	"\u2581U",
	"ish",
	"ire",
	"ue",
	"\u2581In",
	"\u2581she",
	"ble",
	"cc",
	"nder",
	"\u2581way",
	"\u2581pr",
	"ear",
	"\u2581did",
	"\u2581po",
	"eah",
	"\u2581un",
	"omet",
	"ence",
	"ep",
	"uch",
	"\u2581sp",
	"ach",
	"og",
	"ance",
	"able",
	"iff",
	"sel",
	"\u2581got",
	"way",
	"\u2581gr",
	"alk",
	"\u2581res",
	"ated",
	"irst",
	"ick",
	"ass",
	"\u2581two",
	"\u2581dis",
	"ord",
	"\u2581pre",
	"ount",
	"ase",
	"ip",
	"ult",
	"ical",
	"orm",
	"ary",
	"ace",
	"\u2581spe",
	"\u2581Ch",
	"\u2581thr",
	"\u2581imp",
	"int",
	"\u2581am",
	"\u2581off",
	"act",
	"ia",
	"\u2581ro",
	"ress",
	"\u2581per",
	"\u2581fo",
	"\u2581br",
	"\u2581K",
	"vel",
	"\u2581gu",
	"\u2581bo",
	"ang",
	"kay",
	"ub",
	"ign",
	"\u2581may",
	"ving",
	"ces",
	"ens",
	"cl",
	"\u2581lot",
	"ru",
	"ade",
	"\u2581bet",
	"\u2581bl",
	"\u2581let",
	"fore",
	"co",
	"ild",
	"ning",
	"xt",
	"ile",
	"ark",
	"self",
	"\u2581app",
	"ory",
	"du",
	"\u2581day",
	"\u2581St",
	"ater",
	"\u2581use",
	"ys",
	"fter",
	"\u2581new",
	"ious",
	"ial",
	"he",
	"wn",
	"ved",
	"red",
	"\u2581fl",
	"iss",
	"ody",
	"form",
	"ian",
	"tain",
	"\u2581bu",
	"\u2581V",
	"\u2581rec",
	"ty",
	"be",
	"\u2581sc",
	"ors",
	"vers",
	"\u2581put",
	"ife",
	"\u2581If",
	"we",
	"te",
	"ject",
	"ath",
	"ting",
	"\u2581rem",
	"\u2581acc",
	"ull",
	"ons",
	"\u2581ind",
	"\u2581ser",
	"\u2581ke",
	"ates",
	"ves",
	"na",
	"lic",
	"\u2581des",
	"\u2581its",
	"ful",
	"ents",
	"erm",
	"ac",
	"ered",
	"ise",
	"\u2581sy",
	"urn",
	"\u2581em",
	"oth",
	"ual",
	"ne",
	"ward",
	"ib",
	"\u2581try",
	"\u2581pos",
	"nds",
	"ft",
	"get",
	"ph",
	"\u2581ob",
	"ady",
	"igh",
	"ood",
	"\u2581rel",
	"\u2581wr",
	"ug",
	"ears",
	"ail",
	"\u2581Now",
	"\u2581bit",
	"ng",
	"\u2581Oh",
	"\u2581hel",
	"ange",
	"\u2581reg",
	"\u2581rep",
	"\u2581bel",
	"\u2581sm",
	"ost",
	"tern",
	"gr",
	"\u2581own",
	"\u2581end",
	"pect",
	"ily",
	"day",
	"ied",
	"ific",
	"ower",
	"\u2581add",
	"cess",
	"ict",
	"ible",
	"\u2581bas",
	"\u2581i",
	"\u2581op",
	"cial",
	"ular",
	"\u2581Be",
	"ced",
	"\u2581too",
	"ks",
	"ew",
	"mer",
	"\u2581ph",
	"ob",
	"==",
	"\u2581la",
	"\u2581set",
	"\u2581min",
	"\u2581sub",
	"\u2581gen",
	"atch",
	"..",
	"\u2581inv",
	"\u2581As",
	"\u2581nat",
	"\u2581sl",
	"\u2581num",
	"av",
	"ways",
	"\u2581God",
	"stem",
	"\u2581ac",
	"\u2581att",
	"\u2581ev",
	"\u2581def",
	"llow",
	"\u2581str",
	"lect",
	"ars",
	"\u2581cr",
	"\u2581Is",
	"olog",
	"les",
	"oy",
	"\u2581ask",
	"\u2581inc",
	"body",
	"\u2581ent",
	"\u2581pol",
	"ness",
	"ix",
	"\u2581why",
	"onna",
	"\u2581ear",
	"\u2581tak",
	"\u2581Un",
	"ited",
	"mun",
	"li",
	"ute",
	"ract",
	"\u2581dec",
	"uro",
	"\u2581mak",
	"\u2581fin",
	"ween",
	"\u2581No",
	"arch",
	"\u2581bec",
	"gan",
	"old",
	"cy",
	"\u2581big",
	"\u2581For",
	"ren",
	"als",
	"und",
	"\u2581Al",
	"\u2581All",
	"ss",
	"ows",
	"\u2581mod",
	"ock",
	"\u2581id",
	"ism",
	"cus",
	"\u2581gl",
	"ably",
	"\u2581ass",
	"\u2581car",
	"ata",
	"ppen",
	"led",
	"\u2581sim",
	"\u2581mon",
	"ics",
	"\u2581giv",
	"cept",
	"\u2581Mr",
	"pan",
	"\u2581pub",
	"\u2581eff",
	"\u2581How",
	"ps",
	"vern",
	"end",
	"hip",
	"iew",
	"ope",
	"\u2581An",
	"\u2581She",
	"\u2581Com",
	"ee",
	"ures",
	"ell",
	"ouse",
	"cond",
	"king",
	"oc",
	"ues",
	"ever",
	"\u2581To",
	"clud",
	"\u2581ins",
	"\u2581exp",
	"\u2581old",
	"\u2581mem",
	"\u2581ref",
	"\u2581tra",
	"\u2581far",
	"ave",
	"rat",
	"\u2581sur",
	"ruct",
	"rib",
	"duct",
	"uff",
	"\u2581met",
	"\u2581sch",
	"ince",
	"\u2581run",
	"ense",
	"\u2581cle",
	"\u2581==",
	"mon",
	"ize",
	"\u2581ord",
	"blem",
	"tin",
	"\u2581Let",
	"ner",
	"ond",
	"its",
	"\u2581cor",
	"land",
	"\u2581cur",
	"\u2581Re",
	"\u2581bus",
	"\u2581uh",
	"air",
	"ote",
	"ants",
	"ason",
	"ric",
	"\u2581el",
	"\u2581cer",
	"nce",
	"\u2581fam",
	"\u2581cap",
	"uck",
	"ool",
	"ried",
	"\u2581cou",
	"\u2581fun",
	"\u2581wom",
	"\u2581hum",
	"\u2581ty",
	"\u2581ap",
	"ike",
	"\u2581few",
	"oney",
	"\u2581inf",
	"ont",
	"ese",
	"ook",
	"gy",
	"uth",
	"ulat",
	"ieve",
	"ized",
	"ross",
	"\u2581ple",
	"\u2581um",
	"\u2581val",
	"\u2581equ",
	"\u2581lea",
	"\u2581lar",
	"ah",
	"eral",
	"\u2581ed",
	"ared",
	"lish",
	"arn",
	"ds",
	"esn",
	"\u2581iss",
	"\u2581ca",
	"ted",
	"ices",
	"\u2581wee",
	"ash",
	"\u2581top",
	"ten",
	"up",
	"ts",
	"gin",
	"con",
	"ari",
	"\u2581opp",
	"osed",
	"\u2581eas",
	"\u2581ext",
	"gg",
	"az",
	"\u2581Fr",
	"ideo",
	"izat",
	"\u2581men",
	"\u2581mom",
	"\u2581ret",
	"tty",
	"rist",
	"\u2581gra",
	"alth",
	"ef",
	"\u2581det",
	"ax",
	"\u2581mat",
	"chn",
	"ern",
	"peri",
	"\u2581bre",
	"\u2581Sh",
	"sw",
	"erat",
	"\u2581sit",
	"ters",
	"ale",
	"man",
	"\u2581sol",
	"ork",
	"\u2581adv",
	"ety",
	"\u2581vis",
	"\u2581med",
	"uc",
	"less",
	"\u2581unt",
	"gram",
	"ets",
	"ists",
	"\u2581ey",
	"\u2581col",
	"imes",
	"\u2581law",
	"\u2581pri",
	"sid",
	"\u2581On",
	"\u2581mot",
	"ield",
	"\u2581Do",
	"\u2581At",
	"ages",
	"amp",
	"\u2581art",
	"miss",
	"\u2581sk",
	"alf",
	"pr",
	"ier",
	"\u2581beh",
	"\u2581Yes",
	"ural",
	"ime",
	"\u2581wa",
	"oks",
	"bers",
	"ger",
	"ient",
	"ries",
	"...",
	"\u2581che",
	"\u2581Br",
	"ird",
	"\u2581Ar",
	"\u2581war",
	"inat",
	"\u2581My",
	"ital",
	"wh",
	"med",
	"\u2581pur",
	"ully",
	"\u2581One",
	"\u2581rat",
	"ines",
	"\u2581Of",
	"io",
	"\u2581loc",
	"ret",
	"ctor",
	"\u2581leg",
	"stit",
	"ined",
	"ught",
	"\u2581dur",
	"\u2581es",
	"vent",
	"aj",
	"\u2581bro",
	"\u2581saw",
	"\u2581sec",
	"ream",
	"\u2581pop",
	"reen",
	"\u2581Ind",
	"els",
	"\u2581yet",
	"ired",
	"\u2581sw",
	"tro",
	"oup",
	"most",
	"pean",
	"eds",
	"ush",
	"oh",
	"\u2581Se",
	"\u2581tea",
	"ann",
	"ilit",
	"err",
	"pend",
	"ton",
	"ased",
	"\u2581aff",
	"\u2581mor",
	"\u2581dra",
	"put",
	"\u2581dr",
	"ins",
	"uat",
	"nect",
	"cri",
	"outh",
	"\u2581ra",
	"\u2581pay",
	"ms",
	"\u2581av",
	"bs",
	"ling",
	"\u2581De",
	"\u2581Or",
	"ove",
	"\u2581Can",
	"\u2581eng",
	"ames",
	"ided",
	"\u2581Go",
	"mitt",
	"ode",
	"\u2581cre",
	"par",
	"ides",
	"pos",
	"\u2581fav",
	"\u2581air",
	"\u2581New",
	"\u2581bad",
	"\u2581six",
	"vat",
	"\u2581pat",
	"not",
	"\u2581di",
	"rop",
	"ral",
	"orn",
	"\u2581par",
	"cing",
	"\u2581aw",
	"orts",
	"ox",
	"\u2581yes",
	"cuss",
	"eng",
	"ives",
	"erms",
	"\u2581job",
	"mand",
	"ying",
	"\u2581occ",
	"aps",
	"ases",
	"\u2581Not",
	"rent",
	"ency",
	"att",
	"ised",
	"vice",
	"\u2581Eng",
	"\u2581est",
	"oked",
	"\u2581Q",
	"iron",
	"idd",
	"me",
	"unch",
	"ane",
	"\u2581z",
	"br",
	"arts",
	"\u2581fat",
	"ery",
	"anks",
	"\u2581jo",
	"\u2581mar",
	"aw",
	"ott",
	"ards",
	"\u2581oh",
	"ians",
	"\u2581sci",
	"row",
	"unt",
	"ury",
	"\u2581abs",
	"ergy",
	"\u2581Z",
	"ump",
	"\u2581Am",
	"ened",
	"angu",
	"\u2581Pro",
	"icat",
	"itch",
	"\u2581dri",
	"iat",
	"\u2581",
	"e",
	"t",
	"o",
	"a",
	"n",
	"i",
	"s",
	"r",
	"h",
	"l",
	"d",
	"u",
	"c",
	"m",
	"y",
	"g",
	"w",
	"f",
	"p",
	",",
	".",
	"b",
	"v",
	"k",
	"'",
	"I",
	"T",
	"A",
	"S",
	"x",
	"W",
	"j",
	"C",
	"B",
	"M",
	"?",
	"H",
	"O",
	"0",
	"P",
	"q",
	"Y",
	"N",
	"L",
	"D",
	"1",
	"E",
	"G",
	"z",
	"F",
	"R",
	"-",
	"2",
	"J",
	"U",
	"9",
	"K",
	"5",
	"3",
	"V",
	"=",
	"4",
	"8",
	"6",
	"7",
	"!",
	"%",
	":",
	"Q",
	"Z",
	"$",
	"X",
	"\"",
	"&",
	"*",
	"/",
	"\u00a3",
	"+",
	"\u20ac",
	"_",
	"^",
	"\u00a5"
	]
	},
	"decoding": {
	"strategy": "greedy_batch",
	"greedy": {
	"max_symbols": 10
	},
	"beam": {
	"beam_size": 2,
	"return_best_hypothesis": false,
	"score_norm": true,
	"tsd_max_sym_exp": 50,
	"alsd_max_target_len": 2.0
	}
	},
	"aux_ctc": {
	"ctc_loss_weight": 0.3,
	"use_cer": false,
	"ctc_reduction": "mean_batch",
	"decoder": {
	"_target_": "nemo.collections.asr.modules.ConvASRDecoder",
	"feat_in": null,
	"num_classes": -1,
	"vocabulary": []
	},
	"decoding": {
	"strategy": "greedy"
	}
	},
	"interctc": {
	"loss_weights": [],
	"apply_at_layers": []
	},
	"loss": {
	"loss_name": "default",
	"warprnnt_numba_kwargs": {
	"fastemit_lambda": 0.005,
	"clamp": -1.0
	}
	},
	"optim": {
	"name": "adamw",
	"lr": 3.0,
	"betas": [
	0.9,
	0.98
	],
	"weight_decay": 0.001,
	"sched": {
	"name": "NoamAnnealing",
	"d_model": 1024,
	"warmup_steps": 8000,
	"warmup_ratio": null,
	"min_lr": 1e-06
	}
	},
	"labels": [
	"<unk>",
	"\u2581t",
	"\u2581th",
	"\u2581a",
	"in",
	"\u2581the",
	"re",
	"\u2581w",
	"\u2581o",
	"\u2581s",
	"er",
	"at",
	"ou",
	"nd",
	"it",
	"is",
	"\u2581h",
	"\u2581b",
	"on",
	"\u2581c",
	"ing",
	"en",
	"\u2581to",
	"\u2581m",
	"\u2581f",
	"\u2581p",
	"or",
	"an",
	"es",
	"\u2581of",
	"\u2581d",
	"ed",
	"ll",
	"\u2581and",
	"\u2581I",
	"\u2581in",
	"\u2581l",
	"ar",
	"\u2581y",
	"\u2581g",
	"as",
	"\u2581you",
	"om",
	"\u2581n",
	"ic",
	"ve",
	"al",
	"ion",
	"us",
	"\u2581be",
	"ow",
	"le",
	"\u2581wh",
	"\u2581e",
	"ot",
	"ut",
	"\u2581it",
	"\u2581is",
	"\u2581we",
	"\u2581T",
	"\u2581re",
	"et",
	"\u2581A",
	"ent",
	"\u2581on",
	"\u2581ha",
	"ay",
	"\u2581S",
	"ct",
	"\u2581Th",
	"ver",
	"id",
	"ig",
	"im",
	"ro",
	"\u2581for",
	"ly",
	"\u2581he",
	"ke",
	"ld",
	"se",
	"st",
	"ch",
	"\u2581st",
	"all",
	"ce",
	"ur",
	"ith",
	"am",
	"if",
	"ir",
	"\u2581go",
	"\u2581u",
	"\u2581as",
	"\u2581was",
	"ad",
	"\u2581W",
	"\u2581k",
	"\u2581an",
	"ht",
	"th",
	"\u2581r",
	"\u2581are",
	"ere",
	"\u2581se",
	"\u2581do",
	"\u2581B",
	"\u2581so",
	"\u2581sh",
	"\u2581not",
	"\u2581li",
	"od",
	"\u2581C",
	"ust",
	"ill",
	"ight",
	"ally",
	"\u2581And",
	"ter",
	"\u2581or",
	"\u2581me",
	"\u2581M",
	"ome",
	"op",
	"\u2581at",
	"il",
	"\u2581The",
	"ould",
	"\u2581j",
	"ant",
	"\u2581So",
	"\u2581H",
	"ol",
	"ain",
	"\u2581can",
	"\u2581de",
	"\u2581ne",
	"ore",
	"\u2581con",
	"\u2581kn",
	"ck",
	"ul",
	"\u2581fr",
	"\u2581ab",
	"ers",
	"ess",
	"ge",
	"\u2581pro",
	"pe",
	"ate",
	"\u2581su",
	"\u2581com",
	"\u2581but",
	"\u2581all",
	"est",
	"qu",
	"\u2581ex",
	"\u2581al",
	"ra",
	"\u2581O",
	"out",
	"use",
	"very",
	"pp",
	"\u2581Y",
	"\u2581ch",
	"ri",
	"ist",
	"\u2581v",
	"\u2581lo",
	"ment",
	"art",
	"\u2581P",
	"nt",
	"ab",
	"\u2581one",
	"\u2581N",
	"ive",
	"\u2581wor",
	"ions",
	"ort",
	"\u2581L",
	"\u2581by",
	"ich",
	"\u2581my",
	"ity",
	"ok",
	"\u2581G",
	"res",
	"\u2581up",
	"un",
	"um",
	"ea",
	"ind",
	"and",
	"ink",
	"el",
	"\u2581D",
	"em",
	"\u2581E",
	"os",
	"oug",
	"\u2581if",
	"ca",
	"\u2581out",
	"\u2581int",
	"ie",
	"\u2581F",
	"\u2581It",
	"\u2581his",
	"ard",
	"\u2581had",
	"\u2581tr",
	"her",
	"our",
	"ies",
	"ake",
	"\u2581R",
	"\u2581We",
	"\u2581get",
	"\u2581don",
	"\u2581us",
	"ak",
	"\u2581pl",
	"ect",
	"ure",
	"ame",
	"ast",
	"\u2581who",
	"ack",
	"\u2581le",
	"\u2581sa",
	"iv",
	"ci",
	"ide",
	"\u2581tim",
	"\u2581our",
	"ound",
	"ous",
	"\u2581co",
	"\u2581pe",
	"ose",
	"ud",
	"\u2581see",
	"ough",
	"\u2581man",
	"\u2581qu",
	"\u2581You",
	"so",
	"ople",
	"\u2581Wh",
	"ong",
	"ap",
	"ther",
	"\u2581J",
	"are",
	"ine",
	"\u2581say",
	"\u2581im",
	"\u2581But",
	"ings",
	"\u2581has",
	"\u2581ag",
	"ff",
	"\u2581her",
	"itt",
	"one",
	"\u2581en",
	"\u2581ar",
	"\u2581fe",
	"ven",
	"\u2581any",
	"\u2581mo",
	"reat",
	"ag",
	"\u2581how",
	"\u2581cl",
	"pt",
	"\u2581now",
	"own",
	"ber",
	"\u2581him",
	"\u2581act",
	"hing",
	"ice",
	"\u2581no",
	"ans",
	"iz",
	"\u2581fa",
	"per",
	"pl",
	"\u2581te",
	"\u2581ad",
	"age",
	"ree",
	"\u2581tw",
	"ank",
	"\u2581He",
	"ple",
	"ite",
	"ry",
	"\u2581U",
	"ish",
	"ire",
	"ue",
	"\u2581In",
	"\u2581she",
	"ble",
	"cc",
	"nder",
	"\u2581way",
	"\u2581pr",
	"ear",
	"\u2581did",
	"\u2581po",
	"eah",
	"\u2581un",
	"omet",
	"ence",
	"ep",
	"uch",
	"\u2581sp",
	"ach",
	"og",
	"ance",
	"able",
	"iff",
	"sel",
	"\u2581got",
	"way",
	"\u2581gr",
	"alk",
	"\u2581res",
	"ated",
	"irst",
	"ick",
	"ass",
	"\u2581two",
	"\u2581dis",
	"ord",
	"\u2581pre",
	"ount",
	"ase",
	"ip",
	"ult",
	"ical",
	"orm",
	"ary",
	"ace",
	"\u2581spe",
	"\u2581Ch",
	"\u2581thr",
	"\u2581imp",
	"int",
	"\u2581am",
	"\u2581off",
	"act",
	"ia",
	"\u2581ro",
	"ress",
	"\u2581per",
	"\u2581fo",
	"\u2581br",
	"\u2581K",
	"vel",
	"\u2581gu",
	"\u2581bo",
	"ang",
	"kay",
	"ub",
	"ign",
	"\u2581may",
	"ving",
	"ces",
	"ens",
	"cl",
	"\u2581lot",
	"ru",
	"ade",
	"\u2581bet",
	"\u2581bl",
	"\u2581let",
	"fore",
	"co",
	"ild",
	"ning",
	"xt",
	"ile",
	"ark",
	"self",
	"\u2581app",
	"ory",
	"du",
	"\u2581day",
	"\u2581St",
	"ater",
	"\u2581use",
	"ys",
	"fter",
	"\u2581new",
	"ious",
	"ial",
	"he",
	"wn",
	"ved",
	"red",
	"\u2581fl",
	"iss",
	"ody",
	"form",
	"ian",
	"tain",
	"\u2581bu",
	"\u2581V",
	"\u2581rec",
	"ty",
	"be",
	"\u2581sc",
	"ors",
	"vers",
	"\u2581put",
	"ife",
	"\u2581If",
	"we",
	"te",
	"ject",
	"ath",
	"ting",
	"\u2581rem",
	"\u2581acc",
	"ull",
	"ons",
	"\u2581ind",
	"\u2581ser",
	"\u2581ke",
	"ates",
	"ves",
	"na",
	"lic",
	"\u2581des",
	"\u2581its",
	"ful",
	"ents",
	"erm",
	"ac",
	"ered",
	"ise",
	"\u2581sy",
	"urn",
	"\u2581em",
	"oth",
	"ual",
	"ne",
	"ward",
	"ib",
	"\u2581try",
	"\u2581pos",
	"nds",
	"ft",
	"get",
	"ph",
	"\u2581ob",
	"ady",
	"igh",
	"ood",
	"\u2581rel",
	"\u2581wr",
	"ug",
	"ears",
	"ail",
	"\u2581Now",
	"\u2581bit",
	"ng",
	"\u2581Oh",
	"\u2581hel",
	"ange",
	"\u2581reg",
	"\u2581rep",
	"\u2581bel",
	"\u2581sm",
	"ost",
	"tern",
	"gr",
	"\u2581own",
	"\u2581end",
	"pect",
	"ily",
	"day",
	"ied",
	"ific",
	"ower",
	"\u2581add",
	"cess",
	"ict",
	"ible",
	"\u2581bas",
	"\u2581i",
	"\u2581op",
	"cial",
	"ular",
	"\u2581Be",
	"ced",
	"\u2581too",
	"ks",
	"ew",
	"mer",
	"\u2581ph",
	"ob",
	"==",
	"\u2581la",
	"\u2581set",
	"\u2581min",
	"\u2581sub",
	"\u2581gen",
	"atch",
	"..",
	"\u2581inv",
	"\u2581As",
	"\u2581nat",
	"\u2581sl",
	"\u2581num",
	"av",
	"ways",
	"\u2581God",
	"stem",
	"\u2581ac",
	"\u2581att",
	"\u2581ev",
	"\u2581def",
	"llow",
	"\u2581str",
	"lect",
	"ars",
	"\u2581cr",
	"\u2581Is",
	"olog",
	"les",
	"oy",
	"\u2581ask",
	"\u2581inc",
	"body",
	"\u2581ent",
	"\u2581pol",
	"ness",
	"ix",
	"\u2581why",
	"onna",
	"\u2581ear",
	"\u2581tak",
	"\u2581Un",
	"ited",
	"mun",
	"li",
	"ute",
	"ract",
	"\u2581dec",
	"uro",
	"\u2581mak",
	"\u2581fin",
	"ween",
	"\u2581No",
	"arch",
	"\u2581bec",
	"gan",
	"old",
	"cy",
	"\u2581big",
	"\u2581For",
	"ren",
	"als",
	"und",
	"\u2581Al",
	"\u2581All",
	"ss",
	"ows",
	"\u2581mod",
	"ock",
	"\u2581id",
	"ism",
	"cus",
	"\u2581gl",
	"ably",
	"\u2581ass",
	"\u2581car",
	"ata",
	"ppen",
	"led",
	"\u2581sim",
	"\u2581mon",
	"ics",
	"\u2581giv",
	"cept",
	"\u2581Mr",
	"pan",
	"\u2581pub",
	"\u2581eff",
	"\u2581How",
	"ps",
	"vern",
	"end",
	"hip",
	"iew",
	"ope",
	"\u2581An",
	"\u2581She",
	"\u2581Com",
	"ee",
	"ures",
	"ell",
	"ouse",
	"cond",
	"king",
	"oc",
	"ues",
	"ever",
	"\u2581To",
	"clud",
	"\u2581ins",
	"\u2581exp",
	"\u2581old",
	"\u2581mem",
	"\u2581ref",
	"\u2581tra",
	"\u2581far",
	"ave",
	"rat",
	"\u2581sur",
	"ruct",
	"rib",
	"duct",
	"uff",
	"\u2581met",
	"\u2581sch",
	"ince",
	"\u2581run",
	"ense",
	"\u2581cle",
	"\u2581==",
	"mon",
	"ize",
	"\u2581ord",
	"blem",
	"tin",
	"\u2581Let",
	"ner",
	"ond",
	"its",
	"\u2581cor",
	"land",
	"\u2581cur",
	"\u2581Re",
	"\u2581bus",
	"\u2581uh",
	"air",
	"ote",
	"ants",
	"ason",
	"ric",
	"\u2581el",
	"\u2581cer",
	"nce",
	"\u2581fam",
	"\u2581cap",
	"uck",
	"ool",
	"ried",
	"\u2581cou",
	"\u2581fun",
	"\u2581wom",
	"\u2581hum",
	"\u2581ty",
	"\u2581ap",
	"ike",
	"\u2581few",
	"oney",
	"\u2581inf",
	"ont",
	"ese",
	"ook",
	"gy",
	"uth",
	"ulat",
	"ieve",
	"ized",
	"ross",
	"\u2581ple",
	"\u2581um",
	"\u2581val",
	"\u2581equ",
	"\u2581lea",
	"\u2581lar",
	"ah",
	"eral",
	"\u2581ed",
	"ared",
	"lish",
	"arn",
	"ds",
	"esn",
	"\u2581iss",
	"\u2581ca",
	"ted",
	"ices",
	"\u2581wee",
	"ash",
	"\u2581top",
	"ten",
	"up",
	"ts",
	"gin",
	"con",
	"ari",
	"\u2581opp",
	"osed",
	"\u2581eas",
	"\u2581ext",
	"gg",
	"az",
	"\u2581Fr",
	"ideo",
	"izat",
	"\u2581men",
	"\u2581mom",
	"\u2581ret",
	"tty",
	"rist",
	"\u2581gra",
	"alth",
	"ef",
	"\u2581det",
	"ax",
	"\u2581mat",
	"chn",
	"ern",
	"peri",
	"\u2581bre",
	"\u2581Sh",
	"sw",
	"erat",
	"\u2581sit",
	"ters",
	"ale",
	"man",
	"\u2581sol",
	"ork",
	"\u2581adv",
	"ety",
	"\u2581vis",
	"\u2581med",
	"uc",
	"less",
	"\u2581unt",
	"gram",
	"ets",
	"ists",
	"\u2581ey",
	"\u2581col",
	"imes",
	"\u2581law",
	"\u2581pri",
	"sid",
	"\u2581On",
	"\u2581mot",
	"ield",
	"\u2581Do",
	"\u2581At",
	"ages",
	"amp",
	"\u2581art",
	"miss",
	"\u2581sk",
	"alf",
	"pr",
	"ier",
	"\u2581beh",
	"\u2581Yes",
	"ural",
	"ime",
	"\u2581wa",
	"oks",
	"bers",
	"ger",
	"ient",
	"ries",
	"...",
	"\u2581che",
	"\u2581Br",
	"ird",
	"\u2581Ar",
	"\u2581war",
	"inat",
	"\u2581My",
	"ital",
	"wh",
	"med",
	"\u2581pur",
	"ully",
	"\u2581One",
	"\u2581rat",
	"ines",
	"\u2581Of",
	"io",
	"\u2581loc",
	"ret",
	"ctor",
	"\u2581leg",
	"stit",
	"ined",
	"ught",
	"\u2581dur",
	"\u2581es",
	"vent",
	"aj",
	"\u2581bro",
	"\u2581saw",
	"\u2581sec",
	"ream",
	"\u2581pop",
	"reen",
	"\u2581Ind",
	"els",
	"\u2581yet",
	"ired",
	"\u2581sw",
	"tro",
	"oup",
	"most",
	"pean",
	"eds",
	"ush",
	"oh",
	"\u2581Se",
	"\u2581tea",
	"ann",
	"ilit",
	"err",
	"pend",
	"ton",
	"ased",
	"\u2581aff",
	"\u2581mor",
	"\u2581dra",
	"put",
	"\u2581dr",
	"ins",
	"uat",
	"nect",
	"cri",
	"outh",
	"\u2581ra",
	"\u2581pay",
	"ms",
	"\u2581av",
	"bs",
	"ling",
	"\u2581De",
	"\u2581Or",
	"ove",
	"\u2581Can",
	"\u2581eng",
	"ames",
	"ided",
	"\u2581Go",
	"mitt",
	"ode",
	"\u2581cre",
	"par",
	"ides",
	"pos",
	"\u2581fav",
	"\u2581air",
	"\u2581New",
	"\u2581bad",
	"\u2581six",
	"vat",
	"\u2581pat",
	"not",
	"\u2581di",
	"rop",
	"ral",
	"orn",
	"\u2581par",
	"cing",
	"\u2581aw",
	"orts",
	"ox",
	"\u2581yes",
	"cuss",
	"eng",
	"ives",
	"erms",
	"\u2581job",
	"mand",
	"ying",
	"\u2581occ",
	"aps",
	"ases",
	"\u2581Not",
	"rent",
	"ency",
	"att",
	"ised",
	"vice",
	"\u2581Eng",
	"\u2581est",
	"oked",
	"\u2581Q",
	"iron",
	"idd",
	"me",
	"unch",
	"ane",
	"\u2581z",
	"br",
	"arts",
	"\u2581fat",
	"ery",
	"anks",
	"\u2581jo",
	"\u2581mar",
	"aw",
	"ott",
	"ards",
	"\u2581oh",
	"ians",
	"\u2581sci",
	"row",
	"unt",
	"ury",
	"\u2581abs",
	"ergy",
	"\u2581Z",
	"ump",
	"\u2581Am",
	"ened",
	"angu",
	"\u2581Pro",
	"icat",
	"itch",
	"\u2581dri",
	"iat",
	"\u2581",
	"e",
	"t",
	"o",
	"a",
	"n",
	"i",
	"s",
	"r",
	"h",
	"l",
	"d",
	"u",
	"c",
	"m",
	"y",
	"g",
	"w",
	"f",
	"p",
	",",
	".",
	"b",
	"v",
	"k",
	"'",
	"I",
	"T",
	"A",
	"S",
	"x",
	"W",
	"j",
	"C",
	"B",
	"M",
	"?",
	"H",
	"O",
	"0",
	"P",
	"q",
	"Y",
	"N",
	"L",
	"D",
	"1",
	"E",
	"G",
	"z",
	"F",
	"R",
	"-",
	"2",
	"J",
	"U",
	"9",
	"K",
	"5",
	"3",
	"V",
	"=",
	"4",
	"8",
	"6",
	"7",
	"!",
	"%",
	":",
	"Q",
	"Z",
	"$",
	"X",
	"\"",
	"&",
	"*",
	"/",
	"\u00a3",
	"+",
	"\u20ac",
	"_",
	"^",
	"\u00a5"
	],
	"target": "nemo.collections.asr.models.rnnt_bpe_models.EncDecRNNTBPEModel",
	"nemo_version": "2.4.0rc0",
	"quantization": {
	"bits": 8,
	"group_size": 64
	}
	}