Datasets:

maxgfr
/

skycmd-ear

id stringlengths 25 46	set stringclasses 1 value	split stringclasses 3 values	lang stringclasses 2 values	mel stringlengths 40 61	wav stringlengths 39 59 ⌀	frames int64 12 12	label dict
en/aachen_common_voice_en_19779773	mswc	train	en	audio/mswc/en_aachen_common_voice_en_19779773.npy	null	12	{ "word": "aachen" }
en/aachen_common_voice_en_19798768	mswc	train	en	audio/mswc/en_aachen_common_voice_en_19798768.npy	null	12	{ "word": "aachen" }
en/aachen_common_voice_en_19852665	mswc	train	en	audio/mswc/en_aachen_common_voice_en_19852665.npy	null	12	{ "word": "aachen" }
en/aachen_common_voice_en_20127845	mswc	train	en	audio/mswc/en_aachen_common_voice_en_20127845.npy	null	12	{ "word": "aachen" }
en/aachen_common_voice_en_20449666	mswc	train	en	audio/mswc/en_aachen_common_voice_en_20449666.npy	null	12	{ "word": "aachen" }
en/aachen_common_voice_en_21915364	mswc	train	en	audio/mswc/en_aachen_common_voice_en_21915364.npy	null	12	{ "word": "aachen" }
en/aalborg_common_voice_en_19552215	mswc	train	en	audio/mswc/en_aalborg_common_voice_en_19552215.npy	null	12	{ "word": "aalborg" }
en/aalborg_common_voice_en_19552215__2	mswc	train	en	audio/mswc/en_aalborg_common_voice_en_19552215__2.npy	null	12	{ "word": "aalborg" }
en/aalborg_common_voice_en_20321665	mswc	train	en	audio/mswc/en_aalborg_common_voice_en_20321665.npy	null	12	{ "word": "aalborg" }
en/aalborg_common_voice_en_20329411	mswc	train	en	audio/mswc/en_aalborg_common_voice_en_20329411.npy	null	12	{ "word": "aalborg" }
en/aaliyah_common_voice_en_20290157	mswc	train	en	audio/mswc/en_aaliyah_common_voice_en_20290157.npy	null	12	{ "word": "aaliyah" }
en/aaliyah_common_voice_en_481790	mswc	train	en	audio/mswc/en_aaliyah_common_voice_en_481790.npy	null	12	{ "word": "aaliyah" }
en/aaliyah_common_voice_en_582643	mswc	train	en	audio/mswc/en_aaliyah_common_voice_en_582643.npy	null	12	{ "word": "aaliyah" }
en/aaliyah_common_voice_en_58840	mswc	train	en	audio/mswc/en_aaliyah_common_voice_en_58840.npy	null	12	{ "word": "aaliyah" }
en/aaliyah_common_voice_en_642882	mswc	train	en	audio/mswc/en_aaliyah_common_voice_en_642882.npy	null	12	{ "word": "aaliyah" }
en/aaliyah_common_voice_en_73488	mswc	train	en	audio/mswc/en_aaliyah_common_voice_en_73488.npy	null	12	{ "word": "aaliyah" }
en/aaliyah_common_voice_en_92523	mswc	train	en	audio/mswc/en_aaliyah_common_voice_en_92523.npy	null	12	{ "word": "aaliyah" }
en/aare_common_voice_en_18684901	mswc	train	en	audio/mswc/en_aare_common_voice_en_18684901.npy	null	12	{ "word": "aare" }
en/aare_common_voice_en_19056870	mswc	train	en	audio/mswc/en_aare_common_voice_en_19056870.npy	null	12	{ "word": "aare" }
en/aare_common_voice_en_19967827	mswc	train	en	audio/mswc/en_aare_common_voice_en_19967827.npy	null	12	{ "word": "aare" }
en/aarhus_common_voice_en_19980286	mswc	train	en	audio/mswc/en_aarhus_common_voice_en_19980286.npy	null	12	{ "word": "aarhus" }
en/aarhus_common_voice_en_20124493	mswc	train	en	audio/mswc/en_aarhus_common_voice_en_20124493.npy	null	12	{ "word": "aarhus" }
en/aarhus_common_voice_en_20263182	mswc	train	en	audio/mswc/en_aarhus_common_voice_en_20263182.npy	null	12	{ "word": "aarhus" }
en/aaron_common_voice_en_12136941	mswc	train	en	audio/mswc/en_aaron_common_voice_en_12136941.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_139066	mswc	train	en	audio/mswc/en_aaron_common_voice_en_139066.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_142457	mswc	train	en	audio/mswc/en_aaron_common_voice_en_142457.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_163661	mswc	train	en	audio/mswc/en_aaron_common_voice_en_163661.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17247607	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17247607.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17258271	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17258271.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17259932	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17259932.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17265105	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17265105.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17268056	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17268056.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17268304	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17268304.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17268345	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17268345.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17268689	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17268689.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17270835	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17270835.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17273139	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17273139.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17275741	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17275741.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17276373	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17276373.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17287193	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17287193.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17288244	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17288244.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17294753	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17294753.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17329333	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17329333.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17337237	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17337237.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17347096	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17347096.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17357560	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17357560.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17369857	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17369857.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17387663	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17387663.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17390783	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17390783.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17392958	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17392958.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17417102	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17417102.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17451202	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17451202.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17474485	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17474485.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17490527	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17490527.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17541598	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17541598.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17552471	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17552471.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17561927	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17561927.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17624694	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17624694.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17627899	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17627899.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17653206	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17653206.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17703016	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17703016.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17793654	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17793654.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17809354	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17809354.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17816635	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17816635.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17869217	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17869217.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17879331	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17879331.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17881524	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17881524.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17883992	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17883992.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17910516	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17910516.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17916091	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17916091.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_17980744	mswc	train	en	audio/mswc/en_aaron_common_voice_en_17980744.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_18003572	mswc	train	en	audio/mswc/en_aaron_common_voice_en_18003572.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_18007769	mswc	train	en	audio/mswc/en_aaron_common_voice_en_18007769.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_18061730	mswc	train	en	audio/mswc/en_aaron_common_voice_en_18061730.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_18066479	mswc	train	en	audio/mswc/en_aaron_common_voice_en_18066479.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_18124802	mswc	train	en	audio/mswc/en_aaron_common_voice_en_18124802.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_182412	mswc	train	en	audio/mswc/en_aaron_common_voice_en_182412.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_18713653	mswc	train	en	audio/mswc/en_aaron_common_voice_en_18713653.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_18729552	mswc	train	en	audio/mswc/en_aaron_common_voice_en_18729552.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_18739344	mswc	train	en	audio/mswc/en_aaron_common_voice_en_18739344.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_18798366	mswc	train	en	audio/mswc/en_aaron_common_voice_en_18798366.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_18819556	mswc	train	en	audio/mswc/en_aaron_common_voice_en_18819556.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_18819602	mswc	train	en	audio/mswc/en_aaron_common_voice_en_18819602.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_18837843	mswc	train	en	audio/mswc/en_aaron_common_voice_en_18837843.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_18846738	mswc	train	en	audio/mswc/en_aaron_common_voice_en_18846738.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_18950381	mswc	train	en	audio/mswc/en_aaron_common_voice_en_18950381.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_19072472	mswc	train	en	audio/mswc/en_aaron_common_voice_en_19072472.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_19086110	mswc	train	en	audio/mswc/en_aaron_common_voice_en_19086110.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_190913	mswc	train	en	audio/mswc/en_aaron_common_voice_en_190913.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_19111542	mswc	train	en	audio/mswc/en_aaron_common_voice_en_19111542.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_19150205	mswc	train	en	audio/mswc/en_aaron_common_voice_en_19150205.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_19417066	mswc	train	en	audio/mswc/en_aaron_common_voice_en_19417066.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_194510	mswc	train	en	audio/mswc/en_aaron_common_voice_en_194510.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_19507627	mswc	train	en	audio/mswc/en_aaron_common_voice_en_19507627.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_19531793	mswc	train	en	audio/mswc/en_aaron_common_voice_en_19531793.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_19547167	mswc	train	en	audio/mswc/en_aaron_common_voice_en_19547167.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_19612254	mswc	train	en	audio/mswc/en_aaron_common_voice_en_19612254.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_19695613	mswc	train	en	audio/mswc/en_aaron_common_voice_en_19695613.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_19732615	mswc	train	en	audio/mswc/en_aaron_common_voice_en_19732615.npy	null	12	{ "word": "aaron" }
en/aaron_common_voice_en_19754796	mswc	train	en	audio/mswc/en_aaron_common_voice_en_19754796.npy	null	12	{ "word": "aaron" }

End of preview. Expand in Data Studio

skycmd ear questions (s6-ear)

The audio questions of s6-ear (turn end, keyword spotting, zero-shot keywords), the index of every clip and the Mimi codes of its audio pretraining.

Part of skycmd, tiny decision models trained from scratch in Rust that run in the browser. Written by sky-data fetch-audio and sky-data audio-jev at commit 84c6d854. Licences of every set: DATA_LICENSES.md.

the question configs (turn_end, keyword, keyword_zs) have the typed-decision schema of skycmd-decisions (src, t, ins, opts, state, target, split) plus lang and clip; state is the path of the clip's float16 log-mel features (.npy) relative to the question file;
the clips_* configs index every clip: id, set, split, lang, mel (features path), frames, label, and wav for the test clips;
the mimi_* configs give, per LibriSpeech utterance, its features path and its Mimi codes.

The audio is not in this repository (31 GB of log-mel features and 16 kHz test WAVs): it is rebuilt from the upstream sets by sky-data fetch-audio, deterministically, with the same paths.

Sources and licences

Each config is one source and keeps its source's licence (share-alike sources stay share-alike). Attribution goes to the upstream authors; the conversion is ours.

config	upstream	licence	how it is used	rows
`clips_mswc`	MLCommons/ml_spoken_words	cc-by-4.0	clip index	360,000
`clips_smart-turn`	pipecat-ai/smart-turn-data-v3-train and v3.2-test	cc-by-4.0	clip index: id, split, language, frames, label	258,552
`clips_speech-commands`	Speech Commands v0.02	cc-by-4.0	clip index	50,289
`keyword`	Speech Commands v0.02 (Warden 2018), official splits and test archive	cc-by-4.0	`keyword` choice, the 12-class benchmark	50,289
`keyword_zs`	MLCommons/ml_spoken_words (en, fr; first archive of each split)	cc-by-4.0	`keyword_zs` choice, 50 test words per language held out	224,287
`mimi_train`	openslr/librispeech_asr (`clean`, `train.100`) and shangeth/librispeech-mimi-codes	cc-by-4.0	Mimi codebook-0 ids (12.5 Hz) per utterance, the audio pretraining target	28,539
`mimi_val`	openslr/librispeech_asr (`clean`, `validation`) and shangeth/librispeech-mimi-codes	cc-by-4.0	same, validation	2,703
`turn_end`	pipecat-ai/smart-turn-data-v3-train (train, val) and pipecat-ai/smart-turn-data-v3.2-test (test)	cc-by-4.0	`turn_end` noul questions	258,552

Files

file	rows
`data/clips_mswc.parquet`	360,000
`data/clips_smart-turn.parquet`	258,552
`data/clips_speech-commands.parquet`	50,289
`data/keyword.parquet`	50,289
`data/keyword_zs.parquet`	224,287
`data/mimi_train.parquet`	28,539
`data/mimi_val.parquet`	2,703
`data/turn_end.parquet`	258,552

from datasets import load_dataset
ds = load_dataset("maxgfr/skycmd-ear", "clips_mswc")

skycmd wrote no row with a language model: the targets come from the upstream labels (some upstream sets carry their own teacher soft labels, see their cards), the games' oracles or our generators.

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