Datasets:

declare-lab
/

CRPO

captions stringlengths 13 256	duration int32 10 10	iteration int32 1 1
A man talks as he ruffles through a crinkling bag, and then continues to speak	10	1
Beeping with some clicking until the beep turns into one long continuous beep	10	1
People laugh as loud screeching sounds	10	1
A horse that is running and jumping with a woman speaking	10	1
A young female speaks, a baby laughs, and an adult female speaks	10	1
Engine revving as it sits idling	10	1
A crowd of people are talking excitedly, and an adult male speaks in the foreground	10	1
A woman speaking with a sewing machine softly operating	10	1
An engine buzzing louder as it approaches closer and closer	10	1
A young boy groaning then shouting	10	1
Spraying followed by steps	10	1
A vehicle moves getting closer and a horn is triggered	10	1
A train is coming down the train tracks honking	10	1
A car speeds up as the engine revs up through each gear	10	1
Door shutting closed and parts being moved while woman is talking	10	1
A vehicle is roaring, revving followed by a woman chanting something	10	1
Powerful vehicles speed by as men laugh	10	1
An engine works followed by a man talking	10	1
A motor is revved up and sputters after starting	10	1
People clapping hands	10	1
A quick squeal followed by humming of engines then falling water and gunshots	10	1
Food sizzles as two older men talk off and on	10	1
A woman sneezing followed by a person laughing slowly then a high-pitched modified voice laughing before speaking	10	1
A man talks and a package makes a crinkling noise	10	1
People talks while some ducks quacks	10	1
A man speaking as paper crinkles and tears with wind lightly blowing into a microphone	10	1
A child crying along with another child talking	10	1
A man talks as a boat moves in the distance, and then a person talks, followed by a person talking with a boat moving	10	1
A clock ticks and a man speaks with a child speaking in the distance	10	1
A dog barking and growling	10	1
Someone screams and water rumbles while people laugh and scream in the background	10	1
A woman is speaking in a foreign language over upbeat music that is playing	10	1
A duck quacks repeatedly while a slight breeze blows	10	1
A young man speaking as metal clacks several times before ratcheting then clanking several more times	10	1
Something sizzles and an older man speaks slowly while setting something down with a clank	10	1
An adult male is speaking, and a clip-clop sound occurs	10	1
Birds chirp while water runs	10	1
Humming with distant music playing as a bus approaches and honks a horn	10	1
A horse walking and people talking	10	1
A toddler residing the pledge of allegiance	10	1
Some liquid flows hitting a surface	10	1
Drums play and people cheer and scream with whooshes and gunshots	10	1
A man speaking followed by hollow thumps and traffic passing by	10	1
A man is speaking followed by a motorcycle accelerating	10	1
Someone speaking into a microphone	10	1
A man speaking	10	1
Hoofs running on the ground rhythmically with a horse neighing	10	1
Water dripping into something	10	1
Continuous high pitched beeping	10	1
Popping noise with muffled speech in background	10	1
A man talking with minor background noise followed by clanking of metal	10	1
An aircraft engine idles and comes closer as the wind blows	10	1
Someone bouncing a ball	10	1
Birds singing with their chirping vocal sound	10	1
Two musical notes play followed by rain pouring down and thunder roaring in the distance	10	1
A child is crying and speaking, and an adult female is speaking	10	1
Horses snorting and neighing as two men talk in the distance while the paper is crinkling	10	1
An engine works while a man talks	10	1
Crackling noise precedes a fly buzzing	10	1
A man talks while a clock works	10	1
A horse snorting and galloping as wind is blowing on a microphone	10	1
A quick whoosh goes by and then silence	10	1
A helicopter engine runs	10	1
Growling from a small dog	10	1
Music playing followed by an infant crying	10	1
Engine running and crowd cheering followed by commentating	10	1
People speak and eat	10	1
Continuous baaing and barking with brief male speech	10	1
Pig making oink sounds	10	1
Rain falls and wind blows with distant thunder and birds chirping	10	1
A bar is chopped as water flows nearby	10	1
Motor running and clanking	10	1
A vehicle races and accelerates engine	10	1
An emergency siren gets loud then moves away	10	1
Turkeys gobbling as a duck quacks while a woman talks and a bird squawks in the background	10	1
Sheep bleat nearby as people talk in the distance, followed by people talking in the distance	10	1
A woman is speaking	10	1
Birds sweetly singing and chirping and a small thud ends the clip	10	1
A man speaking and gunshots ringing out	10	1
Knocking is present, an adult male announcer speaks, and a crowd cheers	10	1
The wind is blowing, waves are breaking, and an adult female is speaking	10	1
Frogs croak and people speak	10	1
A child speaks, and a crowd of people are speaking in the background	10	1
An engine buzzing consistently	10	1
A mechanical hum with dogs barking	10	1
A woman talks loudly over birds singing and tweeting	10	1
Various birds chirp and sing	10	1
Applause and speech of monologue, cameras photographing	10	1
A person talking with crinkling and crumpling sounds	10	1
A woman talks while a sewing machines works then stops	10	1
A large engine goes by with a fancy horn toot and then continues over metal tracks	10	1
A woman speaks as ducks quack	10	1
A bird chirping and flying around in a cage with a ticking sound in the background	10	1
Multiple ducks quack continuously	10	1
Crowd cheering as engine speedily revs and dies down with a faint whistling	10	1
A car idles followed by the engine revving many times	10	1
An alarm sound from a clock	10	1
A man talking, followed by a girl talking and a pig oinking while sleeping	10	1
A man yells in the distance, a closer man reacts, a splash in the water, the closer man reacts and runs	10	1
A faint voice is heard as a drill goes off while a vehicle passes by	10	1

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Dataset Description

This dataset consists of 100k audio preference pairs generated by TangoFlux during the CRPO stage. Specifically, TangoFlux performed five iterations of CRPO. In each iteration, 20k prompts were sampled from a prompt bank. For each prompt, audio samples with the highest and lowest CLAP scores were selected to form the "chosen" and "rejected" pairs, respectively. This process resulted in a total of 100k preference pairs.

Since every iteration contains 20k prompts sampled from audiocaps prompts, some prompts are the same across iterations.

Dataset Sources

Repository: https://github.com/declare-lab/TangoFlux
Paper : https://arxiv.org/abs/2412.21037
Demo : https://huggingface.co/spaces/declare-lab/TangoFlux

Uses

You can directly download the dataset and use them for preference optimization in text-to-audio.

Citation

If you find our dataset useful, please cite us! Thanks!

BibTeX:

@misc{hung2024tangofluxsuperfastfaithful,
      title={TangoFlux: Super Fast and Faithful Text to Audio Generation with Flow Matching and Clap-Ranked Preference Optimization}, 
      author={Chia-Yu Hung and Navonil Majumder and Zhifeng Kong and Ambuj Mehrish and Rafael Valle and Bryan Catanzaro and Soujanya Poria},
      year={2024},
      eprint={2412.21037},
      archivePrefix={arXiv},
      primaryClass={cs.SD},
      url={https://arxiv.org/abs/2412.21037}, 
}

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Size of downloaded dataset files:

173 GB

Size of the auto-converted Parquet files:

173 GB

Number of rows:

100,000

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TangoFlux

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TangoFlux models and data • 4 items • Updated 13 days ago • 2