|
--- |
|
license: cc |
|
size_categories: |
|
- 1K<n<10K |
|
task_categories: |
|
- audio-classification |
|
- audio-to-audio |
|
pretty_name: Free Music Archive - Small |
|
dataset_info: |
|
- config_name: default |
|
features: |
|
- name: audio |
|
dtype: audio |
|
- name: title |
|
dtype: string |
|
- name: url |
|
dtype: string |
|
- name: artist |
|
dtype: string |
|
- name: composer |
|
dtype: string |
|
- name: lyricist |
|
dtype: string |
|
- name: publisher |
|
dtype: string |
|
- name: genres |
|
sequence: |
|
class_label: |
|
names: |
|
'0': 20th Century Classical |
|
'1': Abstract Hip-Hop |
|
'2': African |
|
'3': Afrobeat |
|
'4': Alternative Hip-Hop |
|
'5': Ambient |
|
'6': Ambient Electronic |
|
'7': Americana |
|
'8': Asia-Far East |
|
'9': Audio Collage |
|
'10': Avant-Garde |
|
'11': Balkan |
|
'12': Banter |
|
'13': Be-Bop |
|
'14': Big Band/Swing |
|
'15': Bigbeat |
|
'16': Black-Metal |
|
'17': Bluegrass |
|
'18': Blues |
|
'19': Bollywood |
|
'20': Brazilian |
|
'21': Breakbeat |
|
'22': Breakcore - Hard |
|
'23': British Folk |
|
'24': Celtic |
|
'25': Chamber Music |
|
'26': Chill-out |
|
'27': Chip Music |
|
'28': Chiptune |
|
'29': Choral Music |
|
'30': Christmas |
|
'31': Classical |
|
'32': Comedy |
|
'33': Compilation |
|
'34': Composed Music |
|
'35': Contemporary Classical |
|
'36': Country |
|
'37': Country & Western |
|
'38': Cumbia |
|
'39': Dance |
|
'40': Death-Metal |
|
'41': Deep Funk |
|
'42': Disco |
|
'43': Downtempo |
|
'44': Drone |
|
'45': Drum & Bass |
|
'46': Dubstep |
|
'47': Easy Listening |
|
'48': 'Easy Listening: Vocal' |
|
'49': Electro-Punk |
|
'50': Electroacoustic |
|
'51': Electronic |
|
'52': Europe |
|
'53': Experimental |
|
'54': Experimental Pop |
|
'55': Fado |
|
'56': Field Recordings |
|
'57': Flamenco |
|
'58': Folk |
|
'59': Freak-Folk |
|
'60': Free-Folk |
|
'61': Free-Jazz |
|
'62': French |
|
'63': Funk |
|
'64': Garage |
|
'65': Glitch |
|
'66': Gospel |
|
'67': Goth |
|
'68': Grindcore |
|
'69': Hardcore |
|
'70': Hip-Hop |
|
'71': Hip-Hop Beats |
|
'72': Holiday |
|
'73': House |
|
'74': IDM |
|
'75': Improv |
|
'76': Indian |
|
'77': Indie-Rock |
|
'78': Industrial |
|
'79': Instrumental |
|
'80': International |
|
'81': Interview |
|
'82': Jazz |
|
'83': 'Jazz: Out' |
|
'84': 'Jazz: Vocal' |
|
'85': Jungle |
|
'86': Kid-Friendly |
|
'87': Klezmer |
|
'88': Krautrock |
|
'89': Latin |
|
'90': Latin America |
|
'91': Lo-Fi |
|
'92': Loud-Rock |
|
'93': Lounge |
|
'94': Metal |
|
'95': Middle East |
|
'96': Minimal Electronic |
|
'97': Minimalism |
|
'98': Modern Jazz |
|
'99': Musical Theater |
|
'100': Musique Concrete |
|
'101': N. Indian Traditional |
|
'102': Nerdcore |
|
'103': New Age |
|
'104': New Wave |
|
'105': No Wave |
|
'106': Noise |
|
'107': Noise-Rock |
|
'108': North African |
|
'109': Novelty |
|
'110': Nu-Jazz |
|
'111': Old-Time / Historic |
|
'112': Opera |
|
'113': Pacific |
|
'114': Poetry |
|
'115': Polka |
|
'116': Pop |
|
'117': Post-Punk |
|
'118': Post-Rock |
|
'119': Power-Pop |
|
'120': Progressive |
|
'121': Psych-Folk |
|
'122': Psych-Rock |
|
'123': Punk |
|
'124': Radio |
|
'125': Radio Art |
|
'126': Radio Theater |
|
'127': Rap |
|
'128': Reggae - Dancehall |
|
'129': Reggae - Dub |
|
'130': Rock |
|
'131': Rock Opera |
|
'132': Rockabilly |
|
'133': Romany (Gypsy) |
|
'134': Salsa |
|
'135': Shoegaze |
|
'136': Singer-Songwriter |
|
'137': Skweee |
|
'138': Sludge |
|
'139': Soul-RnB |
|
'140': Sound Art |
|
'141': Sound Collage |
|
'142': Sound Effects |
|
'143': Sound Poetry |
|
'144': Soundtrack |
|
'145': South Indian Traditional |
|
'146': Space-Rock |
|
'147': Spanish |
|
'148': Spoken |
|
'149': Spoken Weird |
|
'150': Spoken Word |
|
'151': Surf |
|
'152': Symphony |
|
'153': Synth Pop |
|
'154': Talk Radio |
|
'155': Tango |
|
'156': Techno |
|
'157': Thrash |
|
'158': Trip-Hop |
|
'159': Turkish |
|
'160': Unclassifiable |
|
'161': Western Swing |
|
'162': Wonky |
|
'163': hiphop |
|
- name: tags |
|
sequence: string |
|
- name: released |
|
dtype: timestamp[s] |
|
- name: language |
|
dtype: string |
|
- name: listens |
|
dtype: uint64 |
|
- name: artist_url |
|
dtype: string |
|
- name: artist_website |
|
dtype: string |
|
- name: album_title |
|
dtype: string |
|
- name: album_url |
|
dtype: string |
|
- name: license |
|
dtype: |
|
class_label: |
|
names: |
|
'0': CC-BY 1.0 |
|
'1': CC-BY 2.0 |
|
'2': CC-BY 2.5 |
|
'3': CC-BY 3.0 |
|
'4': CC-BY 4.0 |
|
'5': CC-BY-NC 2.0 |
|
'6': CC-BY-NC 2.1 |
|
'7': CC-BY-NC 2.5 |
|
'8': CC-BY-NC 3.0 |
|
'9': CC-BY-NC 4.0 |
|
'10': CC-BY-NC-ND 2.0 |
|
'11': CC-BY-NC-ND 2.1 |
|
'12': CC-BY-NC-ND 2.5 |
|
'13': CC-BY-NC-ND 3.0 |
|
'14': CC-BY-NC-ND 4.0 |
|
'15': CC-BY-NC-SA 2.0 |
|
'16': CC-BY-NC-SA 2.1 |
|
'17': CC-BY-NC-SA 2.5 |
|
'18': CC-BY-NC-SA 3.0 |
|
'19': CC-BY-NC-SA 4.0 |
|
'20': CC-BY-ND 2.0 |
|
'21': CC-BY-ND 2.5 |
|
'22': CC-BY-ND 3.0 |
|
'23': CC-BY-ND 4.0 |
|
'24': CC-BY-SA 2.0 |
|
'25': CC-BY-SA 2.5 |
|
'26': CC-BY-SA 3.0 |
|
'27': CC-BY-SA 4.0 |
|
'28': CC-NC-Sampling+ 1.0 |
|
'29': CC-Sampling+ 1.0 |
|
'30': CC0 1.0 |
|
'31': FMA Sound Recording Common Law |
|
'32': Free Art License |
|
'33': Free Music Philosophy (FMP) |
|
- name: copyright |
|
dtype: string |
|
- name: explicit |
|
dtype: |
|
class_label: |
|
names: |
|
'0': 'No' |
|
'1': 'Yes' |
|
- name: instrumental |
|
dtype: |
|
class_label: |
|
names: |
|
'0': 'No' |
|
'1': 'Yes' |
|
- name: allow_commercial_use |
|
dtype: |
|
class_label: |
|
names: |
|
'0': 'No' |
|
'1': 'Yes' |
|
- name: allow_derivatives |
|
dtype: |
|
class_label: |
|
names: |
|
'0': 'No' |
|
'1': 'Yes' |
|
- name: require_attribution |
|
dtype: |
|
class_label: |
|
names: |
|
'0': 'No' |
|
'1': 'Yes' |
|
- name: require_share_alike |
|
dtype: |
|
class_label: |
|
names: |
|
'0': 'No' |
|
'1': 'Yes' |
|
splits: |
|
- name: train |
|
num_bytes: 7086184548.46 |
|
num_examples: 7916 |
|
download_size: 7709610864 |
|
dataset_size: 7086184548.46 |
|
configs: |
|
- config_name: default |
|
data_files: |
|
- split: train |
|
path: data/train-* |
|
tags: |
|
- fma |
|
- free-music-archive |
|
--- |
|
|
|
# FMA: A Dataset for Music Analysis |
|
|
|
[Michaël Defferrard](https://deff.ch/), [Kirell Benzi](https://kirellbenzi.com/), [Pierre Vandergheynst](https://people.epfl.ch/pierre.vandergheynst), [Xavier Bresson](https://www.ntu.edu.sg/home/xbresson). |
|
|
|
**International Society for Music Information Retrieval Conference (ISMIR), 2017.** |
|
|
|
> We introduce the Free Music Archive (FMA), an open and easily accessible dataset suitable for evaluating several tasks in MIR, a field concerned with browsing, searching, and organizing large music collections. The community's growing interest in feature and end-to-end learning is however restrained by the limited availability of large audio datasets. The FMA aims to overcome this hurdle by providing 917 GiB and 343 days of Creative Commons-licensed audio from 106,574 tracks from 16,341 artists and 14,854 albums, arranged in a hierarchical taxonomy of 161 genres. It provides full-length and high-quality audio, pre-computed features, together with track- and user-level metadata, tags, and free-form text such as biographies. We here describe the dataset and how it was created, propose a train/validation/test split and three subsets, discuss some suitable MIR tasks, and evaluate some baselines for genre recognition. Code, data, and usage examples are available at https://github.com/mdeff/fma. |
|
|
|
Paper: [arXiv:1612.01840](https://arxiv.org/abs/1612.01840) - [latex and reviews](https://github.com/mdeff/paper-fma-ismir2017) |
|
|
|
Slides: [doi:10.5281/zenodo.1066119](https://doi.org/10.5281/zenodo.1066119) |
|
|
|
Poster: [doi:10.5281/zenodo.1035847](https://doi.org/10.5281/zenodo.1035847) |
|
|
|
# This Pack |
|
|
|
This is the **small** dataset, comprising a total of **7,926** samples clipped at **30 seconds** over **8** *balanced* genres totaling **65.9 hours** of audio. |
|
|
|
## Repack Notes |
|
|
|
- 6 files were unreadable by `libsndfile / libmpg123`, these were removed. |
|
- 78 files had licenses that were unclear on whether or not they permitted redistribution, or the full license text was unavailable. These were removed. |
|
|
|
# License |
|
|
|
- The [FMA codebase](https://github.com/mdeff/fma) is released under [The MIT License](https://github.com/mdeff/fma/blob/master/LICENSE.txt). |
|
- The FMA metadata is released under [CC-BY 4.0](https://creativecommons.org/licenses/by/4.0). |
|
- The individual files are released under various Creative Commons family licenses, with a small amount of additional licenses. **Each file has its license attached and important details of the license enumerated.** To make it easy to use for developers and trainers, a configuration is available to limit only to commercially-usable data. |
|
|
|
Please refer to any of the following URLs for additional details. |
|
|
|
| Class Label | License Name | URL | |
|
| ----------- | ------------ | --- | |
|
| 0 | CC-BY 1.0 | https://creativecommons.org/licenses/by/1.0/ | |
|
| 1 | CC-BY 2.0 | https://creativecommons.org/licenses/by/2.0/ | |
|
| 2 | CC-BY 2.5 | https://creativecommons.org/licenses/by/2.5/ | |
|
| 3 | CC-BY 3.0 | https://creativecommons.org/licenses/by/3.0/ | |
|
| 4 | CC-BY 4.0 | https://creativecommons.org/licenses/by/4.0/ | |
|
| 5 | CC-BY-NC 2.0 | https://creativecommons.org/licenses/by-nc/2.0/ | |
|
| 6 | CC-BY-NC 2.1 | https://creativecommons.org/licenses/by-nc/2.1/ | |
|
| 7 | CC-BY-NC 2.5 | https://creativecommons.org/licenses/by-nc/2.5/ | |
|
| 8 | CC-BY-NC 3.0 | https://creativecommons.org/licenses/by-nc/3.0/ | |
|
| 9 | CC-BY-NC 4.0 | https://creativecommons.org/licenses/by-nc/4.0/ | |
|
| 10 | CC-BY-NC-ND 2.0 | https://creativecommons.org/licenses/by-nc-nd/2.0/ | |
|
| 11 | CC-BY-NC-ND 2.1 | https://creativecommons.org/licenses/by-nc-nd/2.1/ | |
|
| 12 | CC-BY-NC-ND 2.5 | https://creativecommons.org/licenses/by-nc-nd/2.5/ | |
|
| 13 | CC-BY-NC-ND 3.0 | https://creativecommons.org/licenses/by-nc-nd/3.0/ | |
|
| 14 | CC-BY-NC-ND 4.0 | https://creativecommons.org/licenses/by-nc-nd/4.0/ | |
|
| 15 | CC-BY-NC-SA 2.0 | https://creativecommons.org/licenses/by-nc-sa/2.0/ | |
|
| 16 | CC-BY-NC-SA 2.1 | https://creativecommons.org/licenses/by-nc-sa/2.1/ | |
|
| 17 | CC-BY-NC-SA 2.5 | https://creativecommons.org/licenses/by-nc-sa/2.5/ | |
|
| 18 | CC-BY-NC-SA 3.0 | https://creativecommons.org/licenses/by-nc-sa/3.0/ | |
|
| 19 | CC-BY-NC-SA 4.0 | https://creativecommons.org/licenses/by-nc-sa/4.0/ | |
|
| 20 | CC-BY-ND 2.0 | https://creativecommons.org/licenses/by-nd/2.0/ | |
|
| 21 | CC-BY-ND 2.5 | https://creativecommons.org/licenses/by-nd/2.5/ | |
|
| 22 | CC-BY-ND 3.0 | https://creativecommons.org/licenses/by-nd/3.0/ | |
|
| 23 | CC-BY-ND 4.0 | https://creativecommons.org/licenses/by-nd/4.0/ | |
|
| 24 | CC-BY-SA 2.0 | https://creativecommons.org/licenses/by-sa/2.0/ | |
|
| 25 | CC-BY-SA 2.5 | https://creativecommons.org/licenses/by-sa/2.5/ | |
|
| 26 | CC-BY-SA 3.0 | https://creativecommons.org/licenses/by-sa/3.0/ | |
|
| 27 | CC-BY-SA 4.0 | https://creativecommons.org/licenses/by-sa/4.0/ | |
|
| 28 | CC-NC-Sampling+ 1.0 | https://creativecommons.org/licenses/nc-sampling+/1.0/ | |
|
| 29 | CC-Sampling+ 1.0 | https://creativecommons.org/licenses/sampling+/1.0/ | |
|
| 30 | FMA Sound Recording Common Law | https://freemusicarchive.org/Sound_Recording_Common_Law | |
|
| 31 | Free Art License | https://artlibre.org/licence/lal/en | |
|
| 32 | Free Music Philosophy (FMP) | https://irdial.com/free_and_easy.htm | |
|
|
|
## Total Duration by License |
|
|
|
| License | Total Duration (Percentage) | |
|
| ------- | --------------------------- | |
|
| CC-BY-NC-SA 3.0 | 18.1 hours (27.44%) | |
|
| CC-BY-NC-ND 3.0 | 14.4 hours (21.77%) | |
|
| CC-BY-NC-ND 4.0 | 8.1 hours (12.22%) | |
|
| CC-BY-NC-SA 4.0 | 5.1 hours (7.67%) | |
|
| CC-BY 4.0 | 4.6 hours (6.91%) | |
|
| CC-BY-NC 4.0 | 3.9 hours (5.98%) | |
|
| CC-BY-NC 3.0 | 3.6 hours (5.52%) | |
|
| CC-BY 3.0 | 2.8 hours (4.32%) | |
|
| CC-BY-SA 3.0 | 93.5 minutes (2.36%) | |
|
| CC-BY-SA 4.0 | 91.0 minutes (2.30%) | |
|
| CC-BY-NC-SA 2.0 | 44.0 minutes (1.11%) | |
|
| CC0 1.0 | 20.0 minutes (0.51%) | |
|
| CC-BY-NC-ND 2.5 | 17.0 minutes (0.43%) | |
|
| CC-BY-ND 3.0 | 13.5 minutes (0.34%) | |
|
| CC-BY-ND 4.0 | 10.0 minutes (0.25%) | |
|
| CC-BY-NC 2.5 | 8.5 minutes (0.21%) | |
|
| CC-BY-NC-SA 2.5 | 8.0 minutes (0.20%) | |
|
| CC-BY-NC-ND 2.0 | 6.5 minutes (0.16%) | |
|
| CC-NC-Sampling+ 1.0 | 4.0 minutes (0.10%) | |
|
| Free Art License | 3.0 minutes (0.08%) | |
|
| CC-Sampling+ 1.0 | 90.0 seconds (0.04%) | |
|
| CC-BY 2.0 | 60.0 seconds (0.03%) | |
|
| CC-BY-ND 2.0 | 60.0 seconds (0.03%) | |
|
| CC-BY 2.5 | 60.0 seconds (0.03%) | |
|
| CC-BY-ND 2.5 | 30.0 seconds (0.01%) | |
|
|
|
# Citations |
|
|
|
``` |
|
@inproceedings{fma_dataset, |
|
title = {{FMA}: A Dataset for Music Analysis}, |
|
author = {Defferrard, Micha\"el and Benzi, Kirell and Vandergheynst, Pierre and Bresson, Xavier}, |
|
booktitle = {18th International Society for Music Information Retrieval Conference (ISMIR)}, |
|
year = {2017}, |
|
archiveprefix = {arXiv}, |
|
eprint = {1612.01840}, |
|
url = {https://arxiv.org/abs/1612.01840}, |
|
} |
|
``` |
|
|
|
``` |
|
@inproceedings{fma_challenge, |
|
title = {Learning to Recognize Musical Genre from Audio}, |
|
subtitle = {Challenge Overview}, |
|
author = {Defferrard, Micha\"el and Mohanty, Sharada P. and Carroll, Sean F. and Salath\'e, Marcel}, |
|
booktitle = {The 2018 Web Conference Companion}, |
|
year = {2018}, |
|
publisher = {ACM Press}, |
|
isbn = {9781450356404}, |
|
doi = {10.1145/3184558.3192310}, |
|
archiveprefix = {arXiv}, |
|
eprint = {1803.05337}, |
|
url = {https://arxiv.org/abs/1803.05337}, |
|
} |
|
``` |
