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adding GTZAN Genre dataset #2307
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e93ab36
add GTZANGenre dataset
silky1708 fda7ac1
reupload gtzan dataset
silky1708 99c694e
update TaskMetadata from mteb:maeb
silky1708 ceb3d2b
make pr
silky1708 e84a4e1
add task subtype
silky1708 335ea1a
update date for gtzan dataset
silky1708 050e5f8
update ruff to 0.9.7; make lint
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -1,5 +1,6 @@ | ||
| from __future__ import annotations | ||
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|
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| from .eng.ESC50 import * | ||
| from .eng.GTZANGenre import * | ||
| from .eng.GunshotTriangulation import * | ||
| from .eng.NSynth import * |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,49 @@ | ||
| from __future__ import annotations | ||
|
|
||
| from mteb.abstasks.Audio.AbsTaskAudioClassification import ( | ||
| AbsTaskAudioClassification, | ||
| ) | ||
| from mteb.abstasks.TaskMetadata import TaskMetadata | ||
|
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|
|
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| class GTZANGenre(AbsTaskAudioClassification): | ||
| metadata = TaskMetadata( | ||
| name="GTZANGenre", | ||
| description="Music Genre Classification (10 classes)", | ||
| reference="https://huggingface.co/datasets/silky1708/GTZAN-Genre", | ||
| dataset={ | ||
| "path": "silky1708/GTZAN-Genre", | ||
| "revision": "5efdda59d0d185bfe17ada9b54d233349d0e0168", | ||
| }, | ||
| type="AudioClassification", | ||
| category="a2t", | ||
| eval_splits=["train"], | ||
| eval_langs=["eng-Latn"], | ||
| main_score="accuracy", | ||
| date=("2000-01-01", "2001-12-31"), | ||
| domains=["Music"], | ||
| task_subtypes=["Music Genre Classification"], | ||
| license="not specified", | ||
| annotations_creators="human-annotated", | ||
| dialect=[], | ||
| modalities=["audio"], | ||
| sample_creation="found", | ||
| bibtex_citation="""@ARTICLE{1021072, | ||
| author={Tzanetakis, G. and Cook, P.}, | ||
| journal={IEEE Transactions on Speech and Audio Processing}, | ||
| title={Musical genre classification of audio signals}, | ||
| year={2002}, | ||
| volume={10}, | ||
| number={5}, | ||
| pages={293-302}, | ||
| keywords={Humans;Music information retrieval;Instruments;Computer science;Multiple signal classification;Signal analysis;Pattern recognition;Feature extraction;Wavelet analysis;Cultural differences}, | ||
| doi={10.1109/TSA.2002.800560}}""", | ||
| descriptive_stats={ | ||
| "n_samples": {"train": 1000}, | ||
| }, | ||
| ) | ||
|
|
||
| audio_column_name: str = "audio" | ||
| label_column_name: str = "label" | ||
| samples_per_label: int = 10 | ||
| is_cross_validation: bool = True | ||
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