|
|
|
|
|
--- |
|
configs: |
|
- config_name: emp_H3 |
|
data_files: |
|
- split: train |
|
path: "GUE/emp_H3/train.csv" |
|
- split: test |
|
path: "GUE/emp_H3/test.csv" |
|
- split: dev |
|
path: "GUE/emp_H3/dev.csv" |
|
- config_name: emp_H3K14ac |
|
data_files: |
|
- split: train |
|
path: "GUE/emp_H3K14ac/train.csv" |
|
- split: test |
|
path: "GUE/emp_H3K14ac/test.csv" |
|
- split: dev |
|
path: "GUE/emp_H3K14ac/dev.csv" |
|
- config_name: emp_H3K36me3 |
|
data_files: |
|
- split: train |
|
path: "GUE/emp_H3K36me3/train.csv" |
|
- split: test |
|
path: "GUE/emp_H3K36me3/test.csv" |
|
- split: dev |
|
path: "GUE/emp_H3K36me3/dev.csv" |
|
- config_name: emp_H3K4me1 |
|
data_files: |
|
- split: train |
|
path: "GUE/emp_H3K4me1/train.csv" |
|
- split: test |
|
path: "GUE/emp_H3K4me1/test.csv" |
|
- split: dev |
|
path: "GUE/emp_H3K4me1/dev.csv" |
|
- config_name: emp_H3K4me2 |
|
data_files: |
|
- split: train |
|
path: "GUE/emp_H3K4me2/train.csv" |
|
- split: test |
|
path: "GUE/emp_H3K4me2/test.csv" |
|
- split: dev |
|
path: "GUE/emp_H3K4me2/dev.csv" |
|
- config_name: emp_H3K4me3 |
|
data_files: |
|
- split: train |
|
path: "GUE/emp_H3K4me3/train.csv" |
|
- split: test |
|
path: "GUE/emp_H3K4me3/test.csv" |
|
- split: dev |
|
path: "GUE/emp_H3K4me3/dev.csv" |
|
- config_name: emp_H3K79me3 |
|
data_files: |
|
- split: train |
|
path: "GUE/emp_H3K79me3/train.csv" |
|
- split: test |
|
path: "GUE/emp_H3K79me3/test.csv" |
|
- split: dev |
|
path: "GUE/emp_H3K79me3/dev.csv" |
|
- config_name: emp_H3K9ac |
|
data_files: |
|
- split: train |
|
path: "GUE/emp_H3K9ac/train.csv" |
|
- split: test |
|
path: "GUE/emp_H3K9ac/test.csv" |
|
- split: dev |
|
path: "GUE/emp_H3K9ac/dev.csv" |
|
- config_name: emp_H4 |
|
data_files: |
|
- split: train |
|
path: "GUE/emp_H4/train.csv" |
|
- split: test |
|
path: "GUE/emp_H4/test.csv" |
|
- split: dev |
|
path: "GUE/emp_H4/dev.csv" |
|
- config_name: emp_H4ac |
|
data_files: |
|
- split: train |
|
path: "GUE/emp_H4ac/train.csv" |
|
- split: test |
|
path: "GUE/emp_H4ac/test.csv" |
|
- split: dev |
|
path: "GUE/emp_H4ac/dev.csv" |
|
- config_name: human_tf_0 |
|
data_files: |
|
- split: train |
|
path: "GUE/human_tf_0/train.csv" |
|
- split: test |
|
path: "GUE/human_tf_0/test.csv" |
|
- split: dev |
|
path: "GUE/human_tf_0/dev.csv" |
|
- config_name: human_tf_1 |
|
data_files: |
|
- split: train |
|
path: "GUE/human_tf_1/train.csv" |
|
- split: test |
|
path: "GUE/human_tf_1/test.csv" |
|
- split: dev |
|
path: "GUE/human_tf_1/dev.csv" |
|
- config_name: human_tf_2 |
|
data_files: |
|
- split: train |
|
path: "GUE/human_tf_2/train.csv" |
|
- split: test |
|
path: "GUE/human_tf_2/test.csv" |
|
- split: dev |
|
path: "GUE/human_tf_2/dev.csv" |
|
- config_name: human_tf_3 |
|
data_files: |
|
- split: train |
|
path: "GUE/human_tf_3/train.csv" |
|
- split: test |
|
path: "GUE/human_tf_3/test.csv" |
|
- split: dev |
|
path: "GUE/human_tf_3/dev.csv" |
|
- config_name: human_tf_4 |
|
data_files: |
|
- split: train |
|
path: "GUE/human_tf_4/train.csv" |
|
- split: test |
|
path: "GUE/human_tf_4/test.csv" |
|
- split: dev |
|
path: "GUE/human_tf_4/dev.csv" |
|
- config_name: mouse_0 |
|
data_files: |
|
- split: train |
|
path: "GUE/mouse_0/train.csv" |
|
- split: test |
|
path: "GUE/mouse_0/test.csv" |
|
- split: dev |
|
path: "GUE/mouse_0/dev.csv" |
|
- config_name: mouse_1 |
|
data_files: |
|
- split: train |
|
path: "GUE/mouse_1/train.csv" |
|
- split: test |
|
path: "GUE/mouse_1/test.csv" |
|
- split: dev |
|
path: "GUE/mouse_1/dev.csv" |
|
- config_name: mouse_2 |
|
data_files: |
|
- split: train |
|
path: "GUE/mouse_2/train.csv" |
|
- split: test |
|
path: "GUE/mouse_2/test.csv" |
|
- split: dev |
|
path: "GUE/mouse_2/dev.csv" |
|
- config_name: mouse_3 |
|
data_files: |
|
- split: train |
|
path: "GUE/mouse_3/train.csv" |
|
- split: test |
|
path: "GUE/mouse_3/test.csv" |
|
- split: dev |
|
path: "GUE/mouse_3/dev.csv" |
|
- config_name: mouse_4 |
|
data_files: |
|
- split: train |
|
path: "GUE/mouse_4/train.csv" |
|
- split: test |
|
path: "GUE/mouse_4/test.csv" |
|
- split: dev |
|
path: "GUE/mouse_4/dev.csv" |
|
- config_name: prom_300_all |
|
data_files: |
|
- split: train |
|
path: "GUE/prom_300_all/train.csv" |
|
- split: test |
|
path: "GUE/prom_300_all/test.csv" |
|
- split: dev |
|
path: "GUE/prom_300_all/dev.csv" |
|
- config_name: prom_300_notata |
|
data_files: |
|
- split: train |
|
path: "GUE/prom_300_notata/train.csv" |
|
- split: test |
|
path: "GUE/prom_300_notata/test.csv" |
|
- split: dev |
|
path: "GUE/prom_300_notata/dev.csv" |
|
- config_name: prom_300_tata |
|
data_files: |
|
- split: train |
|
path: "GUE/prom_300_tata/train.csv" |
|
- split: test |
|
path: "GUE/prom_300_tata/test.csv" |
|
- split: dev |
|
path: "GUE/prom_300_tata/dev.csv" |
|
- config_name: prom_core_all |
|
data_files: |
|
- split: train |
|
path: "GUE/prom_core_all/train.csv" |
|
- split: test |
|
path: "GUE/prom_core_all/test.csv" |
|
- split: dev |
|
path: "GUE/prom_core_all/dev.csv" |
|
- config_name: prom_core_notata |
|
data_files: |
|
- split: train |
|
path: "GUE/prom_core_notata/train.csv" |
|
- split: test |
|
path: "GUE/prom_core_notata/test.csv" |
|
- split: dev |
|
path: "GUE/prom_core_notata/dev.csv" |
|
- config_name: prom_core_tata |
|
data_files: |
|
- split: train |
|
path: "GUE/prom_core_tata/train.csv" |
|
- split: test |
|
path: "GUE/prom_core_tata/test.csv" |
|
- split: dev |
|
path: "GUE/prom_core_tata/dev.csv" |
|
- config_name: splice_reconstructed |
|
data_files: |
|
- split: train |
|
path: "GUE/splice_reconstructed/train.csv" |
|
- split: test |
|
path: "GUE/splice_reconstructed/test.csv" |
|
- split: dev |
|
path: "GUE/splice_reconstructed/dev.csv" |
|
- config_name: virus_covid |
|
data_files: |
|
- split: train |
|
path: "GUE/virus_covid/train.csv" |
|
- split: test |
|
path: "GUE/virus_covid/test.csv" |
|
- split: dev |
|
path: "GUE/virus_covid/dev.csv" |
|
- config_name: virus_species_40 |
|
data_files: |
|
- split: train |
|
path: "GUE/virus_species_40/train.csv" |
|
- split: test |
|
path: "GUE/virus_species_40/test.csv" |
|
- split: dev |
|
path: "GUE/virus_species_40/dev.csv" |
|
- config_name: fungi_species_20 |
|
data_files: |
|
- split: train |
|
path: "GUE/fungi_species_20/train.csv" |
|
- split: test |
|
path: "GUE/fungi_species_20/test.csv" |
|
- split: dev |
|
path: "GUE/fungi_species_20/dev.csv" |
|
- config_name: EPI_K562 |
|
data_files: |
|
- split: train |
|
path: "GUE/EPI_K562/train.csv" |
|
- split: test |
|
path: "GUE/EPI_K562/test.csv" |
|
- split: dev |
|
path: "GUE/EPI_K562/dev.csv" |
|
- config_name: EPI_HeLa-S3 |
|
data_files: |
|
- split: train |
|
path: "GUE/EPI_HeLa-S3/train.csv" |
|
- split: test |
|
path: "GUE/EPI_HeLa-S3/test.csv" |
|
- split: dev |
|
path: "GUE/EPI_HeLa-S3/dev.csv" |
|
- config_name: EPI_NHEK |
|
data_files: |
|
- split: train |
|
path: "GUE/EPI_NHEK/train.csv" |
|
- split: test |
|
path: "GUE/EPI_NHEK/test.csv" |
|
- split: dev |
|
path: "GUE/EPI_NHEK/dev.csv" |
|
- config_name: EPI_IMR90 |
|
data_files: |
|
- split: train |
|
path: "GUE/EPI_IMR90/train.csv" |
|
- split: test |
|
path: "GUE/EPI_IMR90/test.csv" |
|
- split: dev |
|
path: "GUE/EPI_IMR90/dev.csv" |
|
- config_name: EPI_HUVEC |
|
data_files: |
|
- split: train |
|
path: "GUE/EPI_HUVEC/train.csv" |
|
- split: test |
|
path: "GUE/EPI_HUVEC/test.csv" |
|
- split: dev |
|
path: "GUE/EPI_HUVEC/dev.csv" |
|
- config_name: EPI_GM12878 |
|
data_files: |
|
- split: train |
|
path: "GUE/EPI_GM12878/train.csv" |
|
- split: test |
|
path: "GUE/EPI_GM12878/test.csv" |
|
- split: dev |
|
path: "GUE/EPI_GM12878/dev.csv" |
|
- config_name: phage_fragments |
|
data_files: |
|
- split: train |
|
path: "GUE/phage_fragments/train.csv" |
|
- split: test |
|
path: "GUE/phage_fragments/test.csv" |
|
- split: dev |
|
path: "GUE/phage_fragments/dev.csv" |
|
--- |
|
|
|
This is a copy of the Genome Understanding Evaluation (GUE) that was presented in |
|
|
|
DNABERT-2: Efficient Foundation Model and Benchmark For Multi-Species Genome |
|
|
|
Zhihan Zhou and Yanrong Ji and Weijian Li and Pratik Dutta and Ramana Davuluri and Han Liu |
|
|
|
and is available to download directly from |
|
|
|
https://github.com/MAGICS-LAB/DNABERT_2 |
|
|
|
If you use this dataset, please cite |
|
|
|
@misc{zhou2023dnabert2, |
|
title={DNABERT-2: Efficient Foundation Model and Benchmark For Multi-Species Genome}, |
|
author={Zhihan Zhou and Yanrong Ji and Weijian Li and Pratik Dutta and Ramana Davuluri and Han Liu}, |
|
year={2023}, |
|
eprint={2306.15006}, |
|
archivePrefix={arXiv}, |
|
primaryClass={q-bio.GN} |
|
} |
|
|
|
|
|
**Instructions to Load Dataset in Google Colab** |
|
``` |
|
# choose the dataset that you wish to load, ex: prom_core_all |
|
from datasets import load_dataset, get_dataset_config_names |
|
config_names = get_dataset_config_names("leannmlindsey/GUE") |
|
print(config_names) |
|
prom_core_all = load_dataset("leannmlindsey/GUE", name="prom_core_all") |
|
prom_core_all |
|
prom_core_all["train"][0] |
|
``` |
|
|
|
|