RiceBenchmark / datasets_info.yaml
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AgroNT Evaluation Task:
- chromatin_access_MH63_agront
- chromatin_access_ZS97_agront
- poly_a_japonica_agront
- poly_a_indica_agront
- bulk_gene_exp_agront
Short-sequence Task:
- chromatin_access_512
- Epigenetic_Marks_Prediction-Histone
- smallRNA
- splice_sites_labels
- RiceVar_512
- enhancer_strength
Long-sequence Task:
- enhancer_regions
- lncRNA
- rice_nlr
- RiceVar_6k
- RiceVar_8k
Single-nucleotide Task:
- CDS_multilabel
- bulk_single_base_Callus
Sweep Region Identification Task:
- sweep_region_psr
- sweep_region_sor
- sweep_region_8k
- sweep_region_32k
- sweep_region_100k
Varieties Classification Task:
- varieties_classification_8k
- varieties_classification_32k
- varieties_classification_128k
dataset_feature:
chromatin_access_MH63_agront:
seq_for_item: 1
seq_key: sequence
label_key: label
eval_task: labels
data_split: ['train', 'test','eval']
sample_num: 100000
min_length: 1000
max_length: 1000
dataset_ratio: [0.8, 0.1, 0.1]
chromatin_access_ZS97_agront:
seq_for_item: 1
seq_key: sequence
label_key: label
eval_task: labels
data_split: ['train', 'test','eval']
sample_num: 100000
min_length: 1000
max_length: 1000
dataset_ratio: [0.8, 0.1, 0.1]
poly_a_japonica_agront:
seq_for_item: 1
seq_key: sequence
label_key: label
eval_task: classification
data_split: ['train', 'test']
sample_num: 140853
min_length: 400
max_length: 400
dataset_ratio: [0.86, 0.14]
label_train_counter: [(0, 80414), (1, 40207)]
label_test_counter: [(0, 13488), (1, 6744)]
poly_a_indica_agront:
seq_for_item: 1
seq_key: sequence
label_key: label
eval_task: classification
data_split: ['train', 'test']
sample_num: 114915
min_length: 400
max_length: 400
dataset_ratio: [0.85, 0.15]
label_train_counter: [(0, 65426), (1, 32713)]
label_test_counter: [(0, 11184), (1, 5592)]
bulk_gene_exp_agront:
seq_for_item: 1
seq_key: sequence
label_key: label
eval_task: regression
data_split: ['train', 'test','eval']
sample_num: 38648
min_length: 6000
max_length: 6000
dataset_ratio: [0.8, 0.1, 0.1]
chromatin_access_512:
seq_for_item: 1
seq_key: sequence
label_key: label
eval_task: labels
data_split: ['train', 'test','eval']
sample_num: 9991
min_length: 511
max_length: 511
dataset_ratio: [0.8, 0.1, 0.1]
Epigenetic_Marks_Prediction-Histone:
seq_for_item: 1
seq_key: sequence
label_key: label
eval_task: labels
data_split: ['train', 'test', 'eval']
sample_num: 100000
min_length: 708
max_length: 1024
dataset_ratio: [0.80, 0.10, 0.10]
smallRNA:
seq_for_item: 1
seq_key: sequence
label_key: label
eval_task: classification
data_split: ['train', 'test', 'eval']
sample_num: 189654
min_length: 16
max_length: 366
dataset_ratio: [0.80, 0.10, 0.10]
label_train_counter: [(0, 79942), (1, 71780)]
label_test_counter: [(0, 10085), (1, 8880)]
label_eval_counter: [(0, 9973), (1, 8993)]
splice_sites_labels:
seq_for_item: 1
seq_key: sequence
label_key: label
eval_task: classification
data_split: ['train', 'test', 'eval']
sample_num: 100000
min_length: 399
max_length: 399
dataset_ratio: [0.8, 0.1, 0.1]
label_train_counter: [(0, 72720), (1, 13788), (2, 13492)]
label_test_counter: [(0, 6652), (1, 1728), (2, 1620)]
label_eval_counter: [(0, 6603), (1, 1727), (2, 1670)]
RiceVar_512:
seq_for_item: 1
seq_key: sequence
label_key: label
eval_task: classification
data_split: ['train', 'test']
sample_num: 14979
min_length: 512
max_length: 512
dataset_ratio: [0.90, 0.10]
label_train_counter: [(0, 11667), (1, 1813)]
label_test_counter: [(0, 1312), (1, 187)]
enhancer_strength:
seq_for_item: 1
seq_key: sequence
label_key: label
eval_task: regression
data_split: ['train', 'test', 'eval']
sample_num: 12539
min_length: 700
max_length: 700
dataset_ratio: [0.8, 0.1, 0.1]
enhancer_regions:
seq_for_item: 1
seq_key: sequence
label_key: label
eval_task: classification
data_split: ['train', 'test']
sample_num: 10822
min_length: 367
max_length: 5803
dataset_ratio: [0.71, 0.29]
label_train_counter: [(0, 3833), (1, 3833)]
label_test_counter: [(0, 1578), (1, 1578)]
lncRNA:
seq_for_item: 1
seq_key: sequence
label_key: label
eval_task: classification
data_split: ['train', 'test', 'eval']
sample_num: 3238
min_length: 201
max_length: 6000
dataset_ratio: [0.80, 0.10, 0.10]
label_train_counter: [(0, 1643), (1, 947)]
label_test_counter: [(0, 201), (1, 124)]
label_eval_counter: [(0, 208), (1, 115)]
rice_nlr:
seq_for_item: 1
seq_key: sequence
label_key: label
eval_task: classification
data_split: ['train', 'test','eval']
sample_num: 22114
min_length: 156
max_length: 6000
dataset_ratio: [0.8, 0.1, 0.1]
label_train_counter: [(0, 12974), (1, 4717)]
label_test_counter: [(0, 1630), (1, 582)]
label_eval_counter: [(0, 1616), (1, 595)]
RiceVar_6k:
seq_for_item: 1
seq_key: sequence
label_key: label
eval_task: classification
data_split: ['train', 'test']
sample_num: 19979
min_length: 6000
max_length: 6000
dataset_ratio: [0.90, 0.10]
label_train_counter: [(0, 16209), (1, 1773)]
label_test_counter: [(0, 1773), (1, 224)]
RiceVar_8k:
seq_for_item: 1
seq_key: sequence
label_key: label
eval_task: classification
data_split: ['train', 'test']
sample_num: 14955
min_length: 8192
max_length: 8192
dataset_ratio: [0.90, 0.10]
label_train_counter: [(0, 11658), (1, 1777)]
label_test_counter: [(0, 1300), (1, 220)]
CDS_multilabel:
seq_for_item: 1
seq_key: sequence
label_key: label
eval_task: labels
data_split: ['train', 'test']
sample_num: 40396
min_length: 512
max_length: 512
dataset_ratio: [0.62, 0.38]
bulk_single_base_Callus:
seq_for_item: 1
seq_key: sequence
label_key: label
eval_task: regression
data_split: ['train', 'test','eval']
sample_num: 123989
min_length: 6000
max_length: 6000
dataset_ratio: [0.8, 0.1, 0.1]
sweep_region_psr:
seq_for_item: 1
seq_key: sequence
label_key: label
eval_task: classification
data_split: ['train', 'test', 'eval']
sample_num: 57836
min_length: 6000
max_length: 6000
dataset_ratio: [0.8, 0.1, 0.1]
label_train_counter: [(0, 30776), (1, 15492)]
label_test_counter: [(0, 3920), (1, 1865)]
label_eval_counter: [(0, 3858), (1, 1925)]
sweep_region_sor:
seq_for_item: 1
seq_key: sequence
label_key: label
eval_task: classification
data_split: ['train', 'test', 'eval']
sample_num: 48620
min_length: 6000
max_length: 6000
dataset_ratio: [0.8, 0.1, 0.1]
label_train_counter: [(0, 25892), (1, 13004)]
label_test_counter: [(0, 3271), (1, 1591)]
label_eval_counter: [(0, 3249), (1, 1613)]
sweep_region_8k:
seq_for_item: 1
seq_key: sequence
label_key: label
eval_task: classification
data_split: ['train', 'test']
sample_num: 21579
min_length: 8000
max_length: 8000
dataset_ratio: [0.8, 0.1, 0.1]
label_train_counter: [(0, 11498), (1, 5765)]
label_test_counter: [(0, 1413), (1, 744)]
label_eval_counter: [(0, 1475), (1, 684)]
sweep_region_32k:
seq_for_item: 1
seq_key: sequence
label_key: label
eval_task: classification
data_split: ['train', 'test']
sample_num: 9840
min_length: 32000
max_length: 32000
dataset_ratio: [0.8, 0.1, 0.1]
label_train_counter: [(0, 5262), (1, 2610)]
label_test_counter: [(0, 656), (1, 328)]
label_eval_counter: [(0, 642), (1, 342)]
sweep_region_100k:
seq_for_item: 1
seq_key: sequence
label_key: label
eval_task: classification
data_split: ['train', 'test']
sample_num: 7200
min_length: 100000
max_length: 100000
dataset_ratio: [0.8, 0.1, 0.1]
label_train_counter: [(0, 3859), (1, 1901)]
label_test_counter: [(0, 472), (1, 248)]
label_eval_counter: [(0, 469), (1, 251)]
varieties_classification_8k:
seq_for_item: 1
seq_key: sequence
label_key: label
eval_task: labels
data_split: ['train', 'test','eval']
sample_num: 300013
min_length: 8000
max_length: 8000
dataset_ratio: [0.8, 0.1, 0.1]
varieties_classification_32k:
seq_for_item: 1
seq_key: sequence
label_key: label
eval_task: labels
data_split: ['train', 'test','eval']
sample_num: 149906
min_length: 32000
max_length: 32000
dataset_ratio: [0.8, 0.1, 0.1]
varieties_classification_128k:
seq_for_item: 1
seq_key: sequence
label_key: label
eval_task: labels
data_split: ['train', 'test','eval']
sample_num: 149474
min_length: 128000
max_length: 128000
dataset_ratio: [0.8, 0.1, 0.1]