gb1 · Sequence CNN
reference_gb1_cnn_mr5_randomf1_20261105-011131
Metrics
| Set | mse | pearsonr | spearmanr | r2 | above_wt_n | above_wt_spearmanr | budget_to_max | hit_rate_at_10 | mean_at_10 | max_at_10 | precision_at_10 | tie_share_at_10 | captured_at_10 | hit_rate_at_50 | mean_at_50 | max_at_50 | precision_at_50 | tie_share_at_50 | captured_at_50 | hit_rate_at_100 | mean_at_100 | max_at_100 | precision_at_100 | tie_share_at_100 | captured_at_100 | hit_rate_at_1pct | mean_at_1pct | max_at_1pct | precision_at_1pct | tie_share_at_1pct | captured_at_1pct |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| train | 0.1618 | 0.9845 | 0.9837 | 0.9688 | 55995.0000 | 0.8862 | 24.0000 | 1.0000 | 1.7432 | 1.8527 | 0.0000 | 0.0000 | 0.9131 | 1.0000 | 1.7137 | 2.5295 | 0.2000 | 0.0000 | 0.9461 | 1.0000 | 1.6810 | 2.5295 | 0.3400 | 0.0000 | 0.9581 | 1.0000 | 1.3096 | 2.5295 | 0.8344 | 0.0000 | 0.9916 |
| validation | 0.2129 | 0.9795 | 0.9780 | 0.9591 | 18674.0000 | 0.8741 | 128.0000 | 1.0000 | 1.7383 | 1.9362 | 0.1000 | 0.0000 | 0.9492 | 1.0000 | 1.7040 | 2.0176 | 0.4600 | 0.0000 | 0.9753 | 1.0000 | 1.6366 | 2.0176 | 0.5700 | 0.0000 | 0.9775 | 1.0000 | 1.2885 | 2.0975 | 0.7993 | 0.0000 | 0.9882 |
| test | 0.2118 | 0.9796 | 0.9784 | 0.9593 | 18912.0000 | 0.8758 | 37.0000 | 1.0000 | 1.6577 | 1.8089 | 0.0000 | 0.0000 | 0.9304 | 1.0000 | 1.6623 | 2.1952 | 0.3400 | 0.0000 | 0.9660 | 1.0000 | 1.6288 | 2.1952 | 0.5000 | 0.0000 | 0.9739 | 1.0000 | 1.3191 | 2.1952 | 0.8226 | 0.0000 | 0.9896 |
Loss per epoch
training
validation
Config
name: reference_gb1_cnn_mr5_randomf1
task: dms
data:
dataset: gb1
encoding: one_hot,aa_index
split_dir: null
split_scheme: random
split_fold: 1
min_reads: 5
model:
name: cnn
conv:
- - 128
- 17
- - 128
- 17
- - 128
- 17
hidden:
- 100
dropout: 0.2
train:
epochs: 300
batch_size: 32
learning_rate: 0.0001
patience: 15
min_delta: 1.0e-05
seed: 7