pab1 · Sequence CNN
reference_pab1_cnn_randomf3_20261104-155346
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 | captured_at_10 | hit_rate_at_50 | mean_at_50 | max_at_50 | precision_at_50 | captured_at_50 | hit_rate_at_100 | mean_at_100 | max_at_100 | precision_at_100 | captured_at_100 | hit_rate_at_1pct | mean_at_1pct | max_at_1pct | precision_at_1pct | captured_at_1pct | ||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| train | 0.2428 | 0.9676 | 0.9471 | 0.9356 | 2684.0000 | 0.1804 | 3116.0000 | 0.8000 | 0.3389 | 0.9945 | 0.1000 | 0.7445 | 0.8400 | 0.2266 | 0.9945 | 0.0400 | 0.7702 | 0.7700 | 0.2166 | 1.2069 | 0.0700 | 0.8012 | 0.7102 | 0.1425 | 1.2069 | 0.0980 | 0.8210 | ||||
| validation | 0.5056 | 0.9301 | 0.9179 | 0.8645 | 915.0000 | 0.0281 | 942.0000 | 0.8000 | 0.1541 | 0.4383 | 0.0000 | 0.0000 | 0.7278 | 0.5200 | 0.0113 | 0.4383 | 0.0000 | 0.0000 | 0.7418 | 0.5800 | -0.0007 | 0.8505 | 0.0700 | 0.0000 | 0.7722 | 0.5244 | -0.0315 | 0.8505 | 0.0244 | 0.0000 | 0.7496 |
| test | 0.4997 | 0.9305 | 0.9232 | 0.8653 | 917.0000 | 0.1196 | 85.0000 | 0.6000 | 0.0497 | 0.2893 | 0.0000 | 0.0000 | 0.6893 | 0.6200 | -0.0008 | 0.6046 | 0.0200 | 0.0000 | 0.7430 | 0.6000 | 0.0457 | 1.1615 | 0.0700 | 0.0000 | 0.7970 | 0.5976 | 0.0402 | 0.8744 | 0.0732 | 0.0000 | 0.7839 |
Loss per epoch
training
validation
Config
name: reference_pab1_cnn_randomf3
task: dms
data:
dataset: pab1
encoding: one_hot,aa_index
split_dir: null
split_scheme: random
split_fold: 3
model:
name: cnn
conv:
- - 128
- 17
- - 128
- 17
- - 128
- 17
hidden:
- 100
dropout: 0.2
train:
epochs: 300
batch_size: 128
learning_rate: 0.0001
patience: 15
min_delta: 1.0e-05
seed: 7