gb1 · Sequence CNN
reference_gb1_cnn_mr5_randomf0_20261105-005223
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 | 0.1404 | 0.9865 | 0.9858 | 0.9730 | 56072.0000 | 0.8821 | 244.0000 | 1.0000 | 1.7437 | 1.9362 | 0.0000 | 0.0000 | 0.9234 | 1.0000 | 1.7514 | 2.0942 | 0.2000 | 0.0000 | 0.9554 | 1.0000 | 1.7103 | 2.0975 | 0.3600 | 0.0000 | 0.9637 | 1.0000 | 1.3009 | 2.1992 | 0.8095 | 0.0000 | 0.9900 |
| validation | 0.2074 | 0.9799 | 0.9790 | 0.9602 | 18912.0000 | 0.8670 | 19.0000 | 1.0000 | 1.6833 | 1.9482 | 0.1000 | 0.0000 | 0.9363 | 1.0000 | 1.6616 | 2.1952 | 0.3400 | 0.0000 | 0.9658 | 1.0000 | 1.5975 | 2.1952 | 0.4900 | 0.0000 | 0.9663 | 1.0000 | 1.3138 | 2.1952 | 0.7937 | 0.0000 | 0.9882 |
| test | 0.2092 | 0.9797 | 0.9787 | 0.9597 | 18597.0000 | 0.8653 | 74.0000 | 1.0000 | 1.6441 | 1.9888 | 0.2000 | 0.0000 | 0.9225 | 1.0000 | 1.6181 | 2.1110 | 0.4000 | 0.0000 | 0.9613 | 1.0000 | 1.5894 | 2.5295 | 0.4500 | 0.0000 | 0.9723 | 1.0000 | 1.2912 | 2.5295 | 0.7955 | 0.0000 | 0.9870 |
Loss per epoch
training
validation
Config
name: reference_gb1_cnn_mr5_randomf0
task: dms
data:
dataset: gb1
encoding: one_hot,aa_index
split_dir: null
split_scheme: random
split_fold: 0
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