pab1 · Sequence CNN
reference_pab1_cnn_randomf1_20261104-152538
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 | 0.2963 | 0.9596 | 0.9375 | 0.9207 | 2683.0000 | 0.1038 | 2393.0000 | 0.7000 | 0.1060 | 0.3739 | 0.0000 | 0.6858 | 0.7800 | 0.1362 | 0.8505 | 0.0200 | 0.7523 | 0.7900 | 0.1505 | 0.8698 | 0.0400 | 0.7866 | 0.6980 | 0.1030 | 0.8698 | 0.0939 | 0.8118 | ||||
| validation | 0.5052 | 0.9311 | 0.9186 | 0.8669 | 935.0000 | 0.0906 | 597.0000 | 0.6000 | 0.0682 | 0.8395 | 0.0000 | 0.0000 | 0.6800 | 0.7000 | 0.0876 | 0.8395 | 0.0200 | 0.0000 | 0.7600 | 0.7400 | 0.0919 | 0.9945 | 0.1000 | 0.0000 | 0.8020 | 0.7073 | 0.0653 | 0.8395 | 0.0488 | 0.0000 | 0.7803 |
| test | 0.4712 | 0.9350 | 0.9184 | 0.8740 | 898.0000 | 0.0892 | 2785.0000 | 0.5000 | 0.1002 | 0.4835 | 0.0000 | 0.0000 | 0.6913 | 0.6800 | 0.0555 | 0.8419 | 0.0600 | 0.0000 | 0.7540 | 0.6900 | 0.0658 | 0.8420 | 0.0600 | 0.0000 | 0.7952 | 0.6829 | 0.0695 | 0.8420 | 0.0732 | 0.0000 | 0.7854 |
Loss per epoch
training
validation
Config
name: reference_pab1_cnn_randomf1
task: dms
data:
dataset: pab1
encoding: one_hot,aa_index
split_dir: null
split_scheme: random
split_fold: 1
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