| exp_name: EnvSSD_wavlm_Nes2Net_NoAug_seed42 | |
| output_dir: ./outputs/batch5_EnvSSD/ | |
| seed: 42 | |
| data: | |
| sampling_rate: 16000 | |
| label_map: | |
| bonafide: 1 | |
| spoof: 0 | |
| train: | |
| dataset_type: StandardDataset | |
| parquet_files: | |
| - /netscratch/yelkheir/DeepFense/DeepFense/deepfense/config/parquets/EnvSSD/envssd_train.parquet | |
| dataset_names: | |
| - EnvSSD_Train | |
| batch_size: 32 | |
| shuffle: true | |
| num_workers: 4 | |
| base_transform: | |
| - type: pad | |
| max_len: 64000 | |
| random_pad: true | |
| pad_type: repeat | |
| augment_transform: [] | |
| val: | |
| dataset_type: StandardDataset | |
| parquet_files: | |
| - /netscratch/yelkheir/DeepFense/DeepFense/deepfense/config/parquets/EnvSSD/envssd_val.parquet | |
| dataset_names: | |
| - EnvSSD_Val | |
| batch_size: 32 | |
| shuffle: false | |
| num_workers: 4 | |
| base_transform: | |
| - type: pad | |
| max_len: 64000 | |
| pad_type: repeat | |
| model: | |
| type: StandardDetector | |
| frontend: | |
| type: wavlm | |
| args: | |
| ckpt_path: /netscratch/yelkheir/ssl_models/WavLM-Large.pt | |
| freeze: false | |
| source: unil | |
| backend: | |
| type: Nes2Net | |
| loss: | |
| - type: CrossEntropy | |
| embedding_dim: 1024 | |
| n_classes: 2 | |
| weight: 1.0 | |
| training: | |
| trainer: StandardTrainer | |
| epochs: 100 | |
| early_stopping_patience: 7 | |
| optimizer: | |
| type: adam | |
| lr: 1.0e-06 | |
| metrics: | |
| ACC: {} | |
| EER: {} | |
| eval_every_epochs: 1 | |
| device: cuda | |
| output_dir: ./outputs/batch5_EnvSSD/EnvSSD_wavlm_Nes2Net_NoAug_seed42_20251227_221937 | |