SibiTransRun 2025-10-12_12-06-52 — adamw_swish_bigbatch
Config
json
{
"tag": "adamw_swish_bigbatch",
"layers": [
640,
320,
160
],
"dropouts": [
0.12,
0.2,
0.2
],
"input_dropout": 0.05,
"activation": "swish",
"optimizer": "adam",
"custom_optimizer": "adamw",
"weight_decay": 0.0001,
"lr": 0.0008,
"epochs": 120,
"batch": 512,
"use_smote": true,
"test_size": 0.15,
"val_size": 0.15,
"early_stop_patience": 16,
"reduce_lr": true,
"rlr_factor": 0.5,
"rlr_patience": 6
}
Results
- Accuracy: 0.9485
- Macro F1 (macro avg): 0.9468
- Weighted F1 (weighted avg): 0.9480
- Test Loss: 0.2097
- Best Val Acc: 0.9729
- Min Val Loss: 0.1484
Training History
- Epochs: 120
- Last Train Acc: 0.9354
- Last Val Acc: 0.9716
Dataset (EDA)
- Jumlah kelas: 26
- Jumlah sampel: 13979
- Min per kelas: 356, Max per kelas: 689
- Imbalance ratio (max/min): 1.935
Plots
- curves:
\runs\adamw_swish_bigbatch\2025-10-12_12-06-52\plots\curves.png)
- confusion_matrix_annot:
\runs\adamw_swish_bigbatch\2025-10-12_12-06-52\metrics\confusion_matrix_annot.png)
- confusion_matrix_norm_annot:
\runs\adamw_swish_bigbatch\2025-10-12_12-06-52\metrics\confusion_matrix_norm_annot.png)
- per_class_f1:
\runs\adamw_swish_bigbatch\2025-10-12_12-06-52\metrics\per_class_f1.png)
Artifacts
keypoint_classifier.keras:D:\Dhika\(KULIAH)\'Skripsi\Github\Fix_TA_Project\Fix_TA_Project\1. Workspace\1. MLP\0.Hasil_Eksperiment\Batch\Eksperiment\Dataset(500)\runs\adamw_swish_bigbatch\2025-10-12_12-06-52\artifacts\keypoint_classifier.keraskeypoint_classifier_float32.tflite:D:\Dhika\(KULIAH)\'Skripsi\Github\Fix_TA_Project\Fix_TA_Project\1. Workspace\1. MLP\0.Hasil_Eksperiment\Batch\Eksperiment\Dataset(500)\runs\adamw_swish_bigbatch\2025-10-12_12-06-52\artifacts\keypoint_classifier_float32.tflitekeypoint_classifier_int8_dynamic.tflite:D:\Dhika\(KULIAH)\'Skripsi\Github\Fix_TA_Project\Fix_TA_Project\1. Workspace\1. MLP\0.Hasil_Eksperiment\Batch\Eksperiment\Dataset(500)\runs\adamw_swish_bigbatch\2025-10-12_12-06-52\artifacts\keypoint_classifier_int8_dynamic.tflitelabel_map.json:D:\Dhika\(KULIAH)\'Skripsi\Github\Fix_TA_Project\Fix_TA_Project\1. Workspace\1. MLP\0.Hasil_Eksperiment\Batch\Eksperiment\Dataset(500)\runs\adamw_swish_bigbatch\2025-10-12_12-06-52\artifacts\label_map.json
Sumber Data
- Direktori:
D:\Dhika\(KULIAH)\'Skripsi\Github\Fix_TA_Project\Fix_TA_Project\1. Workspace\1. MLP\0.Hasil_Eksperiment\Batch\Eksperiment\Dataset(500)\runs\adamw_swish_bigbatch\2025-10-12_12-06-52 - README: ada