kfold v2: clip_openai_kfold.json
Browse files
kfold/cnn_clip/clip_openai_kfold.json
ADDED
|
@@ -0,0 +1,1802 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"fold": 0,
|
| 4 |
+
"best_val_f1": 0.8340725701188878,
|
| 5 |
+
"val_acc": 0.7942297223734349,
|
| 6 |
+
"val_f1": 0.8340725701188878,
|
| 7 |
+
"val_roc_auc": 0.9817025712104911,
|
| 8 |
+
"val_ece": 0.01160243246450853,
|
| 9 |
+
"history": [
|
| 10 |
+
{
|
| 11 |
+
"epoch": 0,
|
| 12 |
+
"loss": 1.6387788867638782,
|
| 13 |
+
"val_acc": 0.5291235710397387,
|
| 14 |
+
"val_f1": 0.5742889700941753,
|
| 15 |
+
"dt": 254.75258421897888
|
| 16 |
+
},
|
| 17 |
+
{
|
| 18 |
+
"epoch": 1,
|
| 19 |
+
"loss": 1.5677389489539568,
|
| 20 |
+
"val_acc": 0.590364725095264,
|
| 21 |
+
"val_f1": 0.6001939517020417,
|
| 22 |
+
"dt": 268.07455348968506
|
| 23 |
+
},
|
| 24 |
+
{
|
| 25 |
+
"epoch": 2,
|
| 26 |
+
"loss": 1.5840842599183127,
|
| 27 |
+
"val_acc": 0.514697876973326,
|
| 28 |
+
"val_f1": 0.5605237008299173,
|
| 29 |
+
"dt": 253.75372171401978
|
| 30 |
+
},
|
| 31 |
+
{
|
| 32 |
+
"epoch": 3,
|
| 33 |
+
"loss": 1.501359635318806,
|
| 34 |
+
"val_acc": 0.5264017419706043,
|
| 35 |
+
"val_f1": 0.5668178413180802,
|
| 36 |
+
"dt": 255.46185302734375
|
| 37 |
+
},
|
| 38 |
+
{
|
| 39 |
+
"epoch": 4,
|
| 40 |
+
"loss": 1.4909367800278341,
|
| 41 |
+
"val_acc": 0.5383777898747959,
|
| 42 |
+
"val_f1": 0.5123078278156268,
|
| 43 |
+
"dt": 255.54248309135437
|
| 44 |
+
},
|
| 45 |
+
{
|
| 46 |
+
"epoch": 5,
|
| 47 |
+
"loss": 1.4826701323710756,
|
| 48 |
+
"val_acc": 0.5691344583560153,
|
| 49 |
+
"val_f1": 0.602372234568561,
|
| 50 |
+
"dt": 255.75007247924805
|
| 51 |
+
},
|
| 52 |
+
{
|
| 53 |
+
"epoch": 6,
|
| 54 |
+
"loss": 1.4807888295395961,
|
| 55 |
+
"val_acc": 0.43794229722373434,
|
| 56 |
+
"val_f1": 0.4724096501852455,
|
| 57 |
+
"dt": 256.43208050727844
|
| 58 |
+
},
|
| 59 |
+
{
|
| 60 |
+
"epoch": 7,
|
| 61 |
+
"loss": 1.4739130027673344,
|
| 62 |
+
"val_acc": 0.5560696788241698,
|
| 63 |
+
"val_f1": 0.5783774965396051,
|
| 64 |
+
"dt": 254.88783812522888
|
| 65 |
+
},
|
| 66 |
+
{
|
| 67 |
+
"epoch": 8,
|
| 68 |
+
"loss": 1.4687286611475976,
|
| 69 |
+
"val_acc": 0.6061513336962439,
|
| 70 |
+
"val_f1": 0.6151517919491706,
|
| 71 |
+
"dt": 250.4158730506897
|
| 72 |
+
},
|
| 73 |
+
{
|
| 74 |
+
"epoch": 9,
|
| 75 |
+
"loss": 1.392370144785879,
|
| 76 |
+
"val_acc": 0.5911812738160044,
|
| 77 |
+
"val_f1": 0.6088846766130593,
|
| 78 |
+
"dt": 256.8051047325134
|
| 79 |
+
},
|
| 80 |
+
{
|
| 81 |
+
"epoch": 10,
|
| 82 |
+
"loss": 1.4232498748889417,
|
| 83 |
+
"val_acc": 0.6385410996189439,
|
| 84 |
+
"val_f1": 0.6565407128793929,
|
| 85 |
+
"dt": 257.5033893585205
|
| 86 |
+
},
|
| 87 |
+
{
|
| 88 |
+
"epoch": 11,
|
| 89 |
+
"loss": 1.385750658761442,
|
| 90 |
+
"val_acc": 0.6058791507893304,
|
| 91 |
+
"val_f1": 0.6340229481538698,
|
| 92 |
+
"dt": 256.41832733154297
|
| 93 |
+
},
|
| 94 |
+
{
|
| 95 |
+
"epoch": 12,
|
| 96 |
+
"loss": 1.3273938518983346,
|
| 97 |
+
"val_acc": 0.6099618943930322,
|
| 98 |
+
"val_f1": 0.620794736045004,
|
| 99 |
+
"dt": 256.50157475471497
|
| 100 |
+
},
|
| 101 |
+
{
|
| 102 |
+
"epoch": 13,
|
| 103 |
+
"loss": 1.3671575743128792,
|
| 104 |
+
"val_acc": 0.5756668481219379,
|
| 105 |
+
"val_f1": 0.5753520647037291,
|
| 106 |
+
"dt": 255.896550655365
|
| 107 |
+
},
|
| 108 |
+
{
|
| 109 |
+
"epoch": 14,
|
| 110 |
+
"loss": 1.3295491646837305,
|
| 111 |
+
"val_acc": 0.6303756124115406,
|
| 112 |
+
"val_f1": 0.6552213856472779,
|
| 113 |
+
"dt": 255.34138011932373
|
| 114 |
+
},
|
| 115 |
+
{
|
| 116 |
+
"epoch": 15,
|
| 117 |
+
"loss": 1.3312393872306758,
|
| 118 |
+
"val_acc": 0.5315732172019597,
|
| 119 |
+
"val_f1": 0.5728518185974842,
|
| 120 |
+
"dt": 255.88066220283508
|
| 121 |
+
},
|
| 122 |
+
{
|
| 123 |
+
"epoch": 16,
|
| 124 |
+
"loss": 1.3015093957936321,
|
| 125 |
+
"val_acc": 0.5841045182362548,
|
| 126 |
+
"val_f1": 0.6335806187209123,
|
| 127 |
+
"dt": 255.75309491157532
|
| 128 |
+
},
|
| 129 |
+
{
|
| 130 |
+
"epoch": 17,
|
| 131 |
+
"loss": 1.2756436941151006,
|
| 132 |
+
"val_acc": 0.5511703864997278,
|
| 133 |
+
"val_f1": 0.5809199252184325,
|
| 134 |
+
"dt": 255.82992386817932
|
| 135 |
+
},
|
| 136 |
+
{
|
| 137 |
+
"epoch": 18,
|
| 138 |
+
"loss": 1.2666122671825435,
|
| 139 |
+
"val_acc": 0.6448013064779532,
|
| 140 |
+
"val_f1": 0.6603482880216639,
|
| 141 |
+
"dt": 256.0762779712677
|
| 142 |
+
},
|
| 143 |
+
{
|
| 144 |
+
"epoch": 19,
|
| 145 |
+
"loss": 1.2845763919919664,
|
| 146 |
+
"val_acc": 0.645890038105607,
|
| 147 |
+
"val_f1": 0.6617750853188842,
|
| 148 |
+
"dt": 255.71145677566528
|
| 149 |
+
},
|
| 150 |
+
{
|
| 151 |
+
"epoch": 20,
|
| 152 |
+
"loss": 1.270317125294463,
|
| 153 |
+
"val_acc": 0.6311921611322809,
|
| 154 |
+
"val_f1": 0.6717547766828391,
|
| 155 |
+
"dt": 256.7785747051239
|
| 156 |
+
},
|
| 157 |
+
{
|
| 158 |
+
"epoch": 21,
|
| 159 |
+
"loss": 1.2838471377337421,
|
| 160 |
+
"val_acc": 0.6567773543821448,
|
| 161 |
+
"val_f1": 0.6802777179998951,
|
| 162 |
+
"dt": 256.58162450790405
|
| 163 |
+
},
|
| 164 |
+
{
|
| 165 |
+
"epoch": 22,
|
| 166 |
+
"loss": 1.267343797974597,
|
| 167 |
+
"val_acc": 0.6948829613500273,
|
| 168 |
+
"val_f1": 0.7112855399724437,
|
| 169 |
+
"dt": 256.615332365036
|
| 170 |
+
},
|
| 171 |
+
{
|
| 172 |
+
"epoch": 23,
|
| 173 |
+
"loss": 1.1828002763469754,
|
| 174 |
+
"val_acc": 0.6755579749591726,
|
| 175 |
+
"val_f1": 0.7144939075609975,
|
| 176 |
+
"dt": 256.87884974479675
|
| 177 |
+
},
|
| 178 |
+
{
|
| 179 |
+
"epoch": 24,
|
| 180 |
+
"loss": 1.1770933411349918,
|
| 181 |
+
"val_acc": 0.6804572672836146,
|
| 182 |
+
"val_f1": 0.7096223256362177,
|
| 183 |
+
"dt": 256.04062390327454
|
| 184 |
+
},
|
| 185 |
+
{
|
| 186 |
+
"epoch": 25,
|
| 187 |
+
"loss": 1.156128898295442,
|
| 188 |
+
"val_acc": 0.7144801306477954,
|
| 189 |
+
"val_f1": 0.7387067771511697,
|
| 190 |
+
"dt": 256.14122128486633
|
| 191 |
+
},
|
| 192 |
+
{
|
| 193 |
+
"epoch": 26,
|
| 194 |
+
"loss": 1.1334518342885576,
|
| 195 |
+
"val_acc": 0.7109417528579205,
|
| 196 |
+
"val_f1": 0.744173772942873,
|
| 197 |
+
"dt": 256.00909972190857
|
| 198 |
+
},
|
| 199 |
+
{
|
| 200 |
+
"epoch": 27,
|
| 201 |
+
"loss": 1.0590970596716553,
|
| 202 |
+
"val_acc": 0.6709308655416439,
|
| 203 |
+
"val_f1": 0.7044272712758934,
|
| 204 |
+
"dt": 255.92076468467712
|
| 205 |
+
},
|
| 206 |
+
{
|
| 207 |
+
"epoch": 28,
|
| 208 |
+
"loss": 1.0347431962396585,
|
| 209 |
+
"val_acc": 0.7280892759934676,
|
| 210 |
+
"val_f1": 0.7589455658244508,
|
| 211 |
+
"dt": 256.0364966392517
|
| 212 |
+
},
|
| 213 |
+
{
|
| 214 |
+
"epoch": 29,
|
| 215 |
+
"loss": 1.0669827461242676,
|
| 216 |
+
"val_acc": 0.7120304844855743,
|
| 217 |
+
"val_f1": 0.7550409725999413,
|
| 218 |
+
"dt": 251.9511318206787
|
| 219 |
+
},
|
| 220 |
+
{
|
| 221 |
+
"epoch": 30,
|
| 222 |
+
"loss": 1.0714672350026424,
|
| 223 |
+
"val_acc": 0.7245508982035929,
|
| 224 |
+
"val_f1": 0.759968581773447,
|
| 225 |
+
"dt": 256.2834122180939
|
| 226 |
+
},
|
| 227 |
+
{
|
| 228 |
+
"epoch": 31,
|
| 229 |
+
"loss": 1.0292148503732577,
|
| 230 |
+
"val_acc": 0.7463255307566685,
|
| 231 |
+
"val_f1": 0.7762748365389909,
|
| 232 |
+
"dt": 254.9585587978363
|
| 233 |
+
},
|
| 234 |
+
{
|
| 235 |
+
"epoch": 32,
|
| 236 |
+
"loss": 0.9808647404698765,
|
| 237 |
+
"val_acc": 0.7346216657593904,
|
| 238 |
+
"val_f1": 0.7727874541582889,
|
| 239 |
+
"dt": 255.27177786827087
|
| 240 |
+
},
|
| 241 |
+
{
|
| 242 |
+
"epoch": 33,
|
| 243 |
+
"loss": 0.9819812079919968,
|
| 244 |
+
"val_acc": 0.7376156777354382,
|
| 245 |
+
"val_f1": 0.7774724054381433,
|
| 246 |
+
"dt": 251.47628927230835
|
| 247 |
+
},
|
| 248 |
+
{
|
| 249 |
+
"epoch": 34,
|
| 250 |
+
"loss": 0.9664127268952222,
|
| 251 |
+
"val_acc": 0.7708219923788786,
|
| 252 |
+
"val_f1": 0.8015615897755127,
|
| 253 |
+
"dt": 256.85927081108093
|
| 254 |
+
},
|
| 255 |
+
{
|
| 256 |
+
"epoch": 35,
|
| 257 |
+
"loss": 0.9997894837965373,
|
| 258 |
+
"val_acc": 0.758845944474687,
|
| 259 |
+
"val_f1": 0.7912393516160487,
|
| 260 |
+
"dt": 257.9173250198364
|
| 261 |
+
},
|
| 262 |
+
{
|
| 263 |
+
"epoch": 36,
|
| 264 |
+
"loss": 0.9518916923106366,
|
| 265 |
+
"val_acc": 0.7468698965704954,
|
| 266 |
+
"val_f1": 0.7855516508971835,
|
| 267 |
+
"dt": 256.92284870147705
|
| 268 |
+
},
|
| 269 |
+
{
|
| 270 |
+
"epoch": 37,
|
| 271 |
+
"loss": 0.9624754033641878,
|
| 272 |
+
"val_acc": 0.7857920522591181,
|
| 273 |
+
"val_f1": 0.8169345904707075,
|
| 274 |
+
"dt": 255.27377223968506
|
| 275 |
+
},
|
| 276 |
+
{
|
| 277 |
+
"epoch": 38,
|
| 278 |
+
"loss": 0.9260187242545334,
|
| 279 |
+
"val_acc": 0.7610234077299945,
|
| 280 |
+
"val_f1": 0.8083075753553404,
|
| 281 |
+
"dt": 256.4721176624298
|
| 282 |
+
},
|
| 283 |
+
{
|
| 284 |
+
"epoch": 39,
|
| 285 |
+
"loss": 0.8958104591743619,
|
| 286 |
+
"val_acc": 0.7923244420250408,
|
| 287 |
+
"val_f1": 0.8276082560984556,
|
| 288 |
+
"dt": 251.50909686088562
|
| 289 |
+
},
|
| 290 |
+
{
|
| 291 |
+
"epoch": 40,
|
| 292 |
+
"loss": 0.8917136562415977,
|
| 293 |
+
"val_acc": 0.7713663581927055,
|
| 294 |
+
"val_f1": 0.8140238272249878,
|
| 295 |
+
"dt": 254.6954369544983
|
| 296 |
+
},
|
| 297 |
+
{
|
| 298 |
+
"epoch": 41,
|
| 299 |
+
"loss": 0.8694353578267274,
|
| 300 |
+
"val_acc": 0.7836145890038105,
|
| 301 |
+
"val_f1": 0.8246333153736428,
|
| 302 |
+
"dt": 256.0434355735779
|
| 303 |
+
},
|
| 304 |
+
{
|
| 305 |
+
"epoch": 42,
|
| 306 |
+
"loss": 0.8667691241227463,
|
| 307 |
+
"val_acc": 0.7811649428415895,
|
| 308 |
+
"val_f1": 0.8248081597763435,
|
| 309 |
+
"dt": 255.7757272720337
|
| 310 |
+
},
|
| 311 |
+
{
|
| 312 |
+
"epoch": 43,
|
| 313 |
+
"loss": 0.8695005132352085,
|
| 314 |
+
"val_acc": 0.7836145890038105,
|
| 315 |
+
"val_f1": 0.825635399160085,
|
| 316 |
+
"dt": 255.53631210327148
|
| 317 |
+
},
|
| 318 |
+
{
|
| 319 |
+
"epoch": 44,
|
| 320 |
+
"loss": 0.856717913596199,
|
| 321 |
+
"val_acc": 0.7917800762112139,
|
| 322 |
+
"val_f1": 0.8327955060371008,
|
| 323 |
+
"dt": 255.22421169281006
|
| 324 |
+
},
|
| 325 |
+
{
|
| 326 |
+
"epoch": 45,
|
| 327 |
+
"loss": 0.8573313959933054,
|
| 328 |
+
"val_acc": 0.789330430048993,
|
| 329 |
+
"val_f1": 0.8318129172593635,
|
| 330 |
+
"dt": 256.77953338623047
|
| 331 |
+
},
|
| 332 |
+
{
|
| 333 |
+
"epoch": 46,
|
| 334 |
+
"loss": 0.8701897777438423,
|
| 335 |
+
"val_acc": 0.7942297223734349,
|
| 336 |
+
"val_f1": 0.8340725701188878,
|
| 337 |
+
"dt": 253.90346550941467
|
| 338 |
+
},
|
| 339 |
+
{
|
| 340 |
+
"epoch": 47,
|
| 341 |
+
"loss": 0.8743213580714332,
|
| 342 |
+
"val_acc": 0.7885138813282526,
|
| 343 |
+
"val_f1": 0.8311146580871325,
|
| 344 |
+
"dt": 256.0789155960083
|
| 345 |
+
},
|
| 346 |
+
{
|
| 347 |
+
"epoch": 48,
|
| 348 |
+
"loss": 0.8675483759971485,
|
| 349 |
+
"val_acc": 0.7896026129559064,
|
| 350 |
+
"val_f1": 0.8313855256518181,
|
| 351 |
+
"dt": 256.6653456687927
|
| 352 |
+
},
|
| 353 |
+
{
|
| 354 |
+
"epoch": 49,
|
| 355 |
+
"loss": 0.8373122567509774,
|
| 356 |
+
"val_acc": 0.791235710397387,
|
| 357 |
+
"val_f1": 0.8328387359426805,
|
| 358 |
+
"dt": 255.3529498577118
|
| 359 |
+
}
|
| 360 |
+
]
|
| 361 |
+
},
|
| 362 |
+
{
|
| 363 |
+
"fold": 1,
|
| 364 |
+
"best_val_f1": 0.8511927193469824,
|
| 365 |
+
"val_acc": 0.8105606967882417,
|
| 366 |
+
"val_f1": 0.8511927193469824,
|
| 367 |
+
"val_roc_auc": 0.9814238798583121,
|
| 368 |
+
"val_ece": 0.01888639966982112,
|
| 369 |
+
"history": [
|
| 370 |
+
{
|
| 371 |
+
"epoch": 0,
|
| 372 |
+
"loss": 2.188208062404641,
|
| 373 |
+
"val_acc": 0.27762656505171474,
|
| 374 |
+
"val_f1": 0.24846407974938045,
|
| 375 |
+
"dt": 257.6709780693054
|
| 376 |
+
},
|
| 377 |
+
{
|
| 378 |
+
"epoch": 1,
|
| 379 |
+
"loss": 1.87623883228676,
|
| 380 |
+
"val_acc": 0.2694610778443114,
|
| 381 |
+
"val_f1": 0.2698332101840646,
|
| 382 |
+
"dt": 268.28896045684814
|
| 383 |
+
},
|
| 384 |
+
{
|
| 385 |
+
"epoch": 2,
|
| 386 |
+
"loss": 1.803260142766832,
|
| 387 |
+
"val_acc": 0.3753402286336418,
|
| 388 |
+
"val_f1": 0.39392951125697256,
|
| 389 |
+
"dt": 256.8208055496216
|
| 390 |
+
},
|
| 391 |
+
{
|
| 392 |
+
"epoch": 3,
|
| 393 |
+
"loss": 1.7193388801254739,
|
| 394 |
+
"val_acc": 0.3859553620032662,
|
| 395 |
+
"val_f1": 0.40585221208589556,
|
| 396 |
+
"dt": 255.95604872703552
|
| 397 |
+
},
|
| 398 |
+
{
|
| 399 |
+
"epoch": 4,
|
| 400 |
+
"loss": 1.6648019562619445,
|
| 401 |
+
"val_acc": 0.42732716385410996,
|
| 402 |
+
"val_f1": 0.43694244396781085,
|
| 403 |
+
"dt": 255.93530988693237
|
| 404 |
+
},
|
| 405 |
+
{
|
| 406 |
+
"epoch": 5,
|
| 407 |
+
"loss": 1.5932920355682538,
|
| 408 |
+
"val_acc": 0.47768100163309746,
|
| 409 |
+
"val_f1": 0.49620314505762153,
|
| 410 |
+
"dt": 256.11377024650574
|
| 411 |
+
},
|
| 412 |
+
{
|
| 413 |
+
"epoch": 6,
|
| 414 |
+
"loss": 1.551013600462662,
|
| 415 |
+
"val_acc": 0.5171475231355471,
|
| 416 |
+
"val_f1": 0.5196677527560369,
|
| 417 |
+
"dt": 256.50704646110535
|
| 418 |
+
},
|
| 419 |
+
{
|
| 420 |
+
"epoch": 7,
|
| 421 |
+
"loss": 1.503512763639421,
|
| 422 |
+
"val_acc": 0.49101796407185627,
|
| 423 |
+
"val_f1": 0.4855952352411569,
|
| 424 |
+
"dt": 257.3039093017578
|
| 425 |
+
},
|
| 426 |
+
{
|
| 427 |
+
"epoch": 8,
|
| 428 |
+
"loss": 1.47916841506958,
|
| 429 |
+
"val_acc": 0.5802939575394666,
|
| 430 |
+
"val_f1": 0.6145087933282994,
|
| 431 |
+
"dt": 255.0481927394867
|
| 432 |
+
},
|
| 433 |
+
{
|
| 434 |
+
"epoch": 9,
|
| 435 |
+
"loss": 1.430696617803802,
|
| 436 |
+
"val_acc": 0.5351115949918345,
|
| 437 |
+
"val_f1": 0.5593444534623165,
|
| 438 |
+
"dt": 256.2300491333008
|
| 439 |
+
},
|
| 440 |
+
{
|
| 441 |
+
"epoch": 10,
|
| 442 |
+
"loss": 1.3808341691177135,
|
| 443 |
+
"val_acc": 0.5612411540555253,
|
| 444 |
+
"val_f1": 0.5872342955976546,
|
| 445 |
+
"dt": 256.2215778827667
|
| 446 |
+
},
|
| 447 |
+
{
|
| 448 |
+
"epoch": 11,
|
| 449 |
+
"loss": 1.389123877149262,
|
| 450 |
+
"val_acc": 0.5636908002177463,
|
| 451 |
+
"val_f1": 0.5719768467188017,
|
| 452 |
+
"dt": 255.71699738502502
|
| 453 |
+
},
|
| 454 |
+
{
|
| 455 |
+
"epoch": 12,
|
| 456 |
+
"loss": 1.3763249371046593,
|
| 457 |
+
"val_acc": 0.6148611867174741,
|
| 458 |
+
"val_f1": 0.6368867017990676,
|
| 459 |
+
"dt": 256.32048869132996
|
| 460 |
+
},
|
| 461 |
+
{
|
| 462 |
+
"epoch": 13,
|
| 463 |
+
"loss": 1.29796034941746,
|
| 464 |
+
"val_acc": 0.6053347849755035,
|
| 465 |
+
"val_f1": 0.625668993346473,
|
| 466 |
+
"dt": 254.63797998428345
|
| 467 |
+
},
|
| 468 |
+
{
|
| 469 |
+
"epoch": 14,
|
| 470 |
+
"loss": 1.303856217393688,
|
| 471 |
+
"val_acc": 0.6219379422972238,
|
| 472 |
+
"val_f1": 0.658355551964055,
|
| 473 |
+
"dt": 253.7563395500183
|
| 474 |
+
},
|
| 475 |
+
{
|
| 476 |
+
"epoch": 15,
|
| 477 |
+
"loss": 1.2925090074279468,
|
| 478 |
+
"val_acc": 0.6428960261295591,
|
| 479 |
+
"val_f1": 0.6732591297015309,
|
| 480 |
+
"dt": 253.6375710964203
|
| 481 |
+
},
|
| 482 |
+
{
|
| 483 |
+
"epoch": 16,
|
| 484 |
+
"loss": 1.2492333699285594,
|
| 485 |
+
"val_acc": 0.6592270005443658,
|
| 486 |
+
"val_f1": 0.6924207431734793,
|
| 487 |
+
"dt": 255.59490203857422
|
| 488 |
+
},
|
| 489 |
+
{
|
| 490 |
+
"epoch": 17,
|
| 491 |
+
"loss": 1.224480465216834,
|
| 492 |
+
"val_acc": 0.6311921611322809,
|
| 493 |
+
"val_f1": 0.6692374546955635,
|
| 494 |
+
"dt": 255.77242279052734
|
| 495 |
+
},
|
| 496 |
+
{
|
| 497 |
+
"epoch": 18,
|
| 498 |
+
"loss": 1.2355404030004098,
|
| 499 |
+
"val_acc": 0.6420794774088188,
|
| 500 |
+
"val_f1": 0.6903308341656105,
|
| 501 |
+
"dt": 255.1704888343811
|
| 502 |
+
},
|
| 503 |
+
{
|
| 504 |
+
"epoch": 19,
|
| 505 |
+
"loss": 1.1873493064722465,
|
| 506 |
+
"val_acc": 0.6676646706586826,
|
| 507 |
+
"val_f1": 0.7102168942849058,
|
| 508 |
+
"dt": 255.38711738586426
|
| 509 |
+
},
|
| 510 |
+
{
|
| 511 |
+
"epoch": 20,
|
| 512 |
+
"loss": 1.2184136630662905,
|
| 513 |
+
"val_acc": 0.6562329885683179,
|
| 514 |
+
"val_f1": 0.6973020687643151,
|
| 515 |
+
"dt": 256.6389629840851
|
| 516 |
+
},
|
| 517 |
+
{
|
| 518 |
+
"epoch": 21,
|
| 519 |
+
"loss": 1.1326195878141068,
|
| 520 |
+
"val_acc": 0.6899836690255852,
|
| 521 |
+
"val_f1": 0.7214488854494235,
|
| 522 |
+
"dt": 256.7631125450134
|
| 523 |
+
},
|
| 524 |
+
{
|
| 525 |
+
"epoch": 22,
|
| 526 |
+
"loss": 1.1571635009156853,
|
| 527 |
+
"val_acc": 0.7123026673924877,
|
| 528 |
+
"val_f1": 0.750295587034184,
|
| 529 |
+
"dt": 253.35492300987244
|
| 530 |
+
},
|
| 531 |
+
{
|
| 532 |
+
"epoch": 23,
|
| 533 |
+
"loss": 1.1445535678489536,
|
| 534 |
+
"val_acc": 0.6839956450734894,
|
| 535 |
+
"val_f1": 0.7312998601234085,
|
| 536 |
+
"dt": 256.5400741100311
|
| 537 |
+
},
|
| 538 |
+
{
|
| 539 |
+
"epoch": 24,
|
| 540 |
+
"loss": 1.1386124170943284,
|
| 541 |
+
"val_acc": 0.7204681545998911,
|
| 542 |
+
"val_f1": 0.7555466052034335,
|
| 543 |
+
"dt": 256.01136112213135
|
| 544 |
+
},
|
| 545 |
+
{
|
| 546 |
+
"epoch": 25,
|
| 547 |
+
"loss": 1.1079787941799704,
|
| 548 |
+
"val_acc": 0.7253674469243332,
|
| 549 |
+
"val_f1": 0.7568578751213431,
|
| 550 |
+
"dt": 255.5438051223755
|
| 551 |
+
},
|
| 552 |
+
{
|
| 553 |
+
"epoch": 26,
|
| 554 |
+
"loss": 1.1136365080321278,
|
| 555 |
+
"val_acc": 0.7354382144801307,
|
| 556 |
+
"val_f1": 0.7744185147274378,
|
| 557 |
+
"dt": 255.65624475479126
|
| 558 |
+
},
|
| 559 |
+
{
|
| 560 |
+
"epoch": 27,
|
| 561 |
+
"loss": 1.071093741455369,
|
| 562 |
+
"val_acc": 0.7471420794774088,
|
| 563 |
+
"val_f1": 0.7872141078539449,
|
| 564 |
+
"dt": 257.20811676979065
|
| 565 |
+
},
|
| 566 |
+
{
|
| 567 |
+
"epoch": 28,
|
| 568 |
+
"loss": 1.0535460467042486,
|
| 569 |
+
"val_acc": 0.7291780076211214,
|
| 570 |
+
"val_f1": 0.7734064422704976,
|
| 571 |
+
"dt": 256.9237492084503
|
| 572 |
+
},
|
| 573 |
+
{
|
| 574 |
+
"epoch": 29,
|
| 575 |
+
"loss": 1.0271346696321741,
|
| 576 |
+
"val_acc": 0.7169297768100164,
|
| 577 |
+
"val_f1": 0.7553219273268279,
|
| 578 |
+
"dt": 256.3673105239868
|
| 579 |
+
},
|
| 580 |
+
{
|
| 581 |
+
"epoch": 30,
|
| 582 |
+
"loss": 1.041491076252819,
|
| 583 |
+
"val_acc": 0.7596624931954273,
|
| 584 |
+
"val_f1": 0.7943742743343598,
|
| 585 |
+
"dt": 255.6403398513794
|
| 586 |
+
},
|
| 587 |
+
{
|
| 588 |
+
"epoch": 31,
|
| 589 |
+
"loss": 0.9982038353912711,
|
| 590 |
+
"val_acc": 0.7618399564507349,
|
| 591 |
+
"val_f1": 0.8046990952027244,
|
| 592 |
+
"dt": 254.16184973716736
|
| 593 |
+
},
|
| 594 |
+
{
|
| 595 |
+
"epoch": 32,
|
| 596 |
+
"loss": 0.9750331218206285,
|
| 597 |
+
"val_acc": 0.7604790419161677,
|
| 598 |
+
"val_f1": 0.8042339656783589,
|
| 599 |
+
"dt": 257.6001706123352
|
| 600 |
+
},
|
| 601 |
+
{
|
| 602 |
+
"epoch": 33,
|
| 603 |
+
"loss": 0.9735044127975414,
|
| 604 |
+
"val_acc": 0.7746325530756668,
|
| 605 |
+
"val_f1": 0.8068849038440756,
|
| 606 |
+
"dt": 256.25809359550476
|
| 607 |
+
},
|
| 608 |
+
{
|
| 609 |
+
"epoch": 34,
|
| 610 |
+
"loss": 0.9627881401374709,
|
| 611 |
+
"val_acc": 0.7803483941208492,
|
| 612 |
+
"val_f1": 0.822746647781188,
|
| 613 |
+
"dt": 256.2723436355591
|
| 614 |
+
},
|
| 615 |
+
{
|
| 616 |
+
"epoch": 35,
|
| 617 |
+
"loss": 0.910351655127436,
|
| 618 |
+
"val_acc": 0.7746325530756668,
|
| 619 |
+
"val_f1": 0.8142636601931796,
|
| 620 |
+
"dt": 255.87956142425537
|
| 621 |
+
},
|
| 622 |
+
{
|
| 623 |
+
"epoch": 36,
|
| 624 |
+
"loss": 0.9406882667333731,
|
| 625 |
+
"val_acc": 0.7972237343494829,
|
| 626 |
+
"val_f1": 0.8347160509748447,
|
| 627 |
+
"dt": 257.0946080684662
|
| 628 |
+
},
|
| 629 |
+
{
|
| 630 |
+
"epoch": 37,
|
| 631 |
+
"loss": 0.9368619432506479,
|
| 632 |
+
"val_acc": 0.786880783886772,
|
| 633 |
+
"val_f1": 0.8277094877120101,
|
| 634 |
+
"dt": 255.1018307209015
|
| 635 |
+
},
|
| 636 |
+
{
|
| 637 |
+
"epoch": 38,
|
| 638 |
+
"loss": 0.8572778276498542,
|
| 639 |
+
"val_acc": 0.7977681001633098,
|
| 640 |
+
"val_f1": 0.8370475474529103,
|
| 641 |
+
"dt": 255.9300673007965
|
| 642 |
+
},
|
| 643 |
+
{
|
| 644 |
+
"epoch": 39,
|
| 645 |
+
"loss": 0.9060450769587539,
|
| 646 |
+
"val_acc": 0.7876973326075123,
|
| 647 |
+
"val_f1": 0.8283217114024618,
|
| 648 |
+
"dt": 256.5961558818817
|
| 649 |
+
},
|
| 650 |
+
{
|
| 651 |
+
"epoch": 40,
|
| 652 |
+
"loss": 0.8769302468479069,
|
| 653 |
+
"val_acc": 0.7876973326075123,
|
| 654 |
+
"val_f1": 0.8300923263397062,
|
| 655 |
+
"dt": 254.4303503036499
|
| 656 |
+
},
|
| 657 |
+
{
|
| 658 |
+
"epoch": 41,
|
| 659 |
+
"loss": 0.9608128845431966,
|
| 660 |
+
"val_acc": 0.7887860642351661,
|
| 661 |
+
"val_f1": 0.8336909472851536,
|
| 662 |
+
"dt": 256.0119068622589
|
| 663 |
+
},
|
| 664 |
+
{
|
| 665 |
+
"epoch": 42,
|
| 666 |
+
"loss": 0.8888241119179591,
|
| 667 |
+
"val_acc": 0.8067501360914534,
|
| 668 |
+
"val_f1": 0.8445992840436917,
|
| 669 |
+
"dt": 256.136093378067
|
| 670 |
+
},
|
| 671 |
+
{
|
| 672 |
+
"epoch": 43,
|
| 673 |
+
"loss": 0.8934545618906,
|
| 674 |
+
"val_acc": 0.7947740881872618,
|
| 675 |
+
"val_f1": 0.8390303449922862,
|
| 676 |
+
"dt": 254.93395018577576
|
| 677 |
+
},
|
| 678 |
+
{
|
| 679 |
+
"epoch": 44,
|
| 680 |
+
"loss": 0.8889601936072825,
|
| 681 |
+
"val_acc": 0.8010342950462711,
|
| 682 |
+
"val_f1": 0.8409318665174862,
|
| 683 |
+
"dt": 256.97059535980225
|
| 684 |
+
},
|
| 685 |
+
{
|
| 686 |
+
"epoch": 45,
|
| 687 |
+
"loss": 0.8129122607198935,
|
| 688 |
+
"val_acc": 0.8062057702776265,
|
| 689 |
+
"val_f1": 0.8471007733173181,
|
| 690 |
+
"dt": 255.32151293754578
|
| 691 |
+
},
|
| 692 |
+
{
|
| 693 |
+
"epoch": 46,
|
| 694 |
+
"loss": 0.8389012827852452,
|
| 695 |
+
"val_acc": 0.8105606967882417,
|
| 696 |
+
"val_f1": 0.8511927193469824,
|
| 697 |
+
"dt": 257.35805344581604
|
| 698 |
+
},
|
| 699 |
+
{
|
| 700 |
+
"epoch": 47,
|
| 701 |
+
"loss": 0.8470744153642966,
|
| 702 |
+
"val_acc": 0.8078388677191073,
|
| 703 |
+
"val_f1": 0.8483695420513253,
|
| 704 |
+
"dt": 256.3433446884155
|
| 705 |
+
},
|
| 706 |
+
{
|
| 707 |
+
"epoch": 48,
|
| 708 |
+
"loss": 0.8304753173670218,
|
| 709 |
+
"val_acc": 0.8078388677191073,
|
| 710 |
+
"val_f1": 0.8479789138225943,
|
| 711 |
+
"dt": 253.30219292640686
|
| 712 |
+
},
|
| 713 |
+
{
|
| 714 |
+
"epoch": 49,
|
| 715 |
+
"loss": 0.8395343663126296,
|
| 716 |
+
"val_acc": 0.8075666848121938,
|
| 717 |
+
"val_f1": 0.8484275951311588,
|
| 718 |
+
"dt": 257.3388571739197
|
| 719 |
+
}
|
| 720 |
+
]
|
| 721 |
+
},
|
| 722 |
+
{
|
| 723 |
+
"fold": 2,
|
| 724 |
+
"best_val_f1": 0.849447296901609,
|
| 725 |
+
"val_acc": 0.8034839412084921,
|
| 726 |
+
"val_f1": 0.849447296901609,
|
| 727 |
+
"val_roc_auc": 0.9809571260393473,
|
| 728 |
+
"val_ece": 0.020395856628485462,
|
| 729 |
+
"history": [
|
| 730 |
+
{
|
| 731 |
+
"epoch": 0,
|
| 732 |
+
"loss": 2.0243420473630653,
|
| 733 |
+
"val_acc": 0.31927054980947195,
|
| 734 |
+
"val_f1": 0.3440261683467047,
|
| 735 |
+
"dt": 255.18276405334473
|
| 736 |
+
},
|
| 737 |
+
{
|
| 738 |
+
"epoch": 1,
|
| 739 |
+
"loss": 1.7660050867429746,
|
| 740 |
+
"val_acc": 0.43549265106151336,
|
| 741 |
+
"val_f1": 0.44255742835758116,
|
| 742 |
+
"dt": 267.3256936073303
|
| 743 |
+
},
|
| 744 |
+
{
|
| 745 |
+
"epoch": 2,
|
| 746 |
+
"loss": 1.7498022478909794,
|
| 747 |
+
"val_acc": 0.34812193794229723,
|
| 748 |
+
"val_f1": 0.37315492286388485,
|
| 749 |
+
"dt": 255.22020959854126
|
| 750 |
+
},
|
| 751 |
+
{
|
| 752 |
+
"epoch": 3,
|
| 753 |
+
"loss": 1.6773424860179293,
|
| 754 |
+
"val_acc": 0.43385955362003265,
|
| 755 |
+
"val_f1": 0.3890914993584854,
|
| 756 |
+
"dt": 254.8800826072693
|
| 757 |
+
},
|
| 758 |
+
{
|
| 759 |
+
"epoch": 4,
|
| 760 |
+
"loss": 1.6148557135741954,
|
| 761 |
+
"val_acc": 0.39929232444202506,
|
| 762 |
+
"val_f1": 0.4074504418914545,
|
| 763 |
+
"dt": 254.64402318000793
|
| 764 |
+
},
|
| 765 |
+
{
|
| 766 |
+
"epoch": 5,
|
| 767 |
+
"loss": 1.5813649466874034,
|
| 768 |
+
"val_acc": 0.5,
|
| 769 |
+
"val_f1": 0.4684157673700112,
|
| 770 |
+
"dt": 254.83958625793457
|
| 771 |
+
},
|
| 772 |
+
{
|
| 773 |
+
"epoch": 6,
|
| 774 |
+
"loss": 1.5431011952865616,
|
| 775 |
+
"val_acc": 0.5443658138268916,
|
| 776 |
+
"val_f1": 0.5607717633790441,
|
| 777 |
+
"dt": 251.59265232086182
|
| 778 |
+
},
|
| 779 |
+
{
|
| 780 |
+
"epoch": 7,
|
| 781 |
+
"loss": 1.5297111442925364,
|
| 782 |
+
"val_acc": 0.5560696788241698,
|
| 783 |
+
"val_f1": 0.5312879053228345,
|
| 784 |
+
"dt": 254.83098673820496
|
| 785 |
+
},
|
| 786 |
+
{
|
| 787 |
+
"epoch": 8,
|
| 788 |
+
"loss": 1.4854532998371748,
|
| 789 |
+
"val_acc": 0.5601524224278716,
|
| 790 |
+
"val_f1": 0.546319840337709,
|
| 791 |
+
"dt": 251.12622213363647
|
| 792 |
+
},
|
| 793 |
+
{
|
| 794 |
+
"epoch": 9,
|
| 795 |
+
"loss": 1.4399447677441932,
|
| 796 |
+
"val_acc": 0.48502994011976047,
|
| 797 |
+
"val_f1": 0.523773408630688,
|
| 798 |
+
"dt": 253.58820748329163
|
| 799 |
+
},
|
| 800 |
+
{
|
| 801 |
+
"epoch": 10,
|
| 802 |
+
"loss": 1.445614122487361,
|
| 803 |
+
"val_acc": 0.5528034839412085,
|
| 804 |
+
"val_f1": 0.5925562444033716,
|
| 805 |
+
"dt": 253.5836911201477
|
| 806 |
+
},
|
| 807 |
+
{
|
| 808 |
+
"epoch": 11,
|
| 809 |
+
"loss": 1.4255683758419844,
|
| 810 |
+
"val_acc": 0.5138813282525857,
|
| 811 |
+
"val_f1": 0.5644393450272978,
|
| 812 |
+
"dt": 254.3644163608551
|
| 813 |
+
},
|
| 814 |
+
{
|
| 815 |
+
"epoch": 12,
|
| 816 |
+
"loss": 1.3459566416044382,
|
| 817 |
+
"val_acc": 0.5846488840500816,
|
| 818 |
+
"val_f1": 0.6222909136473633,
|
| 819 |
+
"dt": 256.3532998561859
|
| 820 |
+
},
|
| 821 |
+
{
|
| 822 |
+
"epoch": 13,
|
| 823 |
+
"loss": 1.3694044130819816,
|
| 824 |
+
"val_acc": 0.5851932498639085,
|
| 825 |
+
"val_f1": 0.6153691524978783,
|
| 826 |
+
"dt": 254.83217310905457
|
| 827 |
+
},
|
| 828 |
+
{
|
| 829 |
+
"epoch": 14,
|
| 830 |
+
"loss": 1.3498447475090525,
|
| 831 |
+
"val_acc": 0.6012520413718019,
|
| 832 |
+
"val_f1": 0.645409436504265,
|
| 833 |
+
"dt": 255.74051237106323
|
| 834 |
+
},
|
| 835 |
+
{
|
| 836 |
+
"epoch": 15,
|
| 837 |
+
"loss": 1.3620791433943122,
|
| 838 |
+
"val_acc": 0.6241154055525313,
|
| 839 |
+
"val_f1": 0.6353987592223486,
|
| 840 |
+
"dt": 255.04823756217957
|
| 841 |
+
},
|
| 842 |
+
{
|
| 843 |
+
"epoch": 16,
|
| 844 |
+
"loss": 1.2803955294987215,
|
| 845 |
+
"val_acc": 0.6268372346216657,
|
| 846 |
+
"val_f1": 0.65149259544637,
|
| 847 |
+
"dt": 254.95108580589294
|
| 848 |
+
},
|
| 849 |
+
{
|
| 850 |
+
"epoch": 17,
|
| 851 |
+
"loss": 1.309709387667039,
|
| 852 |
+
"val_acc": 0.6352749047359826,
|
| 853 |
+
"val_f1": 0.6729396172376424,
|
| 854 |
+
"dt": 255.05906057357788
|
| 855 |
+
},
|
| 856 |
+
{
|
| 857 |
+
"epoch": 18,
|
| 858 |
+
"loss": 1.219564245417227,
|
| 859 |
+
"val_acc": 0.6439847577572129,
|
| 860 |
+
"val_f1": 0.6805223020240005,
|
| 861 |
+
"dt": 255.58355808258057
|
| 862 |
+
},
|
| 863 |
+
{
|
| 864 |
+
"epoch": 19,
|
| 865 |
+
"loss": 1.2521299975629985,
|
| 866 |
+
"val_acc": 0.6551442569406641,
|
| 867 |
+
"val_f1": 0.6822904267281948,
|
| 868 |
+
"dt": 256.0505564212799
|
| 869 |
+
},
|
| 870 |
+
{
|
| 871 |
+
"epoch": 20,
|
| 872 |
+
"loss": 1.2408324441099479,
|
| 873 |
+
"val_acc": 0.6796407185628742,
|
| 874 |
+
"val_f1": 0.6998188973070063,
|
| 875 |
+
"dt": 256.1504476070404
|
| 876 |
+
},
|
| 877 |
+
{
|
| 878 |
+
"epoch": 21,
|
| 879 |
+
"loss": 1.1655175826128792,
|
| 880 |
+
"val_acc": 0.6790963527490473,
|
| 881 |
+
"val_f1": 0.712950861930602,
|
| 882 |
+
"dt": 255.46363019943237
|
| 883 |
+
},
|
| 884 |
+
{
|
| 885 |
+
"epoch": 22,
|
| 886 |
+
"loss": 1.175506895144261,
|
| 887 |
+
"val_acc": 0.6679368535655961,
|
| 888 |
+
"val_f1": 0.7114134729933965,
|
| 889 |
+
"dt": 256.0627064704895
|
| 890 |
+
},
|
| 891 |
+
{
|
| 892 |
+
"epoch": 23,
|
| 893 |
+
"loss": 1.1502799555367114,
|
| 894 |
+
"val_acc": 0.666031573217202,
|
| 895 |
+
"val_f1": 0.7006744186371033,
|
| 896 |
+
"dt": 256.03979873657227
|
| 897 |
+
},
|
| 898 |
+
{
|
| 899 |
+
"epoch": 24,
|
| 900 |
+
"loss": 1.122764771605369,
|
| 901 |
+
"val_acc": 0.675830157866086,
|
| 902 |
+
"val_f1": 0.7148942040758064,
|
| 903 |
+
"dt": 251.39205169677734
|
| 904 |
+
},
|
| 905 |
+
{
|
| 906 |
+
"epoch": 25,
|
| 907 |
+
"loss": 1.1193203656631876,
|
| 908 |
+
"val_acc": 0.6761023407729995,
|
| 909 |
+
"val_f1": 0.706135599232069,
|
| 910 |
+
"dt": 255.4299612045288
|
| 911 |
+
},
|
| 912 |
+
{
|
| 913 |
+
"epoch": 26,
|
| 914 |
+
"loss": 1.1108560747830176,
|
| 915 |
+
"val_acc": 0.6916167664670658,
|
| 916 |
+
"val_f1": 0.72577735397853,
|
| 917 |
+
"dt": 256.8363690376282
|
| 918 |
+
},
|
| 919 |
+
{
|
| 920 |
+
"epoch": 27,
|
| 921 |
+
"loss": 1.109159342538817,
|
| 922 |
+
"val_acc": 0.7000544365813827,
|
| 923 |
+
"val_f1": 0.7384867314658495,
|
| 924 |
+
"dt": 255.62885785102844
|
| 925 |
+
},
|
| 926 |
+
{
|
| 927 |
+
"epoch": 28,
|
| 928 |
+
"loss": 1.0620245794585068,
|
| 929 |
+
"val_acc": 0.7109417528579205,
|
| 930 |
+
"val_f1": 0.7506283751815153,
|
| 931 |
+
"dt": 255.30022144317627
|
| 932 |
+
},
|
| 933 |
+
{
|
| 934 |
+
"epoch": 29,
|
| 935 |
+
"loss": 1.038725404178395,
|
| 936 |
+
"val_acc": 0.7329885683179096,
|
| 937 |
+
"val_f1": 0.7727467686851859,
|
| 938 |
+
"dt": 252.60238361358643
|
| 939 |
+
},
|
| 940 |
+
{
|
| 941 |
+
"epoch": 30,
|
| 942 |
+
"loss": 1.0378392958173566,
|
| 943 |
+
"val_acc": 0.7310832879695155,
|
| 944 |
+
"val_f1": 0.7734481653164578,
|
| 945 |
+
"dt": 255.22468447685242
|
| 946 |
+
},
|
| 947 |
+
{
|
| 948 |
+
"epoch": 31,
|
| 949 |
+
"loss": 1.000491555025375,
|
| 950 |
+
"val_acc": 0.7463255307566685,
|
| 951 |
+
"val_f1": 0.791102830338617,
|
| 952 |
+
"dt": 256.88339471817017
|
| 953 |
+
},
|
| 954 |
+
{
|
| 955 |
+
"epoch": 32,
|
| 956 |
+
"loss": 0.9743309369014499,
|
| 957 |
+
"val_acc": 0.7664670658682635,
|
| 958 |
+
"val_f1": 0.8071167752151972,
|
| 959 |
+
"dt": 254.92718935012817
|
| 960 |
+
},
|
| 961 |
+
{
|
| 962 |
+
"epoch": 33,
|
| 963 |
+
"loss": 0.9382386626371371,
|
| 964 |
+
"val_acc": 0.761295590636908,
|
| 965 |
+
"val_f1": 0.7962234943301502,
|
| 966 |
+
"dt": 255.1667549610138
|
| 967 |
+
},
|
| 968 |
+
{
|
| 969 |
+
"epoch": 34,
|
| 970 |
+
"loss": 0.9310765880644971,
|
| 971 |
+
"val_acc": 0.7585737615677736,
|
| 972 |
+
"val_f1": 0.8003614760499069,
|
| 973 |
+
"dt": 255.4010021686554
|
| 974 |
+
},
|
| 975 |
+
{
|
| 976 |
+
"epoch": 35,
|
| 977 |
+
"loss": 0.9323136075389671,
|
| 978 |
+
"val_acc": 0.7561241154055526,
|
| 979 |
+
"val_f1": 0.7967540821081134,
|
| 980 |
+
"dt": 255.30263257026672
|
| 981 |
+
},
|
| 982 |
+
{
|
| 983 |
+
"epoch": 36,
|
| 984 |
+
"loss": 0.8930862731014202,
|
| 985 |
+
"val_acc": 0.7640174197060424,
|
| 986 |
+
"val_f1": 0.8162788302335295,
|
| 987 |
+
"dt": 253.11593079566956
|
| 988 |
+
},
|
| 989 |
+
{
|
| 990 |
+
"epoch": 37,
|
| 991 |
+
"loss": 0.952731769913422,
|
| 992 |
+
"val_acc": 0.7495917256396298,
|
| 993 |
+
"val_f1": 0.8035658306472231,
|
| 994 |
+
"dt": 256.81459641456604
|
| 995 |
+
},
|
| 996 |
+
{
|
| 997 |
+
"epoch": 38,
|
| 998 |
+
"loss": 0.8797338428645353,
|
| 999 |
+
"val_acc": 0.7776265650517148,
|
| 1000 |
+
"val_f1": 0.8237470508124737,
|
| 1001 |
+
"dt": 257.8442668914795
|
| 1002 |
+
},
|
| 1003 |
+
{
|
| 1004 |
+
"epoch": 39,
|
| 1005 |
+
"loss": 0.876684373630158,
|
| 1006 |
+
"val_acc": 0.773543821448013,
|
| 1007 |
+
"val_f1": 0.821148770124163,
|
| 1008 |
+
"dt": 256.25063920021057
|
| 1009 |
+
},
|
| 1010 |
+
{
|
| 1011 |
+
"epoch": 40,
|
| 1012 |
+
"loss": 0.878059002016884,
|
| 1013 |
+
"val_acc": 0.775993467610234,
|
| 1014 |
+
"val_f1": 0.8276368685351041,
|
| 1015 |
+
"dt": 255.7817027568817
|
| 1016 |
+
},
|
| 1017 |
+
{
|
| 1018 |
+
"epoch": 41,
|
| 1019 |
+
"loss": 0.8690597236416179,
|
| 1020 |
+
"val_acc": 0.7792596624931954,
|
| 1021 |
+
"val_f1": 0.8283606717028567,
|
| 1022 |
+
"dt": 254.89204239845276
|
| 1023 |
+
},
|
| 1024 |
+
{
|
| 1025 |
+
"epoch": 42,
|
| 1026 |
+
"loss": 0.8793028391134765,
|
| 1027 |
+
"val_acc": 0.7966793685356559,
|
| 1028 |
+
"val_f1": 0.8408905880524747,
|
| 1029 |
+
"dt": 255.28029441833496
|
| 1030 |
+
},
|
| 1031 |
+
{
|
| 1032 |
+
"epoch": 43,
|
| 1033 |
+
"loss": 0.8624531141683167,
|
| 1034 |
+
"val_acc": 0.7939575394665215,
|
| 1035 |
+
"val_f1": 0.8390492729546624,
|
| 1036 |
+
"dt": 256.9140384197235
|
| 1037 |
+
},
|
| 1038 |
+
{
|
| 1039 |
+
"epoch": 44,
|
| 1040 |
+
"loss": 0.8099296259854094,
|
| 1041 |
+
"val_acc": 0.8034839412084921,
|
| 1042 |
+
"val_f1": 0.849447296901609,
|
| 1043 |
+
"dt": 257.22237491607666
|
| 1044 |
+
},
|
| 1045 |
+
{
|
| 1046 |
+
"epoch": 45,
|
| 1047 |
+
"loss": 0.8455061423947349,
|
| 1048 |
+
"val_acc": 0.7917800762112139,
|
| 1049 |
+
"val_f1": 0.8410951773898363,
|
| 1050 |
+
"dt": 257.02940487861633
|
| 1051 |
+
},
|
| 1052 |
+
{
|
| 1053 |
+
"epoch": 46,
|
| 1054 |
+
"loss": 0.8339768541177374,
|
| 1055 |
+
"val_acc": 0.7953184540010887,
|
| 1056 |
+
"val_f1": 0.8433510940894668,
|
| 1057 |
+
"dt": 257.13268876075745
|
| 1058 |
+
},
|
| 1059 |
+
{
|
| 1060 |
+
"epoch": 47,
|
| 1061 |
+
"loss": 0.8551775402428018,
|
| 1062 |
+
"val_acc": 0.7972237343494829,
|
| 1063 |
+
"val_f1": 0.8430969312772161,
|
| 1064 |
+
"dt": 258.12600469589233
|
| 1065 |
+
},
|
| 1066 |
+
{
|
| 1067 |
+
"epoch": 48,
|
| 1068 |
+
"loss": 0.8084523411780141,
|
| 1069 |
+
"val_acc": 0.799129014697877,
|
| 1070 |
+
"val_f1": 0.8450727345668341,
|
| 1071 |
+
"dt": 258.54760122299194
|
| 1072 |
+
},
|
| 1073 |
+
{
|
| 1074 |
+
"epoch": 49,
|
| 1075 |
+
"loss": 0.8417692339628091,
|
| 1076 |
+
"val_acc": 0.799129014697877,
|
| 1077 |
+
"val_f1": 0.8446324298633124,
|
| 1078 |
+
"dt": 257.68658804893494
|
| 1079 |
+
}
|
| 1080 |
+
]
|
| 1081 |
+
},
|
| 1082 |
+
{
|
| 1083 |
+
"fold": 3,
|
| 1084 |
+
"best_val_f1": 0.8449223505093958,
|
| 1085 |
+
"val_acc": 0.8021230266739249,
|
| 1086 |
+
"val_f1": 0.8449223505093958,
|
| 1087 |
+
"val_roc_auc": 0.9813862007207627,
|
| 1088 |
+
"val_ece": 0.019675101056719307,
|
| 1089 |
+
"history": [
|
| 1090 |
+
{
|
| 1091 |
+
"epoch": 0,
|
| 1092 |
+
"loss": 1.8420419770907732,
|
| 1093 |
+
"val_acc": 0.4665215024496462,
|
| 1094 |
+
"val_f1": 0.44694236322634123,
|
| 1095 |
+
"dt": 251.68619441986084
|
| 1096 |
+
},
|
| 1097 |
+
{
|
| 1098 |
+
"epoch": 1,
|
| 1099 |
+
"loss": 1.670876488057097,
|
| 1100 |
+
"val_acc": 0.4256940664126293,
|
| 1101 |
+
"val_f1": 0.5104172669725509,
|
| 1102 |
+
"dt": 254.35610365867615
|
| 1103 |
+
},
|
| 1104 |
+
{
|
| 1105 |
+
"epoch": 2,
|
| 1106 |
+
"loss": 1.6611014069555112,
|
| 1107 |
+
"val_acc": 0.4637996733805117,
|
| 1108 |
+
"val_f1": 0.44696612710699785,
|
| 1109 |
+
"dt": 252.5787069797516
|
| 1110 |
+
},
|
| 1111 |
+
{
|
| 1112 |
+
"epoch": 3,
|
| 1113 |
+
"loss": 1.597706215833527,
|
| 1114 |
+
"val_acc": 0.37152966793685355,
|
| 1115 |
+
"val_f1": 0.3981953964533459,
|
| 1116 |
+
"dt": 256.51326513290405
|
| 1117 |
+
},
|
| 1118 |
+
{
|
| 1119 |
+
"epoch": 4,
|
| 1120 |
+
"loss": 1.5828828929815937,
|
| 1121 |
+
"val_acc": 0.5073489384866631,
|
| 1122 |
+
"val_f1": 0.5086755246979052,
|
| 1123 |
+
"dt": 255.2756371498108
|
| 1124 |
+
},
|
| 1125 |
+
{
|
| 1126 |
+
"epoch": 5,
|
| 1127 |
+
"loss": 1.5500887968701216,
|
| 1128 |
+
"val_acc": 0.5125204137180185,
|
| 1129 |
+
"val_f1": 0.5309571942769779,
|
| 1130 |
+
"dt": 256.57836389541626
|
| 1131 |
+
},
|
| 1132 |
+
{
|
| 1133 |
+
"epoch": 6,
|
| 1134 |
+
"loss": 1.5138635641868858,
|
| 1135 |
+
"val_acc": 0.45862819814915623,
|
| 1136 |
+
"val_f1": 0.47081247630233747,
|
| 1137 |
+
"dt": 256.95048999786377
|
| 1138 |
+
},
|
| 1139 |
+
{
|
| 1140 |
+
"epoch": 7,
|
| 1141 |
+
"loss": 1.5319265901133385,
|
| 1142 |
+
"val_acc": 0.5405552531301034,
|
| 1143 |
+
"val_f1": 0.5792885603676143,
|
| 1144 |
+
"dt": 256.55183959007263
|
| 1145 |
+
},
|
| 1146 |
+
{
|
| 1147 |
+
"epoch": 8,
|
| 1148 |
+
"loss": 1.4702113453858818,
|
| 1149 |
+
"val_acc": 0.5658682634730539,
|
| 1150 |
+
"val_f1": 0.5939110010660704,
|
| 1151 |
+
"dt": 256.4690079689026
|
| 1152 |
+
},
|
| 1153 |
+
{
|
| 1154 |
+
"epoch": 9,
|
| 1155 |
+
"loss": 1.4456421301775249,
|
| 1156 |
+
"val_acc": 0.5340228633641807,
|
| 1157 |
+
"val_f1": 0.5963961234204553,
|
| 1158 |
+
"dt": 256.86935544013977
|
| 1159 |
+
},
|
| 1160 |
+
{
|
| 1161 |
+
"epoch": 10,
|
| 1162 |
+
"loss": 1.4113102004678681,
|
| 1163 |
+
"val_acc": 0.5756668481219379,
|
| 1164 |
+
"val_f1": 0.6072046104710132,
|
| 1165 |
+
"dt": 256.42976999282837
|
| 1166 |
+
},
|
| 1167 |
+
{
|
| 1168 |
+
"epoch": 11,
|
| 1169 |
+
"loss": 1.4024884817646999,
|
| 1170 |
+
"val_acc": 0.5949918345127926,
|
| 1171 |
+
"val_f1": 0.6311054913053328,
|
| 1172 |
+
"dt": 256.5799434185028
|
| 1173 |
+
},
|
| 1174 |
+
{
|
| 1175 |
+
"epoch": 12,
|
| 1176 |
+
"loss": 1.3980299494105486,
|
| 1177 |
+
"val_acc": 0.5911812738160044,
|
| 1178 |
+
"val_f1": 0.5940597213409842,
|
| 1179 |
+
"dt": 256.9668140411377
|
| 1180 |
+
},
|
| 1181 |
+
{
|
| 1182 |
+
"epoch": 13,
|
| 1183 |
+
"loss": 1.3617101605161863,
|
| 1184 |
+
"val_acc": 0.610506260206859,
|
| 1185 |
+
"val_f1": 0.6453728585104823,
|
| 1186 |
+
"dt": 256.63144993782043
|
| 1187 |
+
},
|
| 1188 |
+
{
|
| 1189 |
+
"epoch": 14,
|
| 1190 |
+
"loss": 1.3362965472123722,
|
| 1191 |
+
"val_acc": 0.610506260206859,
|
| 1192 |
+
"val_f1": 0.6189637666230177,
|
| 1193 |
+
"dt": 256.96683263778687
|
| 1194 |
+
},
|
| 1195 |
+
{
|
| 1196 |
+
"epoch": 15,
|
| 1197 |
+
"loss": 1.3518352452706148,
|
| 1198 |
+
"val_acc": 0.6295590636908002,
|
| 1199 |
+
"val_f1": 0.6670492512302385,
|
| 1200 |
+
"dt": 256.0038478374481
|
| 1201 |
+
},
|
| 1202 |
+
{
|
| 1203 |
+
"epoch": 16,
|
| 1204 |
+
"loss": 1.337347756933283,
|
| 1205 |
+
"val_acc": 0.6377245508982036,
|
| 1206 |
+
"val_f1": 0.6676170311246545,
|
| 1207 |
+
"dt": 254.25320672988892
|
| 1208 |
+
},
|
| 1209 |
+
{
|
| 1210 |
+
"epoch": 17,
|
| 1211 |
+
"loss": 1.2658179780237035,
|
| 1212 |
+
"val_acc": 0.630103429504627,
|
| 1213 |
+
"val_f1": 0.6725529620363637,
|
| 1214 |
+
"dt": 256.29930543899536
|
| 1215 |
+
},
|
| 1216 |
+
{
|
| 1217 |
+
"epoch": 18,
|
| 1218 |
+
"loss": 1.2504869411194246,
|
| 1219 |
+
"val_acc": 0.5811105062602069,
|
| 1220 |
+
"val_f1": 0.6096455660906952,
|
| 1221 |
+
"dt": 257.23602056503296
|
| 1222 |
+
},
|
| 1223 |
+
{
|
| 1224 |
+
"epoch": 19,
|
| 1225 |
+
"loss": 1.2642126309326271,
|
| 1226 |
+
"val_acc": 0.6140446379967338,
|
| 1227 |
+
"val_f1": 0.6605131079152814,
|
| 1228 |
+
"dt": 255.65735864639282
|
| 1229 |
+
},
|
| 1230 |
+
{
|
| 1231 |
+
"epoch": 20,
|
| 1232 |
+
"loss": 1.1987839235978968,
|
| 1233 |
+
"val_acc": 0.6439847577572129,
|
| 1234 |
+
"val_f1": 0.6809396608774182,
|
| 1235 |
+
"dt": 256.43849992752075
|
| 1236 |
+
},
|
| 1237 |
+
{
|
| 1238 |
+
"epoch": 21,
|
| 1239 |
+
"loss": 1.189120771318739,
|
| 1240 |
+
"val_acc": 0.6382689167120305,
|
| 1241 |
+
"val_f1": 0.6708960577785673,
|
| 1242 |
+
"dt": 257.1955306529999
|
| 1243 |
+
},
|
| 1244 |
+
{
|
| 1245 |
+
"epoch": 22,
|
| 1246 |
+
"loss": 1.2033855676780858,
|
| 1247 |
+
"val_acc": 0.6867174741426239,
|
| 1248 |
+
"val_f1": 0.712552076559683,
|
| 1249 |
+
"dt": 257.82131457328796
|
| 1250 |
+
},
|
| 1251 |
+
{
|
| 1252 |
+
"epoch": 23,
|
| 1253 |
+
"loss": 1.1732967062843132,
|
| 1254 |
+
"val_acc": 0.6488840500816548,
|
| 1255 |
+
"val_f1": 0.6920674011217814,
|
| 1256 |
+
"dt": 257.3557152748108
|
| 1257 |
+
},
|
| 1258 |
+
{
|
| 1259 |
+
"epoch": 24,
|
| 1260 |
+
"loss": 1.1451490530521002,
|
| 1261 |
+
"val_acc": 0.7139357648339685,
|
| 1262 |
+
"val_f1": 0.7493800209536758,
|
| 1263 |
+
"dt": 256.2974421977997
|
| 1264 |
+
},
|
| 1265 |
+
{
|
| 1266 |
+
"epoch": 25,
|
| 1267 |
+
"loss": 1.1089410976646772,
|
| 1268 |
+
"val_acc": 0.7166575939031029,
|
| 1269 |
+
"val_f1": 0.7528495785168429,
|
| 1270 |
+
"dt": 256.68464255332947
|
| 1271 |
+
},
|
| 1272 |
+
{
|
| 1273 |
+
"epoch": 26,
|
| 1274 |
+
"loss": 1.077036893121038,
|
| 1275 |
+
"val_acc": 0.7343494828524768,
|
| 1276 |
+
"val_f1": 0.7708495152254313,
|
| 1277 |
+
"dt": 257.60464549064636
|
| 1278 |
+
},
|
| 1279 |
+
{
|
| 1280 |
+
"epoch": 27,
|
| 1281 |
+
"loss": 1.0655090795882647,
|
| 1282 |
+
"val_acc": 0.7144801306477954,
|
| 1283 |
+
"val_f1": 0.7544310074040099,
|
| 1284 |
+
"dt": 257.8346920013428
|
| 1285 |
+
},
|
| 1286 |
+
{
|
| 1287 |
+
"epoch": 28,
|
| 1288 |
+
"loss": 1.0416347590926427,
|
| 1289 |
+
"val_acc": 0.733260751224823,
|
| 1290 |
+
"val_f1": 0.7669975370554002,
|
| 1291 |
+
"dt": 256.60270977020264
|
| 1292 |
+
},
|
| 1293 |
+
{
|
| 1294 |
+
"epoch": 29,
|
| 1295 |
+
"loss": 1.0063841672115077,
|
| 1296 |
+
"val_acc": 0.7245508982035929,
|
| 1297 |
+
"val_f1": 0.762958800034077,
|
| 1298 |
+
"dt": 256.8217103481293
|
| 1299 |
+
},
|
| 1300 |
+
{
|
| 1301 |
+
"epoch": 30,
|
| 1302 |
+
"loss": 1.0384008648738363,
|
| 1303 |
+
"val_acc": 0.69352204681546,
|
| 1304 |
+
"val_f1": 0.7302012985269805,
|
| 1305 |
+
"dt": 256.6475214958191
|
| 1306 |
+
},
|
| 1307 |
+
{
|
| 1308 |
+
"epoch": 31,
|
| 1309 |
+
"loss": 1.009084157694399,
|
| 1310 |
+
"val_acc": 0.7253674469243332,
|
| 1311 |
+
"val_f1": 0.772612810433987,
|
| 1312 |
+
"dt": 257.12180852890015
|
| 1313 |
+
},
|
| 1314 |
+
{
|
| 1315 |
+
"epoch": 32,
|
| 1316 |
+
"loss": 0.9596649938159518,
|
| 1317 |
+
"val_acc": 0.750952640174197,
|
| 1318 |
+
"val_f1": 0.7874994057858926,
|
| 1319 |
+
"dt": 256.4003601074219
|
| 1320 |
+
},
|
| 1321 |
+
{
|
| 1322 |
+
"epoch": 33,
|
| 1323 |
+
"loss": 0.9398691719134129,
|
| 1324 |
+
"val_acc": 0.7702776265650517,
|
| 1325 |
+
"val_f1": 0.806381044918235,
|
| 1326 |
+
"dt": 256.53767251968384
|
| 1327 |
+
},
|
| 1328 |
+
{
|
| 1329 |
+
"epoch": 34,
|
| 1330 |
+
"loss": 0.9470477735944304,
|
| 1331 |
+
"val_acc": 0.7474142623843223,
|
| 1332 |
+
"val_f1": 0.7921732341139963,
|
| 1333 |
+
"dt": 256.67659306526184
|
| 1334 |
+
},
|
| 1335 |
+
{
|
| 1336 |
+
"epoch": 35,
|
| 1337 |
+
"loss": 0.9694927425036504,
|
| 1338 |
+
"val_acc": 0.7672836145890038,
|
| 1339 |
+
"val_f1": 0.8075219312659019,
|
| 1340 |
+
"dt": 256.5377473831177
|
| 1341 |
+
},
|
| 1342 |
+
{
|
| 1343 |
+
"epoch": 36,
|
| 1344 |
+
"loss": 0.934047033519267,
|
| 1345 |
+
"val_acc": 0.7629286880783887,
|
| 1346 |
+
"val_f1": 0.802442258468053,
|
| 1347 |
+
"dt": 255.54749131202698
|
| 1348 |
+
},
|
| 1349 |
+
{
|
| 1350 |
+
"epoch": 37,
|
| 1351 |
+
"loss": 0.906703350298545,
|
| 1352 |
+
"val_acc": 0.7749047359825803,
|
| 1353 |
+
"val_f1": 0.8142437062331315,
|
| 1354 |
+
"dt": 256.80883598327637
|
| 1355 |
+
},
|
| 1356 |
+
{
|
| 1357 |
+
"epoch": 38,
|
| 1358 |
+
"loss": 0.9080406519906973,
|
| 1359 |
+
"val_acc": 0.7808927599346761,
|
| 1360 |
+
"val_f1": 0.8189385572330774,
|
| 1361 |
+
"dt": 256.41505789756775
|
| 1362 |
+
},
|
| 1363 |
+
{
|
| 1364 |
+
"epoch": 39,
|
| 1365 |
+
"loss": 0.8662769882767288,
|
| 1366 |
+
"val_acc": 0.8023952095808383,
|
| 1367 |
+
"val_f1": 0.8432816515784317,
|
| 1368 |
+
"dt": 256.9601047039032
|
| 1369 |
+
},
|
| 1370 |
+
{
|
| 1371 |
+
"epoch": 40,
|
| 1372 |
+
"loss": 0.8877698921949515,
|
| 1373 |
+
"val_acc": 0.7885138813282526,
|
| 1374 |
+
"val_f1": 0.836133498714155,
|
| 1375 |
+
"dt": 256.1767735481262
|
| 1376 |
+
},
|
| 1377 |
+
{
|
| 1378 |
+
"epoch": 41,
|
| 1379 |
+
"loss": 0.8715492614214196,
|
| 1380 |
+
"val_acc": 0.7906913445835602,
|
| 1381 |
+
"val_f1": 0.8330713202995051,
|
| 1382 |
+
"dt": 256.4123342037201
|
| 1383 |
+
},
|
| 1384 |
+
{
|
| 1385 |
+
"epoch": 42,
|
| 1386 |
+
"loss": 0.8524054616916933,
|
| 1387 |
+
"val_acc": 0.796135002721829,
|
| 1388 |
+
"val_f1": 0.839990432403144,
|
| 1389 |
+
"dt": 254.63522481918335
|
| 1390 |
+
},
|
| 1391 |
+
{
|
| 1392 |
+
"epoch": 43,
|
| 1393 |
+
"loss": 0.8561108457756458,
|
| 1394 |
+
"val_acc": 0.7985846488840501,
|
| 1395 |
+
"val_f1": 0.8380035334824673,
|
| 1396 |
+
"dt": 255.80746459960938
|
| 1397 |
+
},
|
| 1398 |
+
{
|
| 1399 |
+
"epoch": 44,
|
| 1400 |
+
"loss": 0.8503350050945427,
|
| 1401 |
+
"val_acc": 0.7934131736526946,
|
| 1402 |
+
"val_f1": 0.8383002139079047,
|
| 1403 |
+
"dt": 254.59029531478882
|
| 1404 |
+
},
|
| 1405 |
+
{
|
| 1406 |
+
"epoch": 45,
|
| 1407 |
+
"loss": 0.8231944467442228,
|
| 1408 |
+
"val_acc": 0.7945019052803484,
|
| 1409 |
+
"val_f1": 0.8380663674731329,
|
| 1410 |
+
"dt": 255.3195662498474
|
| 1411 |
+
},
|
| 1412 |
+
{
|
| 1413 |
+
"epoch": 46,
|
| 1414 |
+
"loss": 0.8297559558241455,
|
| 1415 |
+
"val_acc": 0.7969515514425695,
|
| 1416 |
+
"val_f1": 0.8400843830558179,
|
| 1417 |
+
"dt": 254.8171124458313
|
| 1418 |
+
},
|
| 1419 |
+
{
|
| 1420 |
+
"epoch": 47,
|
| 1421 |
+
"loss": 0.8405551949033031,
|
| 1422 |
+
"val_acc": 0.8007621121393577,
|
| 1423 |
+
"val_f1": 0.8429643332876855,
|
| 1424 |
+
"dt": 255.26078748703003
|
| 1425 |
+
},
|
| 1426 |
+
{
|
| 1427 |
+
"epoch": 48,
|
| 1428 |
+
"loss": 0.8535005547641928,
|
| 1429 |
+
"val_acc": 0.8007621121393577,
|
| 1430 |
+
"val_f1": 0.84355079291779,
|
| 1431 |
+
"dt": 254.30049228668213
|
| 1432 |
+
},
|
| 1433 |
+
{
|
| 1434 |
+
"epoch": 49,
|
| 1435 |
+
"loss": 0.8177648809350914,
|
| 1436 |
+
"val_acc": 0.8021230266739249,
|
| 1437 |
+
"val_f1": 0.8449223505093958,
|
| 1438 |
+
"dt": 256.6127061843872
|
| 1439 |
+
}
|
| 1440 |
+
]
|
| 1441 |
+
},
|
| 1442 |
+
{
|
| 1443 |
+
"fold": 4,
|
| 1444 |
+
"best_val_f1": 0.8398359042313197,
|
| 1445 |
+
"val_acc": 0.7977130411108087,
|
| 1446 |
+
"val_f1": 0.8398359042313197,
|
| 1447 |
+
"val_roc_auc": 0.9808486627541513,
|
| 1448 |
+
"val_ece": 0.023955913389894244,
|
| 1449 |
+
"history": [
|
| 1450 |
+
{
|
| 1451 |
+
"epoch": 0,
|
| 1452 |
+
"loss": 2.1691103145187975,
|
| 1453 |
+
"val_acc": 0.22352300571739722,
|
| 1454 |
+
"val_f1": 0.2362301715582332,
|
| 1455 |
+
"dt": 256.8246533870697
|
| 1456 |
+
},
|
| 1457 |
+
{
|
| 1458 |
+
"epoch": 1,
|
| 1459 |
+
"loss": 1.8915083655085179,
|
| 1460 |
+
"val_acc": 0.34848897359106995,
|
| 1461 |
+
"val_f1": 0.38197927291324746,
|
| 1462 |
+
"dt": 267.2851209640503
|
| 1463 |
+
},
|
| 1464 |
+
{
|
| 1465 |
+
"epoch": 2,
|
| 1466 |
+
"loss": 1.8303066133673673,
|
| 1467 |
+
"val_acc": 0.38551592703512116,
|
| 1468 |
+
"val_f1": 0.3686811187305213,
|
| 1469 |
+
"dt": 253.65211844444275
|
| 1470 |
+
},
|
| 1471 |
+
{
|
| 1472 |
+
"epoch": 3,
|
| 1473 |
+
"loss": 1.7334132895750158,
|
| 1474 |
+
"val_acc": 0.37843724475905255,
|
| 1475 |
+
"val_f1": 0.3742458100303593,
|
| 1476 |
+
"dt": 256.102472782135
|
| 1477 |
+
},
|
| 1478 |
+
{
|
| 1479 |
+
"epoch": 4,
|
| 1480 |
+
"loss": 1.6855881585534622,
|
| 1481 |
+
"val_acc": 0.4848897359106997,
|
| 1482 |
+
"val_f1": 0.47829611434345687,
|
| 1483 |
+
"dt": 256.4665186405182
|
| 1484 |
+
},
|
| 1485 |
+
{
|
| 1486 |
+
"epoch": 5,
|
| 1487 |
+
"loss": 1.6053497380940223,
|
| 1488 |
+
"val_acc": 0.32779744078410017,
|
| 1489 |
+
"val_f1": 0.41265402343027413,
|
| 1490 |
+
"dt": 255.73819255828857
|
| 1491 |
+
},
|
| 1492 |
+
{
|
| 1493 |
+
"epoch": 6,
|
| 1494 |
+
"loss": 1.5526727387328554,
|
| 1495 |
+
"val_acc": 0.546147563299755,
|
| 1496 |
+
"val_f1": 0.5393454143207642,
|
| 1497 |
+
"dt": 256.01997089385986
|
| 1498 |
+
},
|
| 1499 |
+
{
|
| 1500 |
+
"epoch": 7,
|
| 1501 |
+
"loss": 1.5050014417155895,
|
| 1502 |
+
"val_acc": 0.533895997821944,
|
| 1503 |
+
"val_f1": 0.5457497752667383,
|
| 1504 |
+
"dt": 255.8862659931183
|
| 1505 |
+
},
|
| 1506 |
+
{
|
| 1507 |
+
"epoch": 8,
|
| 1508 |
+
"loss": 1.4620592690241363,
|
| 1509 |
+
"val_acc": 0.5597604138306561,
|
| 1510 |
+
"val_f1": 0.5883138528335103,
|
| 1511 |
+
"dt": 255.5882122516632
|
| 1512 |
+
},
|
| 1513 |
+
{
|
| 1514 |
+
"epoch": 9,
|
| 1515 |
+
"loss": 1.4159055265206397,
|
| 1516 |
+
"val_acc": 0.5981486523277975,
|
| 1517 |
+
"val_f1": 0.5955584663725533,
|
| 1518 |
+
"dt": 253.68793201446533
|
| 1519 |
+
},
|
| 1520 |
+
{
|
| 1521 |
+
"epoch": 10,
|
| 1522 |
+
"loss": 1.393439578724323,
|
| 1523 |
+
"val_acc": 0.5627552409474544,
|
| 1524 |
+
"val_f1": 0.5946142243669097,
|
| 1525 |
+
"dt": 256.0257143974304
|
| 1526 |
+
},
|
| 1527 |
+
{
|
| 1528 |
+
"epoch": 11,
|
| 1529 |
+
"loss": 1.3871085885303471,
|
| 1530 |
+
"val_acc": 0.616117615028587,
|
| 1531 |
+
"val_f1": 0.6335290657774748,
|
| 1532 |
+
"dt": 255.02121210098267
|
| 1533 |
+
},
|
| 1534 |
+
{
|
| 1535 |
+
"epoch": 12,
|
| 1536 |
+
"loss": 1.3525713191312903,
|
| 1537 |
+
"val_acc": 0.5564933297032398,
|
| 1538 |
+
"val_f1": 0.6035715013847535,
|
| 1539 |
+
"dt": 256.1961176395416
|
| 1540 |
+
},
|
| 1541 |
+
{
|
| 1542 |
+
"epoch": 13,
|
| 1543 |
+
"loss": 1.3365144175122246,
|
| 1544 |
+
"val_acc": 0.6144840729648788,
|
| 1545 |
+
"val_f1": 0.6459851673624504,
|
| 1546 |
+
"dt": 255.93754816055298
|
| 1547 |
+
},
|
| 1548 |
+
{
|
| 1549 |
+
"epoch": 14,
|
| 1550 |
+
"loss": 1.2721321372424854,
|
| 1551 |
+
"val_acc": 0.6313640076231963,
|
| 1552 |
+
"val_f1": 0.6694597251300985,
|
| 1553 |
+
"dt": 255.61663222312927
|
| 1554 |
+
},
|
| 1555 |
+
{
|
| 1556 |
+
"epoch": 15,
|
| 1557 |
+
"loss": 1.3124769063167323,
|
| 1558 |
+
"val_acc": 0.6545058535257283,
|
| 1559 |
+
"val_f1": 0.6727573160442042,
|
| 1560 |
+
"dt": 256.6898093223572
|
| 1561 |
+
},
|
| 1562 |
+
{
|
| 1563 |
+
"epoch": 16,
|
| 1564 |
+
"loss": 1.2890937185495248,
|
| 1565 |
+
"val_acc": 0.6240130683365097,
|
| 1566 |
+
"val_f1": 0.6578563567791343,
|
| 1567 |
+
"dt": 256.41068410873413
|
| 1568 |
+
},
|
| 1569 |
+
{
|
| 1570 |
+
"epoch": 17,
|
| 1571 |
+
"loss": 1.2587446928803439,
|
| 1572 |
+
"val_acc": 0.5818132316907161,
|
| 1573 |
+
"val_f1": 0.6299398566084704,
|
| 1574 |
+
"dt": 256.1616487503052
|
| 1575 |
+
},
|
| 1576 |
+
{
|
| 1577 |
+
"epoch": 18,
|
| 1578 |
+
"loss": 1.2650499247777436,
|
| 1579 |
+
"val_acc": 0.6545058535257283,
|
| 1580 |
+
"val_f1": 0.6943831053955861,
|
| 1581 |
+
"dt": 255.29445934295654
|
| 1582 |
+
},
|
| 1583 |
+
{
|
| 1584 |
+
"epoch": 19,
|
| 1585 |
+
"loss": 1.2021353061682258,
|
| 1586 |
+
"val_acc": 0.6893547508848353,
|
| 1587 |
+
"val_f1": 0.7174399615096119,
|
| 1588 |
+
"dt": 255.94321084022522
|
| 1589 |
+
},
|
| 1590 |
+
{
|
| 1591 |
+
"epoch": 20,
|
| 1592 |
+
"loss": 1.2095450926450342,
|
| 1593 |
+
"val_acc": 0.6820038115981486,
|
| 1594 |
+
"val_f1": 0.7235775250038102,
|
| 1595 |
+
"dt": 256.2838180065155
|
| 1596 |
+
},
|
| 1597 |
+
{
|
| 1598 |
+
"epoch": 21,
|
| 1599 |
+
"loss": 1.1843413550220023,
|
| 1600 |
+
"val_acc": 0.6833650966512388,
|
| 1601 |
+
"val_f1": 0.7256126433211397,
|
| 1602 |
+
"dt": 252.83356928825378
|
| 1603 |
+
},
|
| 1604 |
+
{
|
| 1605 |
+
"epoch": 22,
|
| 1606 |
+
"loss": 1.1496941149234772,
|
| 1607 |
+
"val_acc": 0.6773754424176422,
|
| 1608 |
+
"val_f1": 0.7117552654581667,
|
| 1609 |
+
"dt": 256.46661472320557
|
| 1610 |
+
},
|
| 1611 |
+
{
|
| 1612 |
+
"epoch": 23,
|
| 1613 |
+
"loss": 1.1609948643671921,
|
| 1614 |
+
"val_acc": 0.7059624285325347,
|
| 1615 |
+
"val_f1": 0.7354570664766499,
|
| 1616 |
+
"dt": 256.3087751865387
|
| 1617 |
+
},
|
| 1618 |
+
{
|
| 1619 |
+
"epoch": 24,
|
| 1620 |
+
"loss": 1.1300851455960659,
|
| 1621 |
+
"val_acc": 0.7201197930846719,
|
| 1622 |
+
"val_f1": 0.7691859869536254,
|
| 1623 |
+
"dt": 256.67230248451233
|
| 1624 |
+
},
|
| 1625 |
+
{
|
| 1626 |
+
"epoch": 25,
|
| 1627 |
+
"loss": 1.067400348017678,
|
| 1628 |
+
"val_acc": 0.6653961339504493,
|
| 1629 |
+
"val_f1": 0.7127091972990363,
|
| 1630 |
+
"dt": 256.80620408058167
|
| 1631 |
+
},
|
| 1632 |
+
{
|
| 1633 |
+
"epoch": 26,
|
| 1634 |
+
"loss": 1.0893241866351733,
|
| 1635 |
+
"val_acc": 0.7310100735093928,
|
| 1636 |
+
"val_f1": 0.7670066455471021,
|
| 1637 |
+
"dt": 256.4817976951599
|
| 1638 |
+
},
|
| 1639 |
+
{
|
| 1640 |
+
"epoch": 27,
|
| 1641 |
+
"loss": 1.0990358875467887,
|
| 1642 |
+
"val_acc": 0.7067791995643888,
|
| 1643 |
+
"val_f1": 0.7475811364006607,
|
| 1644 |
+
"dt": 255.1425325870514
|
| 1645 |
+
},
|
| 1646 |
+
{
|
| 1647 |
+
"epoch": 28,
|
| 1648 |
+
"loss": 1.0591532306214044,
|
| 1649 |
+
"val_acc": 0.7250204192757963,
|
| 1650 |
+
"val_f1": 0.763562088840329,
|
| 1651 |
+
"dt": 255.67588305473328
|
| 1652 |
+
},
|
| 1653 |
+
{
|
| 1654 |
+
"epoch": 29,
|
| 1655 |
+
"loss": 1.0700984234903372,
|
| 1656 |
+
"val_acc": 0.7293765314456847,
|
| 1657 |
+
"val_f1": 0.7755023309517861,
|
| 1658 |
+
"dt": 255.0426104068756
|
| 1659 |
+
},
|
| 1660 |
+
{
|
| 1661 |
+
"epoch": 30,
|
| 1662 |
+
"loss": 0.9983696218149855,
|
| 1663 |
+
"val_acc": 0.7144023958616934,
|
| 1664 |
+
"val_f1": 0.7655237514052258,
|
| 1665 |
+
"dt": 253.0554928779602
|
| 1666 |
+
},
|
| 1667 |
+
{
|
| 1668 |
+
"epoch": 31,
|
| 1669 |
+
"loss": 1.0268558963061938,
|
| 1670 |
+
"val_acc": 0.7274707323713585,
|
| 1671 |
+
"val_f1": 0.7726924121718833,
|
| 1672 |
+
"dt": 252.33495950698853
|
| 1673 |
+
},
|
| 1674 |
+
{
|
| 1675 |
+
"epoch": 32,
|
| 1676 |
+
"loss": 0.9896096768332463,
|
| 1677 |
+
"val_acc": 0.7585080315818132,
|
| 1678 |
+
"val_f1": 0.7966425881132381,
|
| 1679 |
+
"dt": 253.96120691299438
|
| 1680 |
+
},
|
| 1681 |
+
{
|
| 1682 |
+
"epoch": 33,
|
| 1683 |
+
"loss": 0.9585669061781794,
|
| 1684 |
+
"val_acc": 0.7582357745711952,
|
| 1685 |
+
"val_f1": 0.8033400867863293,
|
| 1686 |
+
"dt": 255.424250125885
|
| 1687 |
+
},
|
| 1688 |
+
{
|
| 1689 |
+
"epoch": 34,
|
| 1690 |
+
"loss": 0.9557001856612224,
|
| 1691 |
+
"val_acc": 0.7718486251020964,
|
| 1692 |
+
"val_f1": 0.817235594213469,
|
| 1693 |
+
"dt": 255.6264820098877
|
| 1694 |
+
},
|
| 1695 |
+
{
|
| 1696 |
+
"epoch": 35,
|
| 1697 |
+
"loss": 0.9210692935649606,
|
| 1698 |
+
"val_acc": 0.7693983120065342,
|
| 1699 |
+
"val_f1": 0.8130960922335009,
|
| 1700 |
+
"dt": 253.99800825119019
|
| 1701 |
+
},
|
| 1702 |
+
{
|
| 1703 |
+
"epoch": 36,
|
| 1704 |
+
"loss": 0.9252684155970098,
|
| 1705 |
+
"val_acc": 0.7620473727198476,
|
| 1706 |
+
"val_f1": 0.8090706827900214,
|
| 1707 |
+
"dt": 256.2568550109863
|
| 1708 |
+
},
|
| 1709 |
+
{
|
| 1710 |
+
"epoch": 37,
|
| 1711 |
+
"loss": 0.9083130793374089,
|
| 1712 |
+
"val_acc": 0.7696705690171521,
|
| 1713 |
+
"val_f1": 0.819057779379315,
|
| 1714 |
+
"dt": 255.7900059223175
|
| 1715 |
+
},
|
| 1716 |
+
{
|
| 1717 |
+
"epoch": 38,
|
| 1718 |
+
"loss": 0.9334696431630057,
|
| 1719 |
+
"val_acc": 0.7718486251020964,
|
| 1720 |
+
"val_f1": 0.820947205961151,
|
| 1721 |
+
"dt": 255.74342823028564
|
| 1722 |
+
},
|
| 1723 |
+
{
|
| 1724 |
+
"epoch": 39,
|
| 1725 |
+
"loss": 0.8901259454052433,
|
| 1726 |
+
"val_acc": 0.7849169616117615,
|
| 1727 |
+
"val_f1": 0.8300937880095501,
|
| 1728 |
+
"dt": 256.57955527305603
|
| 1729 |
+
},
|
| 1730 |
+
{
|
| 1731 |
+
"epoch": 40,
|
| 1732 |
+
"loss": 0.9083241093782038,
|
| 1733 |
+
"val_acc": 0.7925401579090662,
|
| 1734 |
+
"val_f1": 0.8332924239453965,
|
| 1735 |
+
"dt": 256.9435374736786
|
| 1736 |
+
},
|
| 1737 |
+
{
|
| 1738 |
+
"epoch": 41,
|
| 1739 |
+
"loss": 0.9123360935379478,
|
| 1740 |
+
"val_acc": 0.778382793356929,
|
| 1741 |
+
"val_f1": 0.8240027523773721,
|
| 1742 |
+
"dt": 256.48261070251465
|
| 1743 |
+
},
|
| 1744 |
+
{
|
| 1745 |
+
"epoch": 42,
|
| 1746 |
+
"loss": 0.8944891534729461,
|
| 1747 |
+
"val_acc": 0.7851892186223796,
|
| 1748 |
+
"val_f1": 0.8305268663796571,
|
| 1749 |
+
"dt": 257.4215519428253
|
| 1750 |
+
},
|
| 1751 |
+
{
|
| 1752 |
+
"epoch": 43,
|
| 1753 |
+
"loss": 0.8516309839188403,
|
| 1754 |
+
"val_acc": 0.7873672747073237,
|
| 1755 |
+
"val_f1": 0.831912455961463,
|
| 1756 |
+
"dt": 256.16400837898254
|
| 1757 |
+
},
|
| 1758 |
+
{
|
| 1759 |
+
"epoch": 44,
|
| 1760 |
+
"loss": 0.8471575177605376,
|
| 1761 |
+
"val_acc": 0.791451129866594,
|
| 1762 |
+
"val_f1": 0.8337968044875426,
|
| 1763 |
+
"dt": 255.83589673042297
|
| 1764 |
+
},
|
| 1765 |
+
{
|
| 1766 |
+
"epoch": 45,
|
| 1767 |
+
"loss": 0.869240119631254,
|
| 1768 |
+
"val_acc": 0.7977130411108087,
|
| 1769 |
+
"val_f1": 0.8398359042313197,
|
| 1770 |
+
"dt": 256.6511342525482
|
| 1771 |
+
},
|
| 1772 |
+
{
|
| 1773 |
+
"epoch": 46,
|
| 1774 |
+
"loss": 0.8814517865058903,
|
| 1775 |
+
"val_acc": 0.7966240130683365,
|
| 1776 |
+
"val_f1": 0.837846579453766,
|
| 1777 |
+
"dt": 257.15031003952026
|
| 1778 |
+
},
|
| 1779 |
+
{
|
| 1780 |
+
"epoch": 47,
|
| 1781 |
+
"loss": 0.8365276004624003,
|
| 1782 |
+
"val_acc": 0.7958072420364825,
|
| 1783 |
+
"val_f1": 0.8374108858079753,
|
| 1784 |
+
"dt": 257.38699436187744
|
| 1785 |
+
},
|
| 1786 |
+
{
|
| 1787 |
+
"epoch": 48,
|
| 1788 |
+
"loss": 0.8809662063916525,
|
| 1789 |
+
"val_acc": 0.7949904710046284,
|
| 1790 |
+
"val_f1": 0.8364553412219866,
|
| 1791 |
+
"dt": 257.0312304496765
|
| 1792 |
+
},
|
| 1793 |
+
{
|
| 1794 |
+
"epoch": 49,
|
| 1795 |
+
"loss": 0.8403927280297726,
|
| 1796 |
+
"val_acc": 0.7971685270895725,
|
| 1797 |
+
"val_f1": 0.8376778461269783,
|
| 1798 |
+
"dt": 257.1972990036011
|
| 1799 |
+
}
|
| 1800 |
+
]
|
| 1801 |
+
}
|
| 1802 |
+
]
|