nohup: ignoring input
INFO:attack:Logging Module config finished.
INFO:attack:loading train data
/lustre/home/acct-stu/stu403/.conda/envs/bkdmbti/lib/python3.10/site-packages/pydub/utils.py:170: RuntimeWarning: Couldn't find ffmpeg or avconv - defaulting to ffmpeg, but may not work
  warn("Couldn't find ffmpeg or avconv - defaulting to ffmpeg, but may not work", RuntimeWarning)
data preprocess
0th speaker processing...
1th speaker processing...
2th speaker processing...
...... ...... ......
628th speaker processing...
629th speaker processing...
train benign model
Fri Jun  7 16:27:02 2024	Epoch:1[30/283],Iteration:30	Loss:6.9392	TLoss:7.9260	

Fri Jun  7 16:27:03 2024	Epoch:1[60/283],Iteration:60	Loss:8.1643	TLoss:7.6017	

Fri Jun  7 16:27:05 2024	Epoch:1[90/283],Iteration:90	Loss:7.6840	TLoss:7.2886		

...... ...... ......

Fri Jun  7 19:51:59 2024	Epoch:950[210/283],Iteration:268777	Loss:0.0219	TLoss:0.2071	

Fri Jun  7 19:52:01 2024	Epoch:950[240/283],Iteration:268807	Loss:0.0000	TLoss:0.2173	

Fri Jun  7 19:52:02 2024	Epoch:950[270/283],Iteration:268837	Loss:0.0000	TLoss:0.2134	


Done, trained model saved at ../../data/timit/benign_checkpoint/final_epoch_950_batch_id_283.model
get cluster
Processing epoch 1:
Processing epoch 2:
Processing epoch 3:
Processing epoch 4:
Processing epoch 5:

making train poison datast:
poison dataset saved: /lustre/home/acct-stu/stu403/Desktop/BackdoorMMT-main/resources/baasv/../../data/poison_data/timit-baasv/train/speaker0.npy
poison dataset saved: /lustre/home/acct-stu/stu403/Desktop/BackdoorMMT-main/resources/baasv/../../data/poison_data/timit-baasv/train/speaker1.npy
...... ...... ......
poison dataset saved: /lustre/home/acct-stu/stu403/Desktop/BackdoorMMT-main/resources/baasv/../../data/poison_data/timit-baasv/train/speaker564.npy
poison dataset saved: /lustre/home/acct-stu/stu403/Desktop/BackdoorMMT-main/resources/baasv/../../data/poison_data/timit-baasv/train/speaker565.npy

making test poison datast:
poison dataset saved: /lustre/home/acct-stu/stu403/Desktop/BackdoorMMT-main/resources/baasv/../../data/poison_data/timit-baasv/test/speaker0.npy
poison dataset saved: /lustre/home/acct-stu/stu403/Desktop/BackdoorMMT-main/resources/baasv/../../data/poison_data/timit-baasv/test/speaker1.npy
...... ...... ......
poison dataset saved: /lustre/home/acct-stu/stu403/Desktop/BackdoorMMT-main/resources/baasv/../../data/poison_data/timit-baasv/test/speaker61.npy
poison dataset saved: /lustre/home/acct-stu/stu403/Desktop/BackdoorMMT-main/resources/baasv/../../data/poison_data/timit-baasv/test/speaker62.npy
INFO:attack:start training
Fri Jun  7 20:00:15 2024	Epoch:1[30/283],Iteration:30	Loss:8.2717	TLoss:8.2919	

Fri Jun  7 20:00:17 2024	Epoch:1[60/283],Iteration:60	Loss:6.8562	TLoss:8.0386	

Fri Jun  7 20:00:19 2024	Epoch:1[90/283],Iteration:90	Loss:6.9909	TLoss:7.9253	

..... ...... ......

Fri Jun  7 23:40:32 2024	Epoch:950[210/283],Iteration:268777	Loss:0.0473	TLoss:0.4608	

Fri Jun  7 23:40:33 2024	Epoch:950[240/283],Iteration:268807	Loss:1.6048	TLoss:0.4310	

Fri Jun  7 23:40:35 2024	Epoch:950[270/283],Iteration:268837	Loss:0.0024	TLoss:0.4410	

Done, trained model saved at ../../data/timit/poisoned_checkpoint/final_epoch_950_batch_id_283.model

INFO:attack:training finished
INFO:attack:start benign testing

EER : 0.08 (thres:0.66, FAR:0.08, FRR:0.09)

EER : 0.07 (thres:0.68, FAR:0.07, FRR:0.07)

EER : 0.08 (thres:0.64, FAR:0.08, FRR:0.08)

EER : 0.06 (thres:0.69, FAR:0.06, FRR:0.06)

EER : 0.07 (thres:0.66, FAR:0.07, FRR:0.07)

 EER across 5 epochs: 0.0720

 thres across 5 epochs: 0.67

INFO:attack:start poison testing
ASR for Epoch 1 : 0.667
ASR for Epoch 2 : 0.857
ASR for Epoch 3 : 0.683
ASR for Epoch 4 : 0.698
ASR for Epoch 5 : 0.746
ASR across 5 epochs : 0.730
Threash across 5 epochs : 0.67
INFO:attack:test finished