BladeDISC aasist code

exp_result/LA_AASIST-L_ep100_bs24/loaded_model_t-DCF_EER.txt

+
+CM SYSTEM
+	EER		= 0.991705773 % (Equal error rate for countermeasure)
+
+TANDEM
+	min-tDCF		= 0.030946862
+
+BREAKDOWN CM SYSTEM
+	EER A07		= 0.553447233 % (Equal error rate for A07
+	EER A08		= 0.203721550 % (Equal error rate for A08
+	EER A09		= 0.000000000 % (Equal error rate for A09
+	EER A10		= 1.001634642 % (Equal error rate for A10
+	EER A11		= 0.139206037 % (Equal error rate for A11
+	EER A12		= 0.692653269 % (Equal error rate for A12
+	EER A13		= 0.203721550 % (Equal error rate for A13
+	EER A14		= 0.057717417 % (Equal error rate for A14
+	EER A15		= 0.570420339 % (Equal error rate for A15
+	EER A16		= 0.634935852 % (Equal error rate for A16
+	EER A17		= 1.914982568 % (Equal error rate for A17
+	EER A18		= 3.049025150 % (Equal error rate for A18
+	EER A19		= 0.709626376 % (Equal error rate for A19

exp_result/LA_AASIST-L_ep100_bs24/t-DCF_EER.txt

+
+CM SYSTEM
+	EER		= 0.991705773 % (Equal error rate for countermeasure)
+
+TANDEM
+	min-tDCF		= 0.030946862
+
+BREAKDOWN CM SYSTEM
+	EER A07		= 0.553447233 % (Equal error rate for A07
+	EER A08		= 0.203721550 % (Equal error rate for A08
+	EER A09		= 0.000000000 % (Equal error rate for A09
+	EER A10		= 1.001634642 % (Equal error rate for A10
+	EER A11		= 0.139206037 % (Equal error rate for A11
+	EER A12		= 0.692653269 % (Equal error rate for A12
+	EER A13		= 0.203721550 % (Equal error rate for A13
+	EER A14		= 0.057717417 % (Equal error rate for A14
+	EER A15		= 0.570420339 % (Equal error rate for A15
+	EER A16		= 0.634935852 % (Equal error rate for A16
+	EER A17		= 1.914982568 % (Equal error rate for A17
+	EER A18		= 3.049025150 % (Equal error rate for A18
+	EER A19		= 0.709626376 % (Equal error rate for A19

exp_result/LA_AASIST_ep100_bs24/config.conf

+{
+    "database_path": "./LA/",
+    "asv_score_path": "ASVspoof2019_LA_asv_scores/ASVspoof2019.LA.asv.eval.gi.trl.scores.txt",
+    "model_path": "./models/weights/AASIST.pth",
+    "batch_size": 24,
+    "num_epochs": 100,
+    "loss": "CCE",
+    "track": "LA",
+    "eval_all_best": "True",
+    "eval_output": "eval_scores_using_best_dev_model.txt",
+    "cudnn_deterministic_toggle": "True",
+    "cudnn_benchmark_toggle": "False",
+    "model_config": {
+        "architecture": "AASIST",
+        "nb_samp": 64600,
+        "first_conv": 128,
+        "filts": [70, [1, 32], [32, 32], [32, 64], [64, 64]],
+        "gat_dims": [64, 32],
+        "pool_ratios": [0.5, 0.7, 0.5, 0.5],
+        "temperatures": [2.0, 2.0, 100.0, 100.0]
+    },
+    "optim_config": {
+        "optimizer": "adam", 
+        "amsgrad": "False",
+        "base_lr": 0.0001,
+        "lr_min": 0.000005,
+        "betas": [0.9, 0.999],
+        "weight_decay": 0.0001,
+        "scheduler": "cosine"
+    }
+}

exp_result/LA_AASIST_ep100_bs24/loaded_model_t-DCF_EER.txt

+
+CM SYSTEM
+	EER		= 0.829511226 % (Equal error rate for countermeasure)
+
+TANDEM
+	min-tDCF		= 0.027529478
+
+BREAKDOWN CM SYSTEM
+	EER A07		= 0.529676029 % (Equal error rate for A07
+	EER A08		= 0.424416206 % (Equal error rate for A08
+	EER A09		= 0.000000000 % (Equal error rate for A09
+	EER A10		= 0.855630509 % (Equal error rate for A10
+	EER A11		= 0.179950347 % (Equal error rate for A11
+	EER A12		= 0.709626376 % (Equal error rate for A12
+	EER A13		= 0.146004133 % (Equal error rate for A13
+	EER A14		= 0.162977240 % (Equal error rate for A14
+	EER A15		= 0.553447233 % (Equal error rate for A15
+	EER A16		= 0.651908959 % (Equal error rate for A16
+	EER A17		= 1.263073608 % (Equal error rate for A17
+	EER A18		= 2.607635837 % (Equal error rate for A18
+	EER A19		= 0.651908959 % (Equal error rate for A19

exp_result/LA_AASIST_ep100_bs24/t-DCF_EER.txt

+
+CM SYSTEM
+	EER		= 0.829511226 % (Equal error rate for countermeasure)
+
+TANDEM
+	min-tDCF		= 0.027529478
+
+BREAKDOWN CM SYSTEM
+	EER A07		= 0.529676029 % (Equal error rate for A07
+	EER A08		= 0.424416206 % (Equal error rate for A08
+	EER A09		= 0.000000000 % (Equal error rate for A09
+	EER A10		= 0.855630509 % (Equal error rate for A10
+	EER A11		= 0.179950347 % (Equal error rate for A11
+	EER A12		= 0.709626376 % (Equal error rate for A12
+	EER A13		= 0.146004133 % (Equal error rate for A13
+	EER A14		= 0.162977240 % (Equal error rate for A14
+	EER A15		= 0.553447233 % (Equal error rate for A15
+	EER A16		= 0.651908959 % (Equal error rate for A16
+	EER A17		= 1.263073608 % (Equal error rate for A17
+	EER A18		= 2.607635837 % (Equal error rate for A18
+	EER A19		= 0.651908959 % (Equal error rate for A19