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D:\code\voicute\onnx-wakeword\python\test_l2_fa.py:118: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)
prob = float(model_out[0]) if model_out.ndim <= 2 else float(model_out[0, 0])
AISHELL dir: ../../data/negative/aishell/data_aishell/wav/test
WAV files: 2472
Model: ../models/zh/nihaoxiaona_r0.onnx
Mel: ../models/melspectrogram.onnx
============================================================
TEST 1: Raw (L1=off, L2=off)
============================================================
Model input: ['batch', 98, 32] (n_mels=32)
[500/2472] 0.6h FA=168 FA/h=275.8 bg=0.0029 windows=42418 elapsed=108s
[1000/2472] 1.3h FA=367 FA/h=282.7 bg=0.0048 windows=92034 elapsed=243s
[1500/2472] 2.0h FA=618 FA/h=304.8 bg=0.0024 windows=145298 elapsed=358s
[2000/2472] 2.7h FA=839 FA/h=306.2 bg=0.0011 windows=197053 elapsed=493s
============================================================
Files: 2472 | Skipped: 0
Duration: 3.33h | Windows: 238764
FA: 929 | FA/h: 278.7
Config: thr=0.5 cons=2 L1=off L2=off L3=off L4=off L5=off
Final bg=0.0039 | Time: 608s
============================================================
============================================================
TEST 2: L2 only (L1=off, L2=on)
============================================================
Model input: ['batch', 98, 32] (n_mels=32)
[500/2472] 0.6h FA=168 FA/h=275.8 bg=0.0029 windows=42418 elapsed=91s
[1000/2472] 1.3h FA=367 FA/h=282.7 bg=0.0048 windows=92034 elapsed=201s
[1500/2472] 2.0h FA=618 FA/h=304.8 bg=0.0024 windows=145298 elapsed=326s
[2000/2472] 2.7h FA=839 FA/h=306.2 bg=0.0011 windows=197053 elapsed=445s
============================================================
Files: 2472 | Skipped: 0
Duration: 3.33h | Windows: 238764
FA: 929 | FA/h: 278.7
Config: thr=0.5 cons=2 L1=off L2=on L3=off L4=off L5=off
Final bg=0.0039 | Time: 540s
============================================================
============================================================
TEST 3: L1 only (L1=on, L2=off)
============================================================
Model input: ['batch', 98, 32] (n_mels=32)
[500/2472] 0.6h FA=63 FA/h=103.4 bg=0.0029 windows=42418 elapsed=93s
[1000/2472] 1.3h FA=139 FA/h=107.1 bg=0.0048 windows=92034 elapsed=196s
[1500/2472] 2.0h FA=227 FA/h=112.0 bg=0.0024 windows=145298 elapsed=305s
[2000/2472] 2.7h FA=311 FA/h=113.5 bg=0.0011 windows=197053 elapsed=418s
============================================================
Files: 2472 | Skipped: 0
Duration: 3.33h | Windows: 238764
FA: 345 | FA/h: 103.5
Config: thr=0.5 cons=2 L1=on L2=off L3=off L4=off L5=off
Final bg=0.0039 | Time: 507s
============================================================
============================================================
TEST 4: L1+L2 (L1=on, L2=on)
============================================================
Model input: ['batch', 98, 32] (n_mels=32)
[500/2472] 0.6h FA=63 FA/h=103.4 bg=0.0029 windows=42418 elapsed=105s
[1000/2472] 1.3h FA=139 FA/h=107.1 bg=0.0048 windows=92034 elapsed=224s
[1500/2472] 2.0h FA=227 FA/h=112.0 bg=0.0024 windows=145298 elapsed=392s
[2000/2472] 2.7h FA=311 FA/h=113.5 bg=0.0011 windows=197053 elapsed=555s
============================================================
Files: 2472 | Skipped: 0
Duration: 3.33h | Windows: 238764
FA: 345 | FA/h: 103.5
Config: thr=0.5 cons=2 L1=on L2=on L3=off L4=off L5=off
Final bg=0.0039 | Time: 603s
============================================================
============================================================
SUMMARY
============================================================
Raw: FA/h=278.7
L2 only: FA/h=278.7 (Δ = 0.0)
L1 only: FA/h=103.5
L1+L2: FA/h=103.5 (Δ from L1 only = 0.0)
L2 contribution:
L2-only reduction: 0.0 (0%)
L2-on-L1 reduction: 0.0 (0%)