# HG changeset patch
# User Chris Cannam
# Date 1401878742 -3600
# Node ID ad706e771398d2b19a6a7227c819405ce32a5ee9
# Parent 8d0f57b4b2dc39c3762c2f81afbd48f2a4471900
Run again with parameter settings for instruments. I see the results are worse!
diff -r 8d0f57b4b2dc -r ad706e771398 testdata/evaluation/outputs/72a9696f7caa.txt
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/testdata/evaluation/outputs/72a9696f7caa.txt Wed Jun 04 11:45:42 2014 +0100
@@ -0,0 +1,599 @@
+Yeti 0.9.9+
+1.0
+
+Input files are:
+/home/cannam/Music/TRIOS_dataset/mozart/piano.wav
+/home/cannam/Music/TRIOS_dataset/mozart/viola.wav
+/home/cannam/Music/TRIOS_dataset/mozart/mix.wav
+/home/cannam/Music/TRIOS_dataset/mozart/clarinet.wav
+/home/cannam/Music/TRIOS_dataset/lussier/piano.wav
+/home/cannam/Music/TRIOS_dataset/lussier/mix.wav
+/home/cannam/Music/TRIOS_dataset/lussier/bassoon.wav
+/home/cannam/Music/TRIOS_dataset/lussier/trumpet.wav
+/home/cannam/Music/TRIOS_dataset/take_five/piano.wav
+/home/cannam/Music/TRIOS_dataset/take_five/mix.wav
+/home/cannam/Music/TRIOS_dataset/take_five/saxophone.wav
+
+Evaluating for file /home/cannam/Music/TRIOS_dataset/mozart/piano.wav...
+
+For piece mozart, arrangement piano, using instrument 1...
+force ->
+one-file -> /tmp/5389
+Have audio source: "/tmp/5389norm.wav"
+
Determining default rate and channel count from first input file... Done
+File or URL "/tmp/5389norm.wav" opened successfully
+Taking default channel count of 1 from file
+Taking default sample rate of 44100Hz from file
+(Note: Default may be overridden by transforms)
+RDFTransformFactory: NOTE: Transform is:
+
+
+
+
+
+
+NOTE: Transform does not specify a sample rate, using default rate of 44100
+NOTE: Loaded and initialised plugin for transform "vamp:silvet:silvet:" with plugin step size 1024 and block size 1024 (adapter step and block size 16384)
+Extracting features for: "/tmp/5389norm.wav"
+Audio file "/tmp/5389norm.wav": 1ch at 44100Hz
+
Extracting and writing features... 1%
Extracting and writing features... 2%
Extracting and writing features... 3%
Extracting and writing features... 4%
Extracting and writing features... 5%
Extracting and writing features... 6%
Extracting and writing features... 7%
Extracting and writing features... 8%
Extracting and writing features... 10%
Extracting and writing features... 11%
Extracting and writing features... 12%
Extracting and writing features... 13%
Extracting and writing features... 14%
Extracting and writing features... 15%
Extracting and writing features... 16%
Extracting and writing features... 17%
Extracting and writing features... 18%
Extracting and writing features... 20%
Extracting and writing features... 21%
Extracting and writing features... 22%
Extracting and writing features... 23%
Extracting and writing features... 24%
Extracting and writing features... 25%
Extracting and writing features... 26%
Extracting and writing features... 27%
Extracting and writing features... 28%
Extracting and writing features... 30%
Extracting and writing features... 31%
Extracting and writing features... 32%
Extracting and writing features... 33%
Extracting and writing features... 34%
Extracting and writing features... 35%
Extracting and writing features... 36%
Extracting and writing features... 37%
Extracting and writing features... 38%
Extracting and writing features... 40%
Extracting and writing features... 41%
Extracting and writing features... 42%
Extracting and writing features... 43%
Extracting and writing features... 44%
Extracting and writing features... 45%
Extracting and writing features... 46%
Extracting and writing features... 47%
Extracting and writing features... 48%
Extracting and writing features... 50%
Extracting and writing features... 51%
Extracting and writing features... 52%
Extracting and writing features... 53%
Extracting and writing features... 54%
Extracting and writing features... 55%
Extracting and writing features... 56%
Extracting and writing features... 57%
Extracting and writing features... 58%
Extracting and writing features... 59%
Extracting and writing features... 61%
Extracting and writing features... 62%
Extracting and writing features... 63%
Extracting and writing features... 64%
Extracting and writing features... 65%
Extracting and writing features... 66%
Extracting and writing features... 67%
Extracting and writing features... 68%
Extracting and writing features... 69%
Extracting and writing features... 71%
Extracting and writing features... 72%
Extracting and writing features... 73%
Extracting and writing features... 74%
Extracting and writing features... 75%
Extracting and writing features... 76%
Extracting and writing features... 77%
Extracting and writing features... 78%
Extracting and writing features... 79%
Extracting and writing features... 81%
Extracting and writing features... 82%
Extracting and writing features... 83%
Extracting and writing features... 84%
Extracting and writing features... 85%
Extracting and writing features... 86%
Extracting and writing features... 87%
Extracting and writing features... 88%
Extracting and writing features... 89%
Extracting and writing features... 91%
Extracting and writing features... 92%
Extracting and writing features... 93%
Extracting and writing features... 94%
Extracting and writing features... 95%
Extracting and writing features... 96%
Extracting and writing features... 97%
Extracting and writing features... 98%
Extracting and writing features... 99%
Extracting and writing features... Done
+
+
+Validating against ground truth at 50 ms:
+precision 43.1, recall 65, accuracy 35, F 51.9 <-- main measure
+
+Validating against MIREX submission at 50 ms:
+precision 30, recall 39.5, accuracy 20.5, F 34.1
+
+Validating MIREX against ground truth at 50 ms:
+precision 56.2, recall 64.3, accuracy 42.9, F 60
+
+Validating against ground truth at 100 ms:
+precision 53.1, recall 80.1, accuracy 46.9, F 63.9
+
+Validating against MIREX submission at 100 ms:
+precision 60, recall 79, accuracy 51.7, F 68.2
+
+Validating MIREX against ground truth at 100 ms:
+precision 69.4, recall 79.4, accuracy 58.8, F 74.1
+
+
+Evaluating for file /home/cannam/Music/TRIOS_dataset/mozart/viola.wav...
+
+For piece mozart, arrangement viola, using instrument 0...
+force ->
+one-file -> /tmp/5389
+Have audio source: "/tmp/5389norm.wav"
+
Determining default rate and channel count from first input file... Done
+File or URL "/tmp/5389norm.wav" opened successfully
+Taking default channel count of 1 from file
+Taking default sample rate of 44100Hz from file
+(Note: Default may be overridden by transforms)
+RDFTransformFactory: NOTE: Transform is:
+
+
+
+
+
+
+NOTE: Transform does not specify a sample rate, using default rate of 44100
+NOTE: Loaded and initialised plugin for transform "vamp:silvet:silvet:" with plugin step size 1024 and block size 1024 (adapter step and block size 16384)
+Extracting features for: "/tmp/5389norm.wav"
+Audio file "/tmp/5389norm.wav": 1ch at 44100Hz
+
Extracting and writing features... 1%
Extracting and writing features... 2%
Extracting and writing features... 3%
Extracting and writing features... 4%
Extracting and writing features... 5%
Extracting and writing features... 6%
Extracting and writing features... 7%
Extracting and writing features... 8%
Extracting and writing features... 10%
Extracting and writing features... 11%
Extracting and writing features... 12%
Extracting and writing features... 13%
Extracting and writing features... 14%
Extracting and writing features... 15%
Extracting and writing features... 16%
Extracting and writing features... 17%
Extracting and writing features... 18%
Extracting and writing features... 20%
Extracting and writing features... 21%
Extracting and writing features... 22%
Extracting and writing features... 23%
Extracting and writing features... 24%
Extracting and writing features... 25%
Extracting and writing features... 26%
Extracting and writing features... 27%
Extracting and writing features... 28%
Extracting and writing features... 30%
Extracting and writing features... 31%
Extracting and writing features... 32%
Extracting and writing features... 33%
Extracting and writing features... 34%
Extracting and writing features... 35%
Extracting and writing features... 36%
Extracting and writing features... 37%
Extracting and writing features... 38%
Extracting and writing features... 40%
Extracting and writing features... 41%
Extracting and writing features... 42%
Extracting and writing features... 43%
Extracting and writing features... 44%
Extracting and writing features... 45%
Extracting and writing features... 46%
Extracting and writing features... 47%
Extracting and writing features... 48%
Extracting and writing features... 50%
Extracting and writing features... 51%
Extracting and writing features... 52%
Extracting and writing features... 53%
Extracting and writing features... 54%
Extracting and writing features... 55%
Extracting and writing features... 56%
Extracting and writing features... 57%
Extracting and writing features... 58%
Extracting and writing features... 59%
Extracting and writing features... 61%
Extracting and writing features... 62%
Extracting and writing features... 63%
Extracting and writing features... 64%
Extracting and writing features... 65%
Extracting and writing features... 66%
Extracting and writing features... 67%
Extracting and writing features... 68%
Extracting and writing features... 69%
Extracting and writing features... 71%
Extracting and writing features... 72%
Extracting and writing features... 73%
Extracting and writing features... 74%
Extracting and writing features... 75%
Extracting and writing features... 76%
Extracting and writing features... 77%
Extracting and writing features... 78%
Extracting and writing features... 79%
Extracting and writing features... 81%
Extracting and writing features... 82%
Extracting and writing features... 83%
Extracting and writing features... 84%
Extracting and writing features... 85%
Extracting and writing features... 86%
Extracting and writing features... 87%
Extracting and writing features... 88%
Extracting and writing features... 89%
Extracting and writing features... 91%
Extracting and writing features... 92%
Extracting and writing features... 93%
Extracting and writing features... 94%
Extracting and writing features... 95%
Extracting and writing features... 96%
Extracting and writing features... 97%
Extracting and writing features... 98%
Extracting and writing features... 99%
Extracting and writing features... Done
+
+
+Validating against ground truth at 50 ms:
+precision 27.2, recall 75, accuracy 25, F 40 <-- main measure
+
+Validating against MIREX submission at 50 ms:
+precision 43.1, recall 30.6, accuracy 21.8, F 35.8
+
+Validating MIREX against ground truth at 50 ms:
+precision 20.9, recall 81.2, accuracy 20, F 33.3
+
+Validating against ground truth at 100 ms:
+precision 28.4, recall 78.1, accuracy 26.3, F 41.6
+
+Validating against MIREX submission at 100 ms:
+precision 63.6, recall 45.1, accuracy 35.8, F 52.8
+
+Validating MIREX against ground truth at 100 ms:
+precision 22.5, recall 87.5, accuracy 21.8, F 35.8
+
+
+Evaluating for file /home/cannam/Music/TRIOS_dataset/mozart/mix.wav...
+
+For piece mozart, arrangement mix, using instrument 0...
+force ->
+one-file -> /tmp/5389
+Have audio source: "/tmp/5389norm.wav"
+
Determining default rate and channel count from first input file... Done
+File or URL "/tmp/5389norm.wav" opened successfully
+Taking default channel count of 1 from file
+Taking default sample rate of 44100Hz from file
+(Note: Default may be overridden by transforms)
+RDFTransformFactory: NOTE: Transform is:
+
+
+
+
+
+
+NOTE: Transform does not specify a sample rate, using default rate of 44100
+NOTE: Loaded and initialised plugin for transform "vamp:silvet:silvet:" with plugin step size 1024 and block size 1024 (adapter step and block size 16384)
+Extracting features for: "/tmp/5389norm.wav"
+Audio file "/tmp/5389norm.wav": 1ch at 44100Hz
+
Extracting and writing features... 1%
Extracting and writing features... 2%
Extracting and writing features... 3%
Extracting and writing features... 4%
Extracting and writing features... 5%
Extracting and writing features... 6%
Extracting and writing features... 7%
Extracting and writing features... 8%
Extracting and writing features... 10%
Extracting and writing features... 11%
Extracting and writing features... 12%
Extracting and writing features... 13%
Extracting and writing features... 14%
Extracting and writing features... 15%
Extracting and writing features... 16%
Extracting and writing features... 17%
Extracting and writing features... 18%
Extracting and writing features... 20%
Extracting and writing features... 21%
Extracting and writing features... 22%
Extracting and writing features... 23%
Extracting and writing features... 24%
Extracting and writing features... 25%
Extracting and writing features... 26%
Extracting and writing features... 27%
Extracting and writing features... 28%
Extracting and writing features... 30%
Extracting and writing features... 31%
Extracting and writing features... 32%
Extracting and writing features... 33%
Extracting and writing features... 34%
Extracting and writing features... 35%
Extracting and writing features... 36%
Extracting and writing features... 37%
Extracting and writing features... 38%
Extracting and writing features... 40%
Extracting and writing features... 41%
Extracting and writing features... 42%
Extracting and writing features... 43%
Extracting and writing features... 44%
Extracting and writing features... 45%
Extracting and writing features... 46%
Extracting and writing features... 47%
Extracting and writing features... 48%
Extracting and writing features... 50%
Extracting and writing features... 51%
Extracting and writing features... 52%
Extracting and writing features... 53%
Extracting and writing features... 54%
Extracting and writing features... 55%
Extracting and writing features... 56%
Extracting and writing features... 57%
Extracting and writing features... 58%
Extracting and writing features... 59%
Extracting and writing features... 61%
Extracting and writing features... 62%
Extracting and writing features... 63%
Extracting and writing features... 64%
Extracting and writing features... 65%
Extracting and writing features... 66%
Extracting and writing features... 67%
Extracting and writing features... 68%
Extracting and writing features... 69%
Extracting and writing features... 71%
Extracting and writing features... 72%
Extracting and writing features... 73%
Extracting and writing features... 74%
Extracting and writing features... 75%
Extracting and writing features... 76%
Extracting and writing features... 77%
Extracting and writing features... 78%
Extracting and writing features... 79%
Extracting and writing features... 81%
Extracting and writing features... 82%
Extracting and writing features... 83%
Extracting and writing features... 84%
Extracting and writing features... 85%
Extracting and writing features... 86%
Extracting and writing features... 87%
Extracting and writing features... 88%
Extracting and writing features... 89%
Extracting and writing features... 91%
Extracting and writing features... 92%
Extracting and writing features... 93%
Extracting and writing features... 94%
Extracting and writing features... 95%
Extracting and writing features... 96%
Extracting and writing features... 97%
Extracting and writing features... 98%
Extracting and writing features... 99%
Extracting and writing features... Done
+
+
+Validating against ground truth at 50 ms:
+precision 56.8, recall 55.4, accuracy 39, F 56.1 <-- main measure
+
+Validating against MIREX submission at 50 ms:
+precision 60.9, recall 58.8, accuracy 42.7, F 59.8
+
+Validating MIREX against ground truth at 50 ms:
+precision 50.4, recall 51, accuracy 33.9, F 50.7
+
+Validating against ground truth at 100 ms:
+precision 68.4, recall 66.8, accuracy 51, F 67.6
+
+Validating against MIREX submission at 100 ms:
+precision 80, recall 77.2, accuracy 64.7, F 78.6
+
+Validating MIREX against ground truth at 100 ms:
+precision 67.2, recall 68, accuracy 51, F 67.6
+
+
+Evaluating for file /home/cannam/Music/TRIOS_dataset/mozart/clarinet.wav...
+
+For piece mozart, arrangement clarinet, using instrument 8...
+force ->
+one-file -> /tmp/5389
+Have audio source: "/tmp/5389norm.wav"
+
Determining default rate and channel count from first input file... Done
+File or URL "/tmp/5389norm.wav" opened successfully
+Taking default channel count of 1 from file
+Taking default sample rate of 44100Hz from file
+(Note: Default may be overridden by transforms)
+RDFTransformFactory: NOTE: Transform is:
+
+
+
+
+
+
+NOTE: Transform does not specify a sample rate, using default rate of 44100
+NOTE: Loaded and initialised plugin for transform "vamp:silvet:silvet:" with plugin step size 1024 and block size 1024 (adapter step and block size 16384)
+Extracting features for: "/tmp/5389norm.wav"
+Audio file "/tmp/5389norm.wav": 1ch at 44100Hz
+
Extracting and writing features... 1%
Extracting and writing features... 2%
Extracting and writing features... 3%
Extracting and writing features... 4%
Extracting and writing features... 5%
Extracting and writing features... 6%
Extracting and writing features... 7%
Extracting and writing features... 8%
Extracting and writing features... 10%
Extracting and writing features... 11%
Extracting and writing features... 12%
Extracting and writing features... 13%
Extracting and writing features... 14%
Extracting and writing features... 15%
Extracting and writing features... 16%
Extracting and writing features... 17%
Extracting and writing features... 18%
Extracting and writing features... 20%
Extracting and writing features... 21%
Extracting and writing features... 22%
Extracting and writing features... 23%
Extracting and writing features... 24%
Extracting and writing features... 25%
Extracting and writing features... 26%
Extracting and writing features... 27%
Extracting and writing features... 28%
Extracting and writing features... 30%
Extracting and writing features... 31%
Extracting and writing features... 32%
Extracting and writing features... 33%
Extracting and writing features... 34%
Extracting and writing features... 35%
Extracting and writing features... 36%
Extracting and writing features... 37%
Extracting and writing features... 38%
Extracting and writing features... 40%
Extracting and writing features... 41%
Extracting and writing features... 42%
Extracting and writing features... 43%
Extracting and writing features... 44%
Extracting and writing features... 45%
Extracting and writing features... 46%
Extracting and writing features... 47%
Extracting and writing features... 48%
Extracting and writing features... 50%
Extracting and writing features... 51%
Extracting and writing features... 52%
Extracting and writing features... 53%
Extracting and writing features... 54%
Extracting and writing features... 55%
Extracting and writing features... 56%
Extracting and writing features... 57%
Extracting and writing features... 58%
Extracting and writing features... 59%
Extracting and writing features... 61%
Extracting and writing features... 62%
Extracting and writing features... 63%
Extracting and writing features... 64%
Extracting and writing features... 65%
Extracting and writing features... 66%
Extracting and writing features... 67%
Extracting and writing features... 68%
Extracting and writing features... 69%
Extracting and writing features... 71%
Extracting and writing features... 72%
Extracting and writing features... 73%
Extracting and writing features... 74%
Extracting and writing features... 75%
Extracting and writing features... 76%
Extracting and writing features... 77%
Extracting and writing features... 78%
Extracting and writing features... 79%
Extracting and writing features... 81%
Extracting and writing features... 82%
Extracting and writing features... 83%
Extracting and writing features... 84%
Extracting and writing features... 85%
Extracting and writing features... 86%
Extracting and writing features... 87%
Extracting and writing features... 88%
Extracting and writing features... 89%
Extracting and writing features... 91%
Extracting and writing features... 92%
Extracting and writing features... 93%
Extracting and writing features... 94%
Extracting and writing features... 95%
Extracting and writing features... 96%
Extracting and writing features... 97%
Extracting and writing features... 98%
Extracting and writing features... 99%
Extracting and writing features... Done
+
+
+Validating against ground truth at 50 ms:
+precision 90.5, recall 69.5, accuracy 64.8, F 78.6 <-- main measure
+
+Validating against MIREX submission at 50 ms:
+precision 83, recall 61.1, accuracy 54.3, F 70.4
+
+Validating MIREX against ground truth at 50 ms:
+precision 72.2, recall 75.3, accuracy 58.4, F 73.7
+
+Validating against ground truth at 100 ms:
+precision 100, recall 76.8, accuracy 76.8, F 86.8
+
+Validating against MIREX submission at 100 ms:
+precision 98.1, recall 72.2, accuracy 71.2, F 83.2
+
+Validating MIREX against ground truth at 100 ms:
+precision 75, recall 78.2, accuracy 62, F 76.5
+
+
+Evaluating for file /home/cannam/Music/TRIOS_dataset/lussier/piano.wav...
+
+For piece lussier, arrangement piano, using instrument 1...
+force ->
+one-file -> /tmp/5389
+Have audio source: "/tmp/5389norm.wav"
+
Determining default rate and channel count from first input file... Done
+File or URL "/tmp/5389norm.wav" opened successfully
+Taking default channel count of 1 from file
+Taking default sample rate of 44100Hz from file
+(Note: Default may be overridden by transforms)
+RDFTransformFactory: NOTE: Transform is:
+
+
+
+
+
+
+NOTE: Transform does not specify a sample rate, using default rate of 44100
+NOTE: Loaded and initialised plugin for transform "vamp:silvet:silvet:" with plugin step size 1024 and block size 1024 (adapter step and block size 16384)
+Extracting features for: "/tmp/5389norm.wav"
+Audio file "/tmp/5389norm.wav": 1ch at 44100Hz
+
Extracting and writing features... 2%
Extracting and writing features... 4%
Extracting and writing features... 6%
Extracting and writing features... 8%
Extracting and writing features... 10%
Extracting and writing features... 12%
Extracting and writing features... 14%
Extracting and writing features... 16%
Extracting and writing features... 18%
Extracting and writing features... 20%
Extracting and writing features... 22%
Extracting and writing features... 24%
Extracting and writing features... 26%
Extracting and writing features... 28%
Extracting and writing features... 31%
Extracting and writing features... 33%
Extracting and writing features... 35%
Extracting and writing features... 37%
Extracting and writing features... 39%
Extracting and writing features... 41%
Extracting and writing features... 43%
Extracting and writing features... 45%
Extracting and writing features... 47%
Extracting and writing features... 49%
Extracting and writing features... 51%
Extracting and writing features... 53%
Extracting and writing features... 55%
Extracting and writing features... 57%
Extracting and writing features... 59%
Extracting and writing features... 62%
Extracting and writing features... 64%
Extracting and writing features... 66%
Extracting and writing features... 68%
Extracting and writing features... 70%
Extracting and writing features... 72%
Extracting and writing features... 74%
Extracting and writing features... 76%
Extracting and writing features... 78%
Extracting and writing features... 80%
Extracting and writing features... 82%
Extracting and writing features... 84%
Extracting and writing features... 86%
Extracting and writing features... 88%
Extracting and writing features... 90%
Extracting and writing features... 92%
Extracting and writing features... 95%
Extracting and writing features... 97%
Extracting and writing features... 99%
Extracting and writing features... Done
+
+
+Validating against ground truth at 50 ms:
+precision 38.3, recall 51.2, accuracy 28.1, F 43.8 <-- main measure
+
+Validating against MIREX submission at 50 ms:
+precision 22, recall 29.4, accuracy 14.4, F 25.1
+
+Validating MIREX against ground truth at 50 ms:
+precision 45.3, recall 45.3, accuracy 29.3, F 45.3
+
+Validating against ground truth at 100 ms:
+precision 47.7, recall 63.8, accuracy 37.6, F 54.6
+
+Validating against MIREX submission at 100 ms:
+precision 44.6, recall 59.6, accuracy 34.2, F 51
+
+Validating MIREX against ground truth at 100 ms:
+precision 62.1, recall 62.1, accuracy 45.1, F 62.1
+
+
+Evaluating for file /home/cannam/Music/TRIOS_dataset/lussier/mix.wav...
+
+For piece lussier, arrangement mix, using instrument 0...
+force ->
+one-file -> /tmp/5389
+Have audio source: "/tmp/5389norm.wav"
+
Determining default rate and channel count from first input file... Done
+File or URL "/tmp/5389norm.wav" opened successfully
+Taking default channel count of 1 from file
+Taking default sample rate of 44100Hz from file
+(Note: Default may be overridden by transforms)
+RDFTransformFactory: NOTE: Transform is:
+
+
+
+
+
+
+NOTE: Transform does not specify a sample rate, using default rate of 44100
+NOTE: Loaded and initialised plugin for transform "vamp:silvet:silvet:" with plugin step size 1024 and block size 1024 (adapter step and block size 16384)
+Extracting features for: "/tmp/5389norm.wav"
+Audio file "/tmp/5389norm.wav": 1ch at 44100Hz
+
Extracting and writing features... 2%
Extracting and writing features... 4%
Extracting and writing features... 6%
Extracting and writing features... 8%
Extracting and writing features... 10%
Extracting and writing features... 12%
Extracting and writing features... 14%
Extracting and writing features... 16%
Extracting and writing features... 18%
Extracting and writing features... 20%
Extracting and writing features... 22%
Extracting and writing features... 24%
Extracting and writing features... 26%
Extracting and writing features... 28%
Extracting and writing features... 31%
Extracting and writing features... 33%
Extracting and writing features... 35%
Extracting and writing features... 37%
Extracting and writing features... 39%
Extracting and writing features... 41%
Extracting and writing features... 43%
Extracting and writing features... 45%
Extracting and writing features... 47%
Extracting and writing features... 49%
Extracting and writing features... 51%
Extracting and writing features... 53%
Extracting and writing features... 55%
Extracting and writing features... 57%
Extracting and writing features... 59%
Extracting and writing features... 62%
Extracting and writing features... 64%
Extracting and writing features... 66%
Extracting and writing features... 68%
Extracting and writing features... 70%
Extracting and writing features... 72%
Extracting and writing features... 74%
Extracting and writing features... 76%
Extracting and writing features... 78%
Extracting and writing features... 80%
Extracting and writing features... 82%
Extracting and writing features... 84%
Extracting and writing features... 86%
Extracting and writing features... 88%
Extracting and writing features... 90%
Extracting and writing features... 92%
Extracting and writing features... 95%
Extracting and writing features... 97%
Extracting and writing features... 99%
Extracting and writing features... Done
+
+
+Validating against ground truth at 50 ms:
+precision 55.3, recall 37.5, accuracy 28.7, F 44.6 <-- main measure
+
+Validating against MIREX submission at 50 ms:
+precision 61.7, recall 53.3, accuracy 40, F 57.2
+
+Validating MIREX against ground truth at 50 ms:
+precision 40.4, recall 31.7, accuracy 21.6, F 35.5
+
+Validating against ground truth at 100 ms:
+precision 62.4, recall 42.3, accuracy 33.7, F 50.4
+
+Validating against MIREX submission at 100 ms:
+precision 78, recall 67.4, accuracy 56.7, F 72.3
+
+Validating MIREX against ground truth at 100 ms:
+precision 57.6, recall 45.1, accuracy 33.9, F 50.6
+
+
+Evaluating for file /home/cannam/Music/TRIOS_dataset/lussier/bassoon.wav...
+
+For piece lussier, arrangement bassoon, using instrument 10...
+force ->
+one-file -> /tmp/5389
+Have audio source: "/tmp/5389norm.wav"
+
Determining default rate and channel count from first input file... Done
+File or URL "/tmp/5389norm.wav" opened successfully
+Taking default channel count of 1 from file
+Taking default sample rate of 44100Hz from file
+(Note: Default may be overridden by transforms)
+RDFTransformFactory: NOTE: Transform is:
+
+
+
+
+
+
+NOTE: Transform does not specify a sample rate, using default rate of 44100
+NOTE: Loaded and initialised plugin for transform "vamp:silvet:silvet:" with plugin step size 1024 and block size 1024 (adapter step and block size 16384)
+Extracting features for: "/tmp/5389norm.wav"
+Audio file "/tmp/5389norm.wav": 1ch at 44100Hz
+
Extracting and writing features... 2%
Extracting and writing features... 4%
Extracting and writing features... 6%
Extracting and writing features... 8%
Extracting and writing features... 10%
Extracting and writing features... 12%
Extracting and writing features... 14%
Extracting and writing features... 16%
Extracting and writing features... 18%
Extracting and writing features... 20%
Extracting and writing features... 22%
Extracting and writing features... 24%
Extracting and writing features... 26%
Extracting and writing features... 28%
Extracting and writing features... 31%
Extracting and writing features... 33%
Extracting and writing features... 35%
Extracting and writing features... 37%
Extracting and writing features... 39%
Extracting and writing features... 41%
Extracting and writing features... 43%
Extracting and writing features... 45%
Extracting and writing features... 47%
Extracting and writing features... 49%
Extracting and writing features... 51%
Extracting and writing features... 53%
Extracting and writing features... 55%
Extracting and writing features... 57%
Extracting and writing features... 59%
Extracting and writing features... 62%
Extracting and writing features... 64%
Extracting and writing features... 66%
Extracting and writing features... 68%
Extracting and writing features... 70%
Extracting and writing features... 72%
Extracting and writing features... 74%
Extracting and writing features... 76%
Extracting and writing features... 78%
Extracting and writing features... 80%
Extracting and writing features... 82%
Extracting and writing features... 84%
Extracting and writing features... 86%
Extracting and writing features... 88%
Extracting and writing features... 90%
Extracting and writing features... 92%
Extracting and writing features... 95%
Extracting and writing features... 97%
Extracting and writing features... 99%
Extracting and writing features... Done
+
+
+Validating against ground truth at 50 ms:
+precision 78.6, recall 73.8, accuracy 61.5, F 76.1 <-- main measure
+
+Validating against MIREX submission at 50 ms:
+precision 44.2, recall 19.2, accuracy 15.5, F 26.8
+
+Validating MIREX against ground truth at 50 ms:
+precision 31.4, recall 67.6, accuracy 27.3, F 42.9
+
+Validating against ground truth at 100 ms:
+precision 88.5, recall 83, accuracy 75, F 85.7
+
+Validating against MIREX submission at 100 ms:
+precision 80.3, recall 35, accuracy 32.2, F 48.7
+
+Validating MIREX against ground truth at 100 ms:
+precision 37.1, recall 80, accuracy 33.9, F 50.7
+
+
+Evaluating for file /home/cannam/Music/TRIOS_dataset/lussier/trumpet.wav...
+
+For piece lussier, arrangement trumpet, using instrument 0...
+force ->
+one-file -> /tmp/5389
+Have audio source: "/tmp/5389norm.wav"
+
Determining default rate and channel count from first input file... Done
+File or URL "/tmp/5389norm.wav" opened successfully
+Taking default channel count of 1 from file
+Taking default sample rate of 44100Hz from file
+(Note: Default may be overridden by transforms)
+RDFTransformFactory: NOTE: Transform is:
+
+
+
+
+
+
+NOTE: Transform does not specify a sample rate, using default rate of 44100
+NOTE: Loaded and initialised plugin for transform "vamp:silvet:silvet:" with plugin step size 1024 and block size 1024 (adapter step and block size 16384)
+Extracting features for: "/tmp/5389norm.wav"
+Audio file "/tmp/5389norm.wav": 1ch at 44100Hz
+
Extracting and writing features... 2%
Extracting and writing features... 4%
Extracting and writing features... 6%
Extracting and writing features... 8%
Extracting and writing features... 10%
Extracting and writing features... 12%
Extracting and writing features... 14%
Extracting and writing features... 16%
Extracting and writing features... 18%
Extracting and writing features... 20%
Extracting and writing features... 22%
Extracting and writing features... 24%
Extracting and writing features... 26%
Extracting and writing features... 28%
Extracting and writing features... 31%
Extracting and writing features... 33%
Extracting and writing features... 35%
Extracting and writing features... 37%
Extracting and writing features... 39%
Extracting and writing features... 41%
Extracting and writing features... 43%
Extracting and writing features... 45%
Extracting and writing features... 47%
Extracting and writing features... 49%
Extracting and writing features... 51%
Extracting and writing features... 53%
Extracting and writing features... 55%
Extracting and writing features... 57%
Extracting and writing features... 59%
Extracting and writing features... 62%
Extracting and writing features... 64%
Extracting and writing features... 66%
Extracting and writing features... 68%
Extracting and writing features... 70%
Extracting and writing features... 72%
Extracting and writing features... 74%
Extracting and writing features... 76%
Extracting and writing features... 78%
Extracting and writing features... 80%
Extracting and writing features... 82%
Extracting and writing features... 84%
Extracting and writing features... 86%
Extracting and writing features... 88%
Extracting and writing features... 90%
Extracting and writing features... 92%
Extracting and writing features... 95%
Extracting and writing features... 97%
Extracting and writing features... 99%
Extracting and writing features... Done
+
+
+Validating against ground truth at 50 ms:
+precision 28, recall 87.5, accuracy 26.9, F 42.4 <-- main measure
+
+Validating against MIREX submission at 50 ms:
+precision 45.3, recall 49.2, accuracy 30.9, F 47.2
+
+Validating MIREX against ground truth at 50 ms:
+precision 28.9, recall 83.3, accuracy 27.3, F 43
+
+Validating against ground truth at 100 ms:
+precision 29.3, recall 91.6, accuracy 28.5, F 44.4
+
+Validating against MIREX submission at 100 ms:
+precision 64, recall 69.5, accuracy 50, F 66.6
+
+Validating MIREX against ground truth at 100 ms:
+precision 31.8, recall 91.6, accuracy 30.9, F 47.3
+
+
+Evaluating for file /home/cannam/Music/TRIOS_dataset/take_five/piano.wav...
+
+For piece take_five, arrangement piano, using instrument 1...
+force ->
+one-file -> /tmp/5389
+Have audio source: "/tmp/5389norm.wav"
+
Determining default rate and channel count from first input file... Done
+File or URL "/tmp/5389norm.wav" opened successfully
+Taking default channel count of 1 from file
+Taking default sample rate of 44100Hz from file
+(Note: Default may be overridden by transforms)
+RDFTransformFactory: NOTE: Transform is:
+
+
+
+
+
+
+NOTE: Transform does not specify a sample rate, using default rate of 44100
+NOTE: Loaded and initialised plugin for transform "vamp:silvet:silvet:" with plugin step size 1024 and block size 1024 (adapter step and block size 16384)
+Extracting features for: "/tmp/5389norm.wav"
+Audio file "/tmp/5389norm.wav": 1ch at 44100Hz
+
Extracting and writing features... 1%
Extracting and writing features... 2%
Extracting and writing features... 3%
Extracting and writing features... 4%
Extracting and writing features... 5%
Extracting and writing features... 6%
Extracting and writing features... 7%
Extracting and writing features... 8%
Extracting and writing features... 9%
Extracting and writing features... 10%
Extracting and writing features... 11%
Extracting and writing features... 12%
Extracting and writing features... 13%
Extracting and writing features... 14%
Extracting and writing features... 15%
Extracting and writing features... 16%
Extracting and writing features... 17%
Extracting and writing features... 18%
Extracting and writing features... 19%
Extracting and writing features... 20%
Extracting and writing features... 21%
Extracting and writing features... 22%
Extracting and writing features... 23%
Extracting and writing features... 24%
Extracting and writing features... 25%
Extracting and writing features... 26%
Extracting and writing features... 27%
Extracting and writing features... 28%
Extracting and writing features... 29%
Extracting and writing features... 30%
Extracting and writing features... 31%
Extracting and writing features... 32%
Extracting and writing features... 33%
Extracting and writing features... 34%
Extracting and writing features... 35%
Extracting and writing features... 36%
Extracting and writing features... 37%
Extracting and writing features... 38%
Extracting and writing features... 39%
Extracting and writing features... 40%
Extracting and writing features... 41%
Extracting and writing features... 42%
Extracting and writing features... 43%
Extracting and writing features... 44%
Extracting and writing features... 45%
Extracting and writing features... 46%
Extracting and writing features... 47%
Extracting and writing features... 48%
Extracting and writing features... 49%
Extracting and writing features... 50%
Extracting and writing features... 51%
Extracting and writing features... 52%
Extracting and writing features... 53%
Extracting and writing features... 54%
Extracting and writing features... 55%
Extracting and writing features... 56%
Extracting and writing features... 57%
Extracting and writing features... 58%
Extracting and writing features... 59%
Extracting and writing features... 60%
Extracting and writing features... 61%
Extracting and writing features... 62%
Extracting and writing features... 63%
Extracting and writing features... 64%
Extracting and writing features... 65%
Extracting and writing features... 66%
Extracting and writing features... 67%
Extracting and writing features... 68%
Extracting and writing features... 69%
Extracting and writing features... 70%
Extracting and writing features... 71%
Extracting and writing features... 72%
Extracting and writing features... 73%
Extracting and writing features... 74%
Extracting and writing features... 75%
Extracting and writing features... 76%
Extracting and writing features... 77%
Extracting and writing features... 78%
Extracting and writing features... 79%
Extracting and writing features... 80%
Extracting and writing features... 81%
Extracting and writing features... 82%
Extracting and writing features... 83%
Extracting and writing features... 84%
Extracting and writing features... 85%
Extracting and writing features... 86%
Extracting and writing features... 87%
Extracting and writing features... 88%
Extracting and writing features... 89%
Extracting and writing features... 90%
Extracting and writing features... 91%
Extracting and writing features... 92%
Extracting and writing features... 93%
Extracting and writing features... 94%
Extracting and writing features... 95%
Extracting and writing features... 96%
Extracting and writing features... 97%
Extracting and writing features... 98%
Extracting and writing features... 99%
Extracting and writing features... 100%
Extracting and writing features... Done
+
+Validating against ground truth at 50 ms:
+precision 22.8, recall 38.7, accuracy 16.8, F 28.7 <-- main measure
+
+Validating against MIREX submission at 50 ms:
+precision 34.3, recall 38, accuracy 22, F 36.1
+
+Validating MIREX against ground truth at 50 ms:
+precision 50.1, recall 76.4, accuracy 43.4, F 60.5
+
+Validating against ground truth at 100 ms:
+precision 40.5, recall 68.6, accuracy 34.2, F 51
+
+Validating against MIREX submission at 100 ms:
+precision 70.8, recall 78.5, accuracy 59.3, F 74.4
+
+Validating MIREX against ground truth at 100 ms:
+precision 51.9, recall 79.2, accuracy 45.7, F 62.7
+
+
+Evaluating for file /home/cannam/Music/TRIOS_dataset/take_five/mix.wav...
+
+For piece take_five, arrangement mix, using instrument 0...
+force ->
+one-file -> /tmp/5389
+Have audio source: "/tmp/5389norm.wav"
+
Determining default rate and channel count from first input file... Done
+File or URL "/tmp/5389norm.wav" opened successfully
+Taking default channel count of 1 from file
+Taking default sample rate of 44100Hz from file
+(Note: Default may be overridden by transforms)
+RDFTransformFactory: NOTE: Transform is:
+
+
+
+
+
+
+NOTE: Transform does not specify a sample rate, using default rate of 44100
+NOTE: Loaded and initialised plugin for transform "vamp:silvet:silvet:" with plugin step size 1024 and block size 1024 (adapter step and block size 16384)
+Extracting features for: "/tmp/5389norm.wav"
+Audio file "/tmp/5389norm.wav": 1ch at 44100Hz
+
Extracting and writing features... 1%
Extracting and writing features... 2%
Extracting and writing features... 3%
Extracting and writing features... 4%
Extracting and writing features... 5%
Extracting and writing features... 6%
Extracting and writing features... 7%
Extracting and writing features... 8%
Extracting and writing features... 9%
Extracting and writing features... 10%
Extracting and writing features... 11%
Extracting and writing features... 12%
Extracting and writing features... 13%
Extracting and writing features... 14%
Extracting and writing features... 15%
Extracting and writing features... 16%
Extracting and writing features... 17%
Extracting and writing features... 18%
Extracting and writing features... 19%
Extracting and writing features... 20%
Extracting and writing features... 21%
Extracting and writing features... 22%
Extracting and writing features... 23%
Extracting and writing features... 24%
Extracting and writing features... 25%
Extracting and writing features... 26%
Extracting and writing features... 27%
Extracting and writing features... 28%
Extracting and writing features... 29%
Extracting and writing features... 30%
Extracting and writing features... 31%
Extracting and writing features... 32%
Extracting and writing features... 33%
Extracting and writing features... 34%
Extracting and writing features... 35%
Extracting and writing features... 36%
Extracting and writing features... 37%
Extracting and writing features... 38%
Extracting and writing features... 39%
Extracting and writing features... 40%
Extracting and writing features... 41%
Extracting and writing features... 42%
Extracting and writing features... 43%
Extracting and writing features... 44%
Extracting and writing features... 45%
Extracting and writing features... 46%
Extracting and writing features... 47%
Extracting and writing features... 48%
Extracting and writing features... 49%
Extracting and writing features... 50%
Extracting and writing features... 51%
Extracting and writing features... 52%
Extracting and writing features... 53%
Extracting and writing features... 54%
Extracting and writing features... 55%
Extracting and writing features... 56%
Extracting and writing features... 57%
Extracting and writing features... 58%
Extracting and writing features... 59%
Extracting and writing features... 60%
Extracting and writing features... 61%
Extracting and writing features... 62%
Extracting and writing features... 63%
Extracting and writing features... 64%
Extracting and writing features... 65%
Extracting and writing features... 66%
Extracting and writing features... 67%
Extracting and writing features... 68%
Extracting and writing features... 69%
Extracting and writing features... 70%
Extracting and writing features... 71%
Extracting and writing features... 72%
Extracting and writing features... 73%
Extracting and writing features... 74%
Extracting and writing features... 75%
Extracting and writing features... 76%
Extracting and writing features... 77%
Extracting and writing features... 78%
Extracting and writing features... 79%
Extracting and writing features... 80%
Extracting and writing features... 81%
Extracting and writing features... 82%
Extracting and writing features... 83%
Extracting and writing features... 84%
Extracting and writing features... 85%
Extracting and writing features... 86%
Extracting and writing features... 87%
Extracting and writing features... 88%
Extracting and writing features... 89%
Extracting and writing features... 90%
Extracting and writing features... 91%
Extracting and writing features... 92%
Extracting and writing features... 93%
Extracting and writing features... 94%
Extracting and writing features... 95%
Extracting and writing features... 96%
Extracting and writing features... 97%
Extracting and writing features... 98%
Extracting and writing features... 99%
Extracting and writing features... 100%
Extracting and writing features... Done
+
+Validating against ground truth at 50 ms:
+precision 68.4, recall 75.4, accuracy 55.9, F 71.7 <-- main measure
+
+Validating against MIREX submission at 50 ms:
+precision 73.2, recall 66.8, accuracy 53.7, F 69.8
+
+Validating MIREX against ground truth at 50 ms:
+precision 56.5, recall 68.3, accuracy 44.8, F 61.8
+
+Validating against ground truth at 100 ms:
+precision 72.9, recall 80.4, accuracy 61.9, F 76.5
+
+Validating against MIREX submission at 100 ms:
+precision 87.8, recall 80.2, accuracy 72.2, F 83.8
+
+Validating MIREX against ground truth at 100 ms:
+precision 65.5, recall 79.1, accuracy 55.9, F 71.7
+
+
+Evaluating for file /home/cannam/Music/TRIOS_dataset/take_five/saxophone.wav...
+
+For piece take_five, arrangement saxophone, using instrument 0...
+force ->
+one-file -> /tmp/5389
+Have audio source: "/tmp/5389norm.wav"
+
Determining default rate and channel count from first input file... Done
+File or URL "/tmp/5389norm.wav" opened successfully
+Taking default channel count of 1 from file
+Taking default sample rate of 44100Hz from file
+(Note: Default may be overridden by transforms)
+RDFTransformFactory: NOTE: Transform is:
+
+
+
+
+
+
+NOTE: Transform does not specify a sample rate, using default rate of 44100
+NOTE: Loaded and initialised plugin for transform "vamp:silvet:silvet:" with plugin step size 1024 and block size 1024 (adapter step and block size 16384)
+Extracting features for: "/tmp/5389norm.wav"
+Audio file "/tmp/5389norm.wav": 1ch at 44100Hz
+
Extracting and writing features... 1%
Extracting and writing features... 2%
Extracting and writing features... 3%
Extracting and writing features... 4%
Extracting and writing features... 5%
Extracting and writing features... 6%
Extracting and writing features... 7%
Extracting and writing features... 8%
Extracting and writing features... 9%
Extracting and writing features... 10%
Extracting and writing features... 11%
Extracting and writing features... 12%
Extracting and writing features... 13%
Extracting and writing features... 14%
Extracting and writing features... 15%
Extracting and writing features... 16%
Extracting and writing features... 17%
Extracting and writing features... 18%
Extracting and writing features... 19%
Extracting and writing features... 20%
Extracting and writing features... 21%
Extracting and writing features... 22%
Extracting and writing features... 23%
Extracting and writing features... 24%
Extracting and writing features... 25%
Extracting and writing features... 26%
Extracting and writing features... 27%
Extracting and writing features... 28%
Extracting and writing features... 29%
Extracting and writing features... 30%
Extracting and writing features... 31%
Extracting and writing features... 32%
Extracting and writing features... 33%
Extracting and writing features... 34%
Extracting and writing features... 35%
Extracting and writing features... 36%
Extracting and writing features... 37%
Extracting and writing features... 38%
Extracting and writing features... 39%
Extracting and writing features... 40%
Extracting and writing features... 41%
Extracting and writing features... 42%
Extracting and writing features... 43%
Extracting and writing features... 44%
Extracting and writing features... 45%
Extracting and writing features... 46%
Extracting and writing features... 47%
Extracting and writing features... 48%
Extracting and writing features... 49%
Extracting and writing features... 50%
Extracting and writing features... 51%
Extracting and writing features... 52%
Extracting and writing features... 53%
Extracting and writing features... 54%
Extracting and writing features... 55%
Extracting and writing features... 56%
Extracting and writing features... 57%
Extracting and writing features... 58%
Extracting and writing features... 59%
Extracting and writing features... 60%
Extracting and writing features... 61%
Extracting and writing features... 62%
Extracting and writing features... 63%
Extracting and writing features... 64%
Extracting and writing features... 65%
Extracting and writing features... 66%
Extracting and writing features... 67%
Extracting and writing features... 68%
Extracting and writing features... 69%
Extracting and writing features... 70%
Extracting and writing features... 71%
Extracting and writing features... 72%
Extracting and writing features... 73%
Extracting and writing features... 74%
Extracting and writing features... 75%
Extracting and writing features... 76%
Extracting and writing features... 77%
Extracting and writing features... 78%
Extracting and writing features... 79%
Extracting and writing features... 80%
Extracting and writing features... 81%
Extracting and writing features... 82%
Extracting and writing features... 83%
Extracting and writing features... 84%
Extracting and writing features... 85%
Extracting and writing features... 86%
Extracting and writing features... 87%
Extracting and writing features... 88%
Extracting and writing features... 89%
Extracting and writing features... 90%
Extracting and writing features... 91%
Extracting and writing features... 92%
Extracting and writing features... 93%
Extracting and writing features... 94%
Extracting and writing features... 95%
Extracting and writing features... 96%
Extracting and writing features... 97%
Extracting and writing features... 98%
Extracting and writing features... 99%
Extracting and writing features... 100%
Extracting and writing features... Done
+
+Validating against ground truth at 50 ms:
+precision 78.3, recall 89.5, accuracy 71.7, F 83.5 <-- main measure
+
+Validating against MIREX submission at 50 ms:
+precision 78.3, recall 67.1, accuracy 56.6, F 72.3
+
+Validating MIREX against ground truth at 50 ms:
+precision 67.8, recall 90.4, accuracy 63.3, F 77.5
+
+Validating against ground truth at 100 ms:
+precision 79.1, recall 90.4, accuracy 73, F 84.4
+
+Validating against MIREX submission at 100 ms:
+precision 90.8, recall 77.8, accuracy 72.1, F 83.8
+
+Validating MIREX against ground truth at 100 ms:
+precision 70, recall 93.3, accuracy 66.6, F 80
+
+
+real 3m19.938s
+user 7m28.427s
+sys 0m3.373s
diff -r 8d0f57b4b2dc -r ad706e771398 testdata/evaluation/run.sh
--- a/testdata/evaluation/run.sh Wed Jun 04 11:30:21 2014 +0100
+++ b/testdata/evaluation/run.sh Wed Jun 04 11:45:42 2014 +0100
@@ -36,7 +36,9 @@
instfile="/tmp/$$instruments.txt"
-trap 'rm -f "$outfile" "$tmpwav" "$instfile" "$outfile.lab"' 0
+transfile="/tmp/$$transform.ttl"
+
+trap 'rm -f "$outfile" "$tmpwav" "$instfile" "$transfile" "$outfile.lab"' 0
# Use the mix and single-instrument non-synthetic files for a (varied)
# subset of the TRIOS dataset. Omit percussion (but we still use the
@@ -80,13 +82,14 @@
sox "$infile" "$tmpwav" gain -n -6.020599913279624
- ##!!! todo: actually apply the instrument setting!
+ # generate the transform by interpolating the instrument parameter
+ cat transform.ttl | sed "s/INSTRUMENT_PARAMETER/$instrument/" > "$transfile"
sonic-annotator \
--writer csv \
--csv-one-file "$outfile" \
--csv-force \
- --default vamp:silvet:silvet:notes \
+ --transform "$transfile" \
"$tmpwav"
cat "$outfile" | \
diff -r 8d0f57b4b2dc -r ad706e771398 testdata/evaluation/transform.ttl
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/testdata/evaluation/transform.ttl Wed Jun 04 11:45:42 2014 +0100
@@ -0,0 +1,21 @@
+@prefix xsd: .
+@prefix vamp: .
+@prefix : <#> .
+
+:transform a vamp:Transform ;
+ vamp:plugin ;
+ vamp:step_size "1024"^^xsd:int ;
+ vamp:block_size "1024"^^xsd:int ;
+ vamp:parameter_binding [
+ vamp:parameter [ vamp:identifier "finetune" ] ;
+ vamp:value "0"^^xsd:float ;
+ ] ;
+ vamp:parameter_binding [
+ vamp:parameter [ vamp:identifier "instrument" ] ;
+ vamp:value "INSTRUMENT_PARAMETER"^^xsd:float ;
+ ] ;
+ vamp:parameter_binding [
+ vamp:parameter [ vamp:identifier "mode" ] ;
+ vamp:value "1"^^xsd:float ;
+ ] ;
+ .