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In [1]:

    
import librosa
import glob
import os
import dtw
import matplotlib.pyplot as plt
import seaborn
seaborn.set(style='dark')
%matplotlib inline

import msaf # develop branch
from msaf import jams2
import numpy as np
import scipy
import mir_eval
import scipy.spatial.distance
from joblib import Parallel, delayed
import cPickle as pickle









    



WARNING:root:You must compile the Constrained Clustering method (cc) before you can use it. To do so, go to msaf/algorithms/cc and type:
	python setup.py build_ext --inplace



In [2]:

    
ds_path = "/Users/uri/datasets/Segments/"
ds_path = "/home/uri/datasets/Segments/"



In [3]:

    
%run 'Cross-repetition DTW.ipynb'









    



:0: FutureWarning: IPython widgets are experimental and may change in the future.






    



---------------------------------------------------------------------------
IndexError                                Traceback (most recent call last)
<ipython-input-3-be5698bbcda8> in <module>()
      1 k = 39
----> 2 lab_files[k]

IndexError: list index out of range



In [4]:

    
%run 'Repetition detection threshold.ipynb'









    



Variable           Type        Data/Info
----------------------------------------
Parallel           type        <class 'joblib.parallel.Parallel'>
delayed            function    <function delayed at 0x7f7891da6758>
dist               str         L1
ds_path            str         /home/uri/datasets/Segments/
dtw                module      <module 'dtw' from '/usr/<...>7/dist-packages/dtw.pyc'>
file_scores        list        n=769
glob               module      <module 'glob' from '/usr<...>/lib/python2.7/glob.pyc'>
interact           function    <function interact at 0x7f7875ec4f50>
jams2              module      <module 'msaf.jams2' from<...>msaf/jams2/__init__.pyc'>
k                  int         39
lab_files          list        n=0
lab_to_aud         function    <function lab_to_aud at 0x7f7875ed00c8>
level              str         large_scale
librosa            module      <module 'librosa' from '/<...>gg/librosa/__init__.pyc'>
make_cost_matrix   function    <function make_cost_matrix at 0x7f7875ed0758>
mir_eval           module      <module 'mir_eval' from '<...>l/mir_eval/__init__.pyc'>
msaf               module      <module 'msaf' from '/hom<...>/msaf/msaf/__init__.pyc'>
np                 module      <module 'numpy' from '/us<...>ages/numpy/__init__.pyc'>
os                 module      <module 'os' from '/usr/lib/python2.7/os.pyc'>
pd                 module      <module 'pandas' from '/u<...>ges/pandas/__init__.pyc'>
pickle             module      <module 'cPickle' (built-in)>
plot_curve         function    <function plot_curve at 0x7f7875dc6488>
plt                module      <module 'matplotlib.pyplo<...>s/matplotlib/pyplot.pyc'>
scipy              module      <module 'scipy' from '/us<...>ages/scipy/__init__.pyc'>
seaborn            module      <module 'seaborn' from '/<...>es/seaborn/__init__.pyc'>
sklearn            module      <module 'sklearn' from '/<...>gg/sklearn/__init__.pyc'>






    



---------------------------------------------------------------------------
TypeError                                 Traceback (most recent call last)
<ipython-input-4-f3276fba916e> in <module>()
      1 k = 590
      2 for norm in [None, 'min', 'max', 'hmean']:
----> 3     print plot_curve(norm=norm, **file_scores[k])

TypeError: plot_curve() got an unexpected keyword argument 'paths'

Parameters to Explore

Datasets (levels):

SALAMI (large_scale, small_scale)
Isophonics (function)

Distances for the DTW scores:

L1
L2
correlation

Normalization of the DTW scores to compute the threshold and the F-measures:

None
Minimum
Maximum
Harmonic Mean



In [5]:

    
datasets = ["SALAMI", "Isophonics"]
dist_dict = {
    "L1": scipy.spatial.distance.cityblock, 
    "L2": scipy.spatial.distance.euclidean,
    "correlation": scipy.spatial.distance.correlation
}
dataset_levels = {
    "Isophonics": ["function"],
    "SALAMI": ["large_scale", "small_scale"]
}
norms = ["none", "min", "max", "hmean"]



In [6]:

    
def compute_score(file_struct, level, dist_key):
    try:
        ref_inter, ref_labels = jams2.converters.load_jams_range(
            file_struct.ref_file, "sections", annotator=0, context=level)
        D, P = make_cost_matrix(file_struct.audio_file, ref_inter, ref_labels, dist=dist_dict[dist_key])
        thresholds = {}
        fmeasures = {}
        for norm in norms:
            thresholds[norm], fmeasures[norm] = plot_curve(file_name=file_struct.audio_file, 
                                                           intervals=ref_inter, labels=ref_labels,
                                                           scores=D, norm=norm)
    except:
        print "warning: no annotations for file", file_struct.audio_file
        ref_inter = None
        ref_labels = None
        D = None
        P = None
        thresholds = None
        fmeasures = None
    ret = {
        "intervals": ref_inter,
        "labels": ref_labels,
        "scores": D,
        "paths": P,
        "thresholds": thresholds,
        "fmeasures": fmeasures,
        "file_name": os.path.basename(file_struct.audio_file)
    }
    return ret



In [7]:

    
n_jobs = 8

for dataset in datasets:
    files = msaf.io.get_dataset_files(ds_path, ds_name=dataset)
    for level in dataset_levels[dataset]:
        for dist_key in dist_dict.keys():
            print "Computing: ", dataset, level, dist_key
            scores = Parallel(n_jobs=n_jobs)(delayed(compute_score)(
                file_struct, level, dist_key)
                for file_struct in files[:])
            result = {
                "level": level,
                "dist": dist_key,
                "file_scores": scores
            }
            out_file = "scores_datasetE%s_levelE%s_distE%s.pk" % (dataset, level, dist_key)
            with open(out_file, "w") as f:
                pickle.dump(result, f, protocol=-1)









    



Computing:  SALAMI large_scale correlation
Computing:  SALAMI large_scale L2
warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_550.mp3
warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_396.mp3
warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_564.mp3
warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_822.mp3
warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_584.mp3
warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_748.mp3
warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1028.mp3
warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1300.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_248.mp3
 /home/uri/datasets/Segments/audio/SALAMI_960.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1562.mp3
 /home/uri/datasets/Segments/audio/SALAMI_486.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1180.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1462.mp3
 /home/uri/datasets/Segments/audio/SALAMI_540.mp3
 /home/uri/datasets/Segments/audio/SALAMI_842.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_990.mp3
 /home/uri/datasets/Segments/audio/SALAMI_356.mp3
 /home/uri/datasets/Segments/audio/SALAMI_970.mp3
 /home/uri/datasets/Segments/audio/SALAMI_40.mp3
 /home/uri/datasets/Segments/audio/SALAMI_304.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1258.mp3
 /home/uri/datasets/Segments/audio/SALAMI_772.mp3
 /home/uri/datasets/Segments/audio/SALAMI_12.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1394.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1390.mp3
 /home/uri/datasets/Segments/audio/SALAMI_866.mp3
 /home/uri/datasets/Segments/audio/SALAMI_362.mp3
 /home/uri/datasets/Segments/audio/SALAMI_634.mp3
 /home/uri/datasets/Segments/audio/SALAMI_458.mp3
 /home/uri/datasets/Segments/audio/SALAMI_986.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1012.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1314.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1406.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1216.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1338.mp3
 /home/uri/datasets/Segments/audio/SALAMI_892.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1566.mp3
 /home/uri/datasets/Segments/audio/SALAMI_414.mp3
 /home/uri/datasets/Segments/audio/SALAMI_732.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1426.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_264.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1418.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1092.mp3
 /home/uri/datasets/Segments/audio/SALAMI_18.mp3
warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1540.mp3
 /home/uri/datasets/Segments/audio/SALAMI_920.mp3
 /home/uri/datasets/Segments/audio/SALAMI_198.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1156.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_518.mp3
 /home/uri/datasets/Segments/audio/SALAMI_838.mp3
 /home/uri/datasets/Segments/audio/SALAMI_798.mp3
 /home/uri/datasets/Segments/audio/SALAMI_856.mp3
warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_678.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1438.mp3
 /home/uri/datasets/Segments/audio/SALAMI_390.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_834.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_656.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1414.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1366.mp3
 /home/uri/datasets/Segments/audio/SALAMI_316.mp3
warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_216.mp3
 /home/uri/datasets/Segments/audio/SALAMI_802.mp3
 /home/uri/datasets/Segments/audio/SALAMI_192.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_176.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_554.mp3
 /home/uri/datasets/Segments/audio/SALAMI_768.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1212.mp3
 /home/uri/datasets/Segments/audio/SALAMI_446.mp3
warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_210.mp3
 /home/uri/datasets/Segments/audio/SALAMI_876.mp3
 /home/uri/datasets/Segments/audio/SALAMI_566.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_542.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_556.mp3
 /home/uri/datasets/Segments/audio/SALAMI_372.mp3
 /home/uri/datasets/Segments/audio/SALAMI_334.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1024.mp3
warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1230.mp3
 /home/uri/datasets/Segments/audio/SALAMI_568.mp3
 /home/uri/datasets/Segments/audio/SALAMI_344.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_592.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_326.mp3
 /home/uri/datasets/Segments/audio/SALAMI_6.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1336.mp3
 /home/uri/datasets/Segments/audio/SALAMI_628.mp3
warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_734.mp3
 /home/uri/datasets/Segments/audio/SALAMI_770.mp3
 /home/uri/datasets/Segments/audio/SALAMI_904.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_528.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_872.mp3
 /home/uri/datasets/Segments/audio/SALAMI_956.mp3
 /home/uri/datasets/Segments/audio/SALAMI_200.mp3
 /home/uri/datasets/Segments/audio/SALAMI_830.mp3
 /home/uri/datasets/Segments/audio/SALAMI_110.mp3
warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_668.mp3
 /home/uri/datasets/Segments/audio/SALAMI_346.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_156.mp3
warning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_408.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1542.mp3
 /home/uri/datasets/Segments/audio/SALAMI_306.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1158.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1242.mp3
warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1506.mp3
 /home/uri/datasets/Segments/audio/SALAMI_916.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1266.mp3
warning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1288.mp3
 /home/uri/datasets/Segments/audio/SALAMI_600.mp3
 /home/uri/datasets/Segments/audio/SALAMI_250.mp3
 /home/uri/datasets/Segments/audio/SALAMI_336.mp3
 /home/uri/datasets/Segments/audio/SALAMI_846.mp3
warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1082.mp3
 /home/uri/datasets/Segments/audio/SALAMI_704.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_420.mp3
warning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_636.mp3
 /home/uri/datasets/Segments/audio/SALAMI_882.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1206.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1032.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1244.mp3
warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_520.mp3
 /home/uri/datasets/Segments/audio/SALAMI_108.mp3
warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1178.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_812.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_608.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1416.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1344.mp3
 /home/uri/datasets/Segments/audio/SALAMI_496.mp3
warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_516.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1530.mp3
 /home/uri/datasets/Segments/audio/SALAMI_436.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_570.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for file





    



/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  np.all(classes == [-1, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  np.all(classes == [-1, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  np.all(classes == [-1, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  np.all(classes == [-1, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  np.all(classes == [-1, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  np.all(classes == [-1, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  np.all(classes == [-1, 1]) or






    



 /home/uri/datasets/Segments/audio/SALAMI_270.mp3
 /home/uri/datasets/Segments/audio/SALAMI_168.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1310.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1484.mp3
warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_360.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1010.mp3
 /home/uri/datasets/Segments/audio/SALAMI_578.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_738.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_932.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1160.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1202.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1432.mp3
warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_88.mp3
 /home/uri/datasets/Segments/audio/SALAMI_72.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1358.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_454.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_690.mp3
 /home/uri/datasets/Segments/audio/SALAMI_120.mp3
 /home/uri/datasets/Segments/audio/SALAMI_536.mp3
 /home/uri/datasets/Segments/audio/SALAMI_816.mp3
warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1514.mp3
 /home/uri/datasets/Segments/audio/SALAMI_456.mp3
 /home/uri/datasets/Segments/audio/SALAMI_562.mp3
warning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_966.mp3
warning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1166.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1208.mp3
warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_42.mp3
 /home/uri/datasets/Segments/audio/SALAMI_1002.mp3
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Computing:  SALAMI large_scale L1
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/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
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/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
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  np.all(classes == [-1, 1]) or
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  not (np.all(classes == [0, 1]) or
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  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  np.all(classes == [-1, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  np.all(classes == [-1, 1]) or






    



 /home/uri/datasets/Segments/audio/SALAMI_1506.mp3
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warning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_258.mp3
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warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_296.mp3
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warning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_910.mp3
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warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_428.mp3
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warning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1114.mp3
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warning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_992.mp3
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warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1098.mp3
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warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_706.mp3
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Computing:  SALAMI small_scale correlation
warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_550.mp3
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warning: no annotations for filewarning: no annotations for filewarning: no annotations for file





    



/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  np.all(classes == [-1, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  np.all(classes == [-1, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  np.all(classes == [-1, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  np.all(classes == [-1, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  np.all(classes == [-1, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  np.all(classes == [-1, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  np.all(classes == [-1, 1]) or






    



 /home/uri/datasets/Segments/audio/SALAMI_916.mp3
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 /home/uri/datasets/Segments/audio/SALAMI_1322.mp3
warning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1016.mp3
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warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1062.mp3
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warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_900.mp3
 /home/uri/datasets/Segments/audio/SALAMI_910.mp3
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warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_54.mp3
warning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1282.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1098.mp3
warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1574.mp3
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warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_878.mp3
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warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1086.mp3
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warning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_982.mp3
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warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1042.mp3
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warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1400.mp3
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warning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_706.mp3
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warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_402.mp3
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warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_870.mp3
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warning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_150.mp3
warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_428.mp3
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warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1000.mp3
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warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1172.mp3
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warning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_56.mp3
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warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1556.mp3
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warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1564.mp3
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warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_472.mp3
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warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1500.mp3
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warning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1100.mp3
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warning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_290.mp3
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warning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_330.mp3
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warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_268.mp3
Computing:  SALAMI small_scale L2
warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_550.mp3
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warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_990.mp3
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warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_356.mp3
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warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_892.mp3
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warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1426.mp3
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warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_18.mp3
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warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_856.mp3
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warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_316.mp3
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warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1024.mp3
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warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_372.mp3
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warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_192.mp3
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warning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_872.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_566.mp3
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warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_830.mp3
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warning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_408.mp3
warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_846.mp3
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warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_608.mp3
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warning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1288.mp3
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warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_270.mp3
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warning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_188.mp3
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warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_938.mp3
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warning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_1178.mp3
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warning: no annotations for filewarning: no annotations for filewarning: no annotations for filewarning: no annotations for file





    



/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  np.all(classes == [-1, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  np.all(classes == [-1, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  np.all(classes == [-1, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  np.all(classes == [-1, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  np.all(classes == [-1, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
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  not (np.all(classes == [0, 1]) or
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warning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_448.mp3
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warning: no annotations for filewarning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_662.mp3
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Computing:  SALAMI small_scale L1
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warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_554.mp3
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warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_556.mp3
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warning: no annotations for file /home/uri/datasets/Segments/audio/SALAMI_168.mp3
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warning: no annotations for file





    



/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
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  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  np.all(classes == [-1, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  np.all(classes == [-1, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  np.all(classes == [-1, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  np.all(classes == [-1, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  np.all(classes == [-1, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  np.all(classes == [-1, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  np.all(classes == [-1, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
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/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  np.all(classes == [-1, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:705: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  not (np.all(classes == [0, 1]) or
/usr/local/lib/python2.7/dist-packages/scikit_learn-0.15.2-py2.7-linux-x86_64.egg/sklearn/metrics/metrics.py:706: DeprecationWarning: elementwise comparison failed; this will raise the error in the future.
  np.all(classes == [-1, 1]) or






    



---------------------------------------------------------------------------
KeyboardInterrupt                         Traceback (most recent call last)
<ipython-input-7-7691ece6737f> in <module>()
      8             scores = Parallel(n_jobs=n_jobs)(delayed(compute_score)(
      9                 file_struct, level, dist_key)
---> 10                 for file_struct in files[:])
     11             result = {
     12                 "level": level,

/usr/local/lib/python2.7/dist-packages/joblib/parallel.pyc in __call__(self, iterable)
    658                 # consumption.
    659                 self._iterating = False
--> 660             self.retrieve()
    661             # Make sure that we get a last message telling us we are done
    662             elapsed_time = time.time() - self._start_time

/usr/local/lib/python2.7/dist-packages/joblib/parallel.pyc in retrieve(self)
    524                             # We can now allow subprocesses again
    525                             os.environ.pop('__JOBLIB_SPAWNED_PARALLEL__', 0)
--> 526                         raise exception
    527                     elif isinstance(exception, TransportableException):
    528                         # Capture exception to add information on the local

KeyboardInterrupt: 





    



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In [27]:

    
# Remove redundant data
with open("scores_datasetESALAMI_levelElarge_scale_distEL1.pk", "r") as f:
    data = pickle.load(f)



In [41]:

    
pk_files = glob.glob("*.pk")
pk_files = ["scores_datasetESALAMI_levelEsmall_scale_distEL1.pk"]
for pk_file in pk_files:
    with open(pk_file, "r") as f:
        data = pickle.load(f)
    updated_scores = []
    for file_scores in data["file_scores"]:
        new_entry = file_scores
        new_entry["scores"] = np.asarray(file_scores["scores"], dtype=np.float32)
        if file_scores["labels"] is not None:
            N = len(file_scores["labels"])
            for i in range(N):
                for j in range(N):
                    if j <= i:
                        # Remove lower triangle
                        new_entry["paths"][i][j] = 0
                    else:
                        # Convert to int32
                        try:
                            if len(new_entry["paths"][i][j]) == 2:
                                new_entry["paths"][i][j][0] = np.asarray(new_entry["paths"][i][j][0], dtype=np.int32)
                                new_entry["paths"][i][j][1] = np.asarray(new_entry["paths"][i][j][1], dtype=np.int32)
                        except:
                            pass
        updated_scores.append(new_entry)

    data["file_scores"] = updated_scores
    with open("conv_" + pk_file, "w") as f:
        data = pickle.dump(data, f, protocol=-1)



In [18]:

    
caca = np.asarray([1,2,3,4], dtype=np.int32)
data["file_scores"][0]["scores"].dtype









    Out[18]:





dtype('float64')



In [ ]: