from node.duration import \
    Hours, Minutes, Seconds, Milliseconds, Microseconds, Picoseconds

from node.audio_metadata import MetaData, AudioMetaDataEncoder

from node.ogg_vorbis import \
    OggVorbis, OggVorbisDecoder, OggVorbisEncoder, OggVorbisFeature, \
    OggVorbisWrapper

from node.audiostream import AudioStream

from node.basic import Slice, Sum, Max

from node.learn import KMeans, BinaryRbm, LinearRbm, Learned

from node.onset import \
    MeasureOfTransience, MovingAveragePeakPicker, SparseTimestampDecoder, \
    SparseTimestampEncoder, TimeSliceDecoder, TimeSliceFeature

from node.preprocess import \
    MeanStdNormalization, UnitNorm, PreprocessingPipeline

from node.random_samples import ReservoirSampler

from node.resample import Resampler

from node.samplerate import \
    SR11025, SR22050, SR44100, SR48000, SR96000, HalfLapped

from node.sliding_window import SlidingWindow, OggVorbisWindowingFunc

from node.spectral import FFT, DCT, BarkBands, Chroma, BFCC

from node.template_match import TemplateMatch

from node.timeseries import \
    TimeSlice, ConstantRateTimeSeriesEncoder, ConstantRateTimeSeriesFeature, \
    GreedyConstantRateTimeSeriesDecoder

from node.api import ZoundsApp

from node.util import process_dir

from node.duration import \
    Hours, Minutes, Seconds, Milliseconds, Microseconds, Picoseconds

from node.audio_metadata import MetaData, AudioMetaDataEncoder

from node.ogg_vorbis import \
    OggVorbis, OggVorbisDecoder, OggVorbisEncoder, OggVorbisFeature, \
    OggVorbisWrapper

from node.audiostream import AudioStream

from node.basic import Slice, Sum, Max

from node.learn import KMeans, BinaryRbm, LinearRbm, Learned

from node.onset import \
    MeasureOfTransience, MovingAveragePeakPicker, SparseTimestampDecoder, \
    SparseTimestampEncoder, TimeSliceDecoder, TimeSliceFeature, ComplexDomain

from node.preprocess import \
    MeanStdNormalization, UnitNorm, PreprocessingPipeline

from node.random_samples import ReservoirSampler

from node.resample import Resampler

from node.samplerate import \
    SR11025, SR22050, SR44100, SR48000, SR96000, HalfLapped

from node.sliding_window import SlidingWindow, OggVorbisWindowingFunc

from node.spectral import FFT, DCT, BarkBands, Chroma, BFCC

from node.template_match import TemplateMatch

from node.timeseries import \
    TimeSlice, ConstantRateTimeSeriesEncoder, ConstantRateTimeSeriesFeature, \
    GreedyConstantRateTimeSeriesDecoder

from node.api import ZoundsApp

from node.util import process_dir

Add onset detection processing node to top-level exports
Add onset detection processing node to top-level exports

  from node.duration import \
      Hours, Minutes, Seconds, Milliseconds, Microseconds, Picoseconds
  
  from node.audio_metadata import MetaData, AudioMetaDataEncoder
  
  from node.ogg_vorbis import \
      OggVorbis, OggVorbisDecoder, OggVorbisEncoder, OggVorbisFeature, \
      OggVorbisWrapper
  
  from node.audiostream import AudioStream
  
  from node.basic import Slice, Sum, Max
  
  from node.learn import KMeans, BinaryRbm, LinearRbm, Learned
  
  from node.onset import \
      MeasureOfTransience, MovingAveragePeakPicker, SparseTimestampDecoder, \
-     SparseTimestampEncoder, TimeSliceDecoder, TimeSliceFeature
+     SparseTimestampEncoder, TimeSliceDecoder, TimeSliceFeature, ComplexDomain
  
  from node.preprocess import \
      MeanStdNormalization, UnitNorm, PreprocessingPipeline
  
  from node.random_samples import ReservoirSampler
  
  from node.resample import Resampler
  
  from node.samplerate import \
      SR11025, SR22050, SR44100, SR48000, SR96000, HalfLapped
  
  from node.sliding_window import SlidingWindow, OggVorbisWindowingFunc
  
  from node.spectral import FFT, DCT, BarkBands, Chroma, BFCC
  
  from node.template_match import TemplateMatch
  
  from node.timeseries import \
      TimeSlice, ConstantRateTimeSeriesEncoder, ConstantRateTimeSeriesFeature, \
      GreedyConstantRateTimeSeriesDecoder
  
  from node.api import ZoundsApp
  
  from node.util import process_dir
  
Add onset detection processing node to top-level exports
## Code Before:
from node.duration import \
    Hours, Minutes, Seconds, Milliseconds, Microseconds, Picoseconds

from node.audio_metadata import MetaData, AudioMetaDataEncoder

from node.ogg_vorbis import \
    OggVorbis, OggVorbisDecoder, OggVorbisEncoder, OggVorbisFeature, \
    OggVorbisWrapper

from node.audiostream import AudioStream

from node.basic import Slice, Sum, Max

from node.learn import KMeans, BinaryRbm, LinearRbm, Learned

from node.onset import \
    MeasureOfTransience, MovingAveragePeakPicker, SparseTimestampDecoder, \
    SparseTimestampEncoder, TimeSliceDecoder, TimeSliceFeature

from node.preprocess import \
    MeanStdNormalization, UnitNorm, PreprocessingPipeline

from node.random_samples import ReservoirSampler

from node.resample import Resampler

from node.samplerate import \
    SR11025, SR22050, SR44100, SR48000, SR96000, HalfLapped

from node.sliding_window import SlidingWindow, OggVorbisWindowingFunc

from node.spectral import FFT, DCT, BarkBands, Chroma, BFCC

from node.template_match import TemplateMatch

from node.timeseries import \
    TimeSlice, ConstantRateTimeSeriesEncoder, ConstantRateTimeSeriesFeature, \
    GreedyConstantRateTimeSeriesDecoder

from node.api import ZoundsApp

from node.util import process_dir

## Instruction:
Add onset detection processing node to top-level exports
## Code After:
from node.duration import \
    Hours, Minutes, Seconds, Milliseconds, Microseconds, Picoseconds

from node.audio_metadata import MetaData, AudioMetaDataEncoder

from node.ogg_vorbis import \
    OggVorbis, OggVorbisDecoder, OggVorbisEncoder, OggVorbisFeature, \
    OggVorbisWrapper

from node.audiostream import AudioStream

from node.basic import Slice, Sum, Max

from node.learn import KMeans, BinaryRbm, LinearRbm, Learned

from node.onset import \
    MeasureOfTransience, MovingAveragePeakPicker, SparseTimestampDecoder, \
    SparseTimestampEncoder, TimeSliceDecoder, TimeSliceFeature, ComplexDomain

from node.preprocess import \
    MeanStdNormalization, UnitNorm, PreprocessingPipeline

from node.random_samples import ReservoirSampler

from node.resample import Resampler

from node.samplerate import \
    SR11025, SR22050, SR44100, SR48000, SR96000, HalfLapped

from node.sliding_window import SlidingWindow, OggVorbisWindowingFunc

from node.spectral import FFT, DCT, BarkBands, Chroma, BFCC

from node.template_match import TemplateMatch

from node.timeseries import \
    TimeSlice, ConstantRateTimeSeriesEncoder, ConstantRateTimeSeriesFeature, \
    GreedyConstantRateTimeSeriesDecoder

from node.api import ZoundsApp

from node.util import process_dir
