Make ListenerParams proper class via attr
parent
779ddd2d02
commit
a946de21ce
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@ -14,53 +14,51 @@
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from os.path import isfile
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from os.path import isfile
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import json
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import json
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from collections import namedtuple
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from math import floor
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from math import floor
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import attr
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import numpy as np
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@attr.s
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class ListenerParams:
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window_t = attr.ib() # type: float
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hop_t = attr.ib() # type: float
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buffer_t = attr.ib() # type: float
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sample_rate = attr.ib() # type: int
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sample_depth = attr.ib() # type: int
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n_mfcc = attr.ib() # type: int
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n_filt = attr.ib() # type: int
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n_fft = attr.ib() # type: int
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@property
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def buffer_samples(self):
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samples = int(self.sample_rate * self.buffer_t + 0.5)
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return self.hop_samples * (samples // self.hop_samples)
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@property
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def n_features(self):
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return 1 + int(floor((self.buffer_samples - self.window_samples) / self.hop_samples))
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@property
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def window_samples(self):
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return int(self.sample_rate * self.window_t + 0.5)
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@property
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def hop_samples(self):
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return int(self.sample_rate * self.hop_t + 0.5)
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@property
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def max_samples(self):
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return int(self.buffer_t * self.sample_rate)
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@property
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def feature_size(self):
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return self.n_mfcc
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def _create_listener_params():
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# Global listener parameters
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cls = namedtuple('ListenerParams',
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pr = ListenerParams(
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'window_t hop_t buffer_t sample_rate sample_depth n_mfcc n_filt n_fft')
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cls.buffer_samples = property(
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lambda s: s.hop_samples * (int(np.round(s.sample_rate * s.buffer_t)) // s.hop_samples)
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)
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cls.n_features = property(
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lambda s: 1 + int(floor((s.buffer_samples - s.window_samples) / s.hop_samples))
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)
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cls.window_samples = property(lambda s: int(s.sample_rate * s.window_t + 0.5))
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cls.hop_samples = property(lambda s: int(s.sample_rate * s.hop_t + 0.5))
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cls.max_samples = property(lambda s: int(s.buffer_t * s.sample_rate))
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cls.feature_size = property(lambda s: s.n_mfcc)
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return cls
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class Proxy:
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def __init__(self, obj):
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self.obj = obj
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def __getattr__(self, item):
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return getattr(self.obj, item)
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def __setattr__(self, key, value):
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if key == 'obj':
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object.__setattr__(self, key, value)
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else:
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raise AttributeError('Cannot set attributes to proxy')
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def __hash__(self):
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return self.obj.__hash__()
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ListenerParams = _create_listener_params()
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# Reference to global listener parameters
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pr = Proxy(ListenerParams(
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window_t=0.1, hop_t=0.05, buffer_t=1.5, sample_rate=16000,
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window_t=0.1, hop_t=0.05, buffer_t=1.5, sample_rate=16000,
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sample_depth=2, n_mfcc=13, n_filt=20, n_fft=512
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sample_depth=2, n_mfcc=13, n_filt=20, n_fft=512
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)) # type: ListenerParams
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)
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def inject_params(model_name: str) -> ListenerParams:
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def inject_params(model_name: str) -> ListenerParams:
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@ -68,7 +66,7 @@ def inject_params(model_name: str) -> ListenerParams:
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params_file = model_name + '.params'
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params_file = model_name + '.params'
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try:
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try:
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with open(params_file) as f:
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with open(params_file) as f:
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pr.obj = ListenerParams(**json.load(f))
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pr.__dict__.update(json.load(f))
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except (OSError, ValueError, TypeError):
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except (OSError, ValueError, TypeError):
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if isfile(model_name):
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if isfile(model_name):
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print('Warning: Failed to load parameters from ' + params_file)
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print('Warning: Failed to load parameters from ' + params_file)
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@ -78,4 +76,4 @@ def inject_params(model_name: str) -> ListenerParams:
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def save_params(model_name: str):
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def save_params(model_name: str):
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"""Save current global listener params to a file"""
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"""Save current global listener params to a file"""
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with open(model_name + '.params', 'w') as f:
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with open(model_name + '.params', 'w') as f:
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json.dump(pr._asdict(), f)
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json.dump(pr.__dict__, f)
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