fix cmvn

deepspeech/frontend/normalizer.py

@@ -22,9 +22,12 @@ from paddle.io import Dataset
 from deepspeech.frontend.audio import AudioSegment
 from deepspeech.frontend.utility import load_cmvn
 from deepspeech.frontend.utility import read_manifest
+from deepspeech.utils.log import Log
 
 __all__ = ["FeatureNormalizer"]
 
+logger = Log(__name__).getlog()
+
 
 # https://github.com/PaddlePaddle/Paddle/pull/31481
 class CollateFunc(object):
@@ -176,8 +179,8 @@ class FeatureNormalizer(object):
                 wav_number += batch_size
 
                 if wav_number % 1000 == 0:
-                    print('process {} wavs,{} frames'.format(wav_number,
+                    logger.info('process {} wavs,{} frames'.format(wav_number,
-                                                             all_number))
+                                                                   all_number))
 
         self.cmvn_info = {
             'mean_stat': list(all_mean_stat.tolist()),

deepspeech/utils/log.py

@@ -17,16 +17,22 @@ import os
 import socket
 import sys
 
+FORMAT_STR = '[%(levelname)s %(asctime)s %(filename)s:%(lineno)d] %(message)s'
+DATE_FMT_STR = '%Y/%m/%d %H:%M:%S'
+
+logging.basicConfig(
+    level=logging.DEBUG, format=FORMAT_STR, datefmt=DATE_FMT_STR)
+
 
 def find_log_dir(log_dir=None):
     """Returns the most suitable directory to put log files into.
-  Args:
+    Args:
-    log_dir: str|None, if specified, the logfile(s) will be created in that
+        log_dir: str|None, if specified, the logfile(s) will be created in that
-        directory.  Otherwise if the --log_dir command-line flag is provided,
+            directory.  Otherwise if the --log_dir command-line flag is provided,
-        the logfile will be created in that directory.  Otherwise the logfile
+            the logfile will be created in that directory.  Otherwise the logfile
-        will be created in a standard location.
+            will be created in a standard location.
-  Raises:
+    Raises:
-    FileNotFoundError: raised when it cannot find a log directory.
+        FileNotFoundError: raised when it cannot find a log directory.
   """
     # Get a list of possible log dirs (will try to use them in order).
     if log_dir:
@@ -45,22 +51,22 @@ def find_log_dir(log_dir=None):
 
 def find_log_dir_and_names(program_name=None, log_dir=None):
     """Computes the directory and filename prefix for log file.
-  Args:
+    Args:
-    program_name: str|None, the filename part of the path to the program that
+        program_name: str|None, the filename part of the path to the program that
-        is running without its extension.  e.g: if your program is called
+            is running without its extension.  e.g: if your program is called
-        'usr/bin/foobar.py' this method should probably be called with
+            'usr/bin/foobar.py' this method should probably be called with
-        program_name='foobar' However, this is just a convention, you can
+            program_name='foobar' However, this is just a convention, you can
-        pass in any string you want, and it will be used as part of the
+            pass in any string you want, and it will be used as part of the
-        log filename. If you don't pass in anything, the default behavior
+            log filename. If you don't pass in anything, the default behavior
-        is as described in the example.  In python standard logging mode,
+            is as described in the example.  In python standard logging mode,
-        the program_name will be prepended with py_ if it is the program_name
+            the program_name will be prepended with py_ if it is the program_name
-        argument is omitted.
+            argument is omitted.
-    log_dir: str|None, the desired log directory.
+        log_dir: str|None, the desired log directory.
-  Returns:
+    Returns:
-    (log_dir, file_prefix, symlink_prefix)
+        (log_dir, file_prefix, symlink_prefix)
-  Raises:
+    Raises:
-    FileNotFoundError: raised in Python 3 when it cannot find a log directory.
+        FileNotFoundError: raised in Python 3 when it cannot find a log directory.
-    OSError: raised in Python 2 when it cannot find a log directory.
+        OSError: raised in Python 2 when it cannot find a log directory.
   """
     if not program_name:
         # Strip the extension (foobar.par becomes foobar, and
@@ -123,12 +129,10 @@ class Log():
             pass
 
         if not self.logger.hasHandlers():
-            format = '[%(levelname)s %(asctime)s %(filename)s:%(lineno)d] %(message)s'
+            formatter = logging.Formatter(fmt=FORMAT_STR, datefmt=DATE_FMT_STR)
-            formatter = logging.Formatter(
-                fmt=format, datefmt='%Y/%m/%d %H:%M:%S')
             fh = logging.FileHandler(Log.log_name)
-            fh.setFormatter(formatter)
             fh.setLevel(logging.DEBUG)
+            fh.setFormatter(formatter)
             self.logger.addHandler(fh)
 
             ch = logging.StreamHandler()
@@ -136,9 +140,6 @@ class Log():
             ch.setFormatter(formatter)
             self.logger.addHandler(ch)
 
-            #fh.close()
-            #ch.close()
-
         # stop propagate for propagating may print
         # log multiple times
         self.logger.propagate = False

examples/aishell/s0/local/data.sh

@@ -51,6 +51,7 @@ if [ ${stage} -le 1 ] && [ ${stop_stage} -ge 1 ]; then
     --stride_ms=10.0 \
     --window_ms=25.0 \
     --sample_rate=16000 \
+    --use_dB_normalization=False \
     --num_samples=-1 \
     --num_workers=16 \
     --output_path="data/mean_std.json"

examples/librispeech/s1/local/data.sh

@@ -73,6 +73,7 @@ if [ ${stage} -le 1 ] && [ ${stop_stage} -ge 1 ]; then
     --sample_rate=16000 \
     --stride_ms=10.0 \
     --window_ms=25.0 \
+    --use_dB_normalization=False \
     --num_workers=${num_workers} \
     --output_path="data/mean_std.json"
 

examples/tiny/s0/local/data.sh

@@ -57,6 +57,7 @@ if [ ${stage} -le 1 ] && [ ${stop_stage} -ge 1 ]; then
     --sample_rate=16000 \
     --stride_ms=10.0 \
     --window_ms=25.0 \
+    --use_dB_normalization=False \
     --num_workers=2 \
     --output_path="data/mean_std.json"
     

utils/avg_model.py

@@ -21,6 +21,8 @@ import paddle
 
 
 def main(args):
+    paddle.set_device('cpu')
+
     val_scores = []
     beat_val_scores = []
     selected_epochs = []

utils/compute_mean_std.py

@@ -25,17 +25,19 @@ parser = argparse.ArgumentParser(description=__doc__)
 add_arg = functools.partial(add_arguments, argparser=parser)
 # yapf: disable
 add_arg('num_samples',      int,    -1,    "# of samples to for statistics.")
+
 add_arg('specgram_type',    str,
         'linear',
         "Audio feature type. Options: linear, mfcc, fbank.",
         choices=['linear', 'mfcc', 'fbank'])
 add_arg('feat_dim',    int, 13, "Audio feature dim.")
-add_arg('delta_delta',    bool,
+add_arg('delta_delta', bool,  False, "Audio feature with delta delta.")
-        False,
+add_arg('stride_ms', float, 10.0,  "stride length in ms.")
-        "Audio feature with delta delta.")
+add_arg('window_ms', float, 20.0,  "stride length in ms.")
-add_arg('stride_ms',    float, 10.0,  "stride length in ms.")
+add_arg('sample_rate',  int, 16000,  "target sample rate.")
-add_arg('window_ms',    float, 20.0,  "stride length in ms.")
+add_arg('use_dB_normalization', bool, False, "do dB normalization.")
-add_arg('sample_rate',    int, 16000,  "target sample rate.")
+add_arg('target_dB',   int, -20,  "target dB.")
+
 add_arg('manifest_path',    str,
         'data/librispeech/manifest.train',
         "Filepath of manifest to compute normalizer's mean and stddev.")
@@ -63,8 +65,8 @@ def main():
         n_fft=None,
         max_freq=None,
         target_sample_rate=args.sample_rate,
-        use_dB_normalization=True,
+        use_dB_normalization=args.use_dB_normalization,
-        target_dB=-20,
+        target_dB=args.target_dB,
         dither=0.0)
 
     def augment_and_featurize(audio_segment):