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[AI SPARK 챌린지] 수도관 누수 탐지 분류 문제 베이스라인 코드! (오디오 파일 전처리)

2021년 11월 13일 13 분 소요

얼마전 연구개발특구진흥재단에서 주최하고 AIFactory에서 주관한 [AI SPARK 챌린지] 대회2. 수도관 누수 탐지 분류 문제에 대하여 베이스라인 코드를 잡아봤습니다.

평소 오디오 관련된 데이터를 많이 다뤄 보지는 않아서 이번 대회를 선정하여 베이스라인을 다져보기로 했습니다.

librosa를 활용한 다양한 오디오 전처리 예제는 많이 나와있었지만 tf.audio를 활용한 예제는 많이 없어서 텐서플로 공식 튜토리얼과 유튜브를 돌아다니며 연습해 보는 계기가 되었습니다.

그럼에도 불구하고 오디오(audio)에 대한 도메인 지식이 부족하다보니, 전처리시 굉장히 애를 먹었습니다.

깊은 지식 수준의 오디오 전처리 및 모델링은 아니지만, 그래도 돌아가는 수준의 코드를 빌드업 했다는 것에 의의를 두고 코드를 참고해 주세요.

오디오에 대한 더 전문 지식이 있으신 분들이 log spectrum 이나 mfcc를 적용하는 방법도 공유해 주실 수 있으면 좋겠네요~

대회 소개

대회명: (AI SPARK 챌린지) 대회2. 수도관 누수 탐지 분류 문제

대회목표: 오디오 데이터를 활용한 수도관 누수 분류 모델 개발

대회링크

데이터셋은 대회 링크에서 약관에 동의 후 다운로드 가능
학습 데이터
- train 폴더에 위치한 학습 데이터는 leak, normal 폴더로 구분되어 있으며, 총 6766개 소리 파일이 제공됩니다.
  - train/leak : 누수 소리 파일(1596개)
  - train/normal : 정상 소리 파일(5170개)
평가 데이터
- test 폴더에 위치한 평가 데이터는 누수, 정상 구분 없이 총 2958개 소리파일이 제공됩니다.
제출 파일
- 제출 파일은 2개의 열(AudioName, ClassID)과 2958개의 행(평가 데이터 샘플 수)으로 구성된 csv 파일 형식 입니다.
  - AudioName : 확장자를 포함한 평가 데이터 파일명을 기록합니다.
  - ClassID : AudioName에 해당하는 평가 데이터의 추론 결과를 0 또는 1 형태로 기록합니다. (0 = 정상, 1 = 누수)

추가 모듈 설치

`tensorflow-io` 설치

tensorflow-io PYPI 사이트 링크
파일 입출력과 관련된 기능을 내장하고 있으며, 특히 audio, kafka, Elasticsearch, BigQuery 등의 엔드 투 엔드 API를 제공합니다.
튜토리얼 페이지
TensorFlow 버전 호환성 체크
pip install tensorflow-io

`noisereduce` 설치

audio 노이즈 제거 파이썬 패키지
noisereduce PYPI 사이트 링크
pip install noisereduce

import os
import pathlib
import pandas as pd

import matplotlib.pyplot as plt
import numpy as np
import seaborn as sns
import tensorflow as tf
import tensorflow_io as tfio
# import tensorflow_addons as tfa
import noisereduce as nr

from IPython import display
import warnings

warnings.filterwarnings('ignore')
# tf warning 메시지 출력 x
os.environ['TF_CPP_MIN_LOG_LEVEL'] = '2' 

DATA_DIR = 'data'

SEED = 321

train, test 데이터셋 생성

train 데이터셋을 생성 후 label 지정

0: normal, 1: leak

path 컬럼에는 오디오 파일을 상대경로를 지정(추후 audio data 로드시 상대 경로로 로드하기 위함)

n = os.listdir(os.path.join(DATA_DIR, 'train', 'normal'))
l = os.listdir(os.path.join(DATA_DIR, 'train', 'leak'))

normal = [os.path.join(DATA_DIR, 'train', 'normal', f) for f in n]
leak  = [os.path.join(DATA_DIR, 'train', 'leak', f) for f in l]

df = pd.DataFrame(normal, columns=['path'])
# label=0, normal
df['label'] = 0

leak_df = pd.DataFrame(leak, columns=['path'])
# label=1, leak
leak_df['label'] = 1

train = df.append(leak_df, ignore_index=True)
train.head()

	path	label
0	data/train/normal/53302_20210622_16_49_14_129_...	0
1	data/train/normal/53718_20210623_10_39_52_128_...	0
2	data/train/normal/51000_20210617_13_19_47_128_...	0
3	data/train/normal/79061_20211001_13_00_43_127_...	0
4	data/train/normal/78363_20210930_16_20_19_127_...	0

test 데이터셋 데이터프레임으로 생성 후 path 지정

t = os.listdir(os.path.join(DATA_DIR, 'test'))
test = [os.path.join(DATA_DIR, 'test', f) for f in t]
test = pd.DataFrame(test, columns=['path'])
test.head()

	path
0	data/test/audio_01423.wav
1	data/test/audio_01490.wav
2	data/test/audio_00676.wav
3	data/test/audio_02438.wav
4	data/test/audio_02496.wav

submissions 데이터프레임 생성 후 결과 제출용 파일 로드

submissions = pd.DataFrame(t, columns=['AudioName'])
submissions['ClassID'] = 0
submissions.head()

	AudioName	ClassID
0	audio_01423.wav	0
1	audio_01490.wav	0
2	audio_00676.wav	0
3	audio_02438.wav	0
4	audio_02496.wav	0

sampling rate, duration 계산

sampling rate: 1초의 아날로그 사운드 정보를 얼마나 작은 단위로 쪼개는지를 정한 기준

예시) 22050 sampling rate은 1초의 사운드 시그널을 22050으로 쪼갬
duration: 총 audio의 길이이며 전체 오디오 길이를 sampling rate으로 나누어 구할 수 있다

# 샘플 파일 1개 임의 추출  (20번째 index)
file_path = train.loc[20, 'path']

# 1. binary 형태로 오디오 데이터 로드
audio_binary  = tf.io.read_file(file_path)

# 2. 오디오 파일 decode
audio, sample_rate = tf.audio.decode_wav(audio_binary)

print(f'sample rate: {sample_rate}')
print(f'duration: {audio.shape[0] / sample_rate:.3f} seconds')

sample rate: 22050
duration: 3.004 seconds

sampling rate 계산

def extract_sample_rate(file_path):
    # binary 형태로 오디오 데이터 로드
    audio_binary  = tf.io.read_file(file_path)
    # decode
    _, sample_rate = tf.audio.decode_wav(audio_binary)
    return int(sample_rate.numpy())

train['sample_rate'] = train['path'].apply(extract_sample_rate)
test['sample_rate'] = test['path'].apply(extract_sample_rate)

train 셋에 대한 오디오 파일의 sample_rate 확인

train['sample_rate'].value_counts()

22050    6766
Name: sample_rate, dtype: int64

test 셋에 대한 오디오 파일의 sample_rate 확인

test['sample_rate'].value_counts()

22050    2958
Name: sample_rate, dtype: int64

# sample rate를 global 변수로 지정
SAMPLE_RATE = 22050

전부 sample_rate가 22050으로 설정되었음을 확인할 수 있습니다.

duration 계산을 위한 frame 길이 추출

def extract_frame_length(file_path):
    # binary 형태로 오디오 데이터 로드
    audio_binary  = tf.io.read_file(file_path)
    # decode
    audio, sample_rate = tf.audio.decode_wav(audio_binary)
    return audio.shape[0]

train['frame_length'] = train['path'].apply(extract_frame_length)
test['frame_length'] = test['path'].apply(extract_frame_length)

sns.histplot(train['frame_length'])
plt.show()

frame length가 각기 다르게 분포되었음을 확인할 수 있습니다.

즉, sampling rate는 동일하나 framle length가 다르다는 것은 오디오의 길이가 다르다는 것을 의미합니다.

audio 파일에 대한 전처리

audio 소리 재생

IPython.display의 Audio로 소리를 재생할 수 있습니다.

audio_file = tf.squeeze(audio, axis=-1)

# sample_rate=22050 로 설정
display.Audio(audio_file, rate=SAMPLE_RATE) 

            <audio  controls="controls" >
                <source src="data:audio/wav;base64,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" type="audio/wav" />
                Your browser does not support the audio element.
            </audio>

audio data 정규화(normalization)

audio_file을 정규화 해준 뒤 소리의 차이를 비교합니다.

audio_file = audio_file.numpy()

# 정규화는 -1 ~ 1 사이의 범위를 갖도록 정규화 합니다.
normed_audio_file = ((audio_file - audio_file.min()) / (audio_file.max() - audio_file.min())) * 2 - 1
normed_audio_file.min(), normed_audio_file.max()

(-1.0, 1.0)

정규화된 오디오 출력 및 시각화

plt.figure(figsize=(12, 5))
plt.plot(normed_audio_file, color='grey')
plt.title('Normalized Audio File')
plt.show()

mu law 변환

작은 소리는 더 민감하게 반응하도록 하고, 큰 소리는 둔하게 반응 할 수 있도록 변환
참고: 오디오 처리 Audio Processing - 이수안 컴퓨터연구소

def mu_law(x, mu=255):
    return np.sign(x) * np.log(1 + mu * np.abs(x)) / np.log(1 + mu)

mulaw_audio_file = mu_law(audio_file)

mu law로 변환된 오디오 출력 및 시각화

display.Audio(mulaw_audio_file, rate=SAMPLE_RATE) 

            <audio  controls="controls" >
                <source 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" type="audio/wav" />
                Your browser does not support the audio element.
            </audio>

plt.figure(figsize=(12, 5))
plt.plot(mulaw_audio_file, color='grey')
plt.title('Mu Law Audio File')
plt.show()

`reducenoise` 패키지로 노이즈 제거

def reduce_noise(x):
    reduced_noise = nr.reduce_noise(y=x, sr=22050)
    return x

reduced_noise_audio_file = reduce_noise(audio_file)

노이즈 제거된 audio 출력

display.Audio(reduced_noise_audio_file, rate=SAMPLE_RATE) 

            <audio  controls="controls" >
                <source 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" type="audio/wav" />
                Your browser does not support the audio element.
            </audio>

노이즈 제거된 audio 시각화

plt.figure(figsize=(12, 5))
plt.plot(reduced_noise_audio_file, color='grey')
plt.title('Reduced Noise Audio File')
plt.show()

원본 audio와 noise가 제거된 audio를 비교하여 시각화를 합니다.

fig, axes = plt.subplots(2, 1)
fig.set_size_inches(12, 10)

axes[0].plot(audio_file, color='grey')
axes[0].set_title('Original Audio File')

axes[1].plot(reduced_noise_audio_file, color='grey')
axes[1].set_title('Reduced Noise Audio File')
plt.show()

audio 파일에 대한 전처리 코드를 @tf.function 로 래핑

위에서 전처리때 수행한 로직을 tf.function으로 구현하여 추후 단계에서 tf.data.Dataset에 맵핑
@tf.function에 래핑될 수 있도록 변환을 위해서는 numpy 함수는 모두 tf 함수로 변환되어야 합니다.
부득이하게 reduce_noise는 변환이 불가하므로, tf.numpy_function으로 래핑합니다.

def reduce_noise(x):
    reduced_noise = nr.reduce_noise(y=x, sr=22050)
    return x

@tf.function
def load_wav_22k_mono(filename):
    file_contents = tf.io.read_file(filename)
    wav, sample_rate = tf.audio.decode_wav(file_contents, desired_channels=1)
    audio_file = tf.squeeze(wav, axis=-1)
    # numpy function을 tf.function에서 호출하기 위한 method
    reduced_noise = tf.numpy_function(reduce_noise, [audio_file], tf.float32)
    return reduced_noise

샘플 index로 로드한 audio tensor 출력

sample_idx = 6000
testing_wav_file_name = train.loc[sample_idx, 'path']
testing_wav_data = load_wav_22k_mono(testing_wav_file_name)
testing_wav_data

<tf.Tensor: shape=(66240,), dtype=float32, numpy=
array([-5.7983398e-04, -1.8310547e-04, -1.5258789e-04, ...,
        6.1035156e-05,  1.0681152e-03,  8.2397461e-04], dtype=float32)>

trim

오디오파일에 대한 trim

때로는 오디오에서 노이즈를 제거하는 것이 합리적이며 이때 API tfio.audio.trim을 사용할 수 있습니다.

API에서 세그먼트의 [start, stop] 위치 쌍이 반환됩니다.

참고

testing_wav_data = load_wav_22k_mono(testing_wav_file_name)
position = tfio.audio.trim(testing_wav_data, axis=0, epsilon=0.02)
print(position)

a = testing_wav_data[position[0]:position[1]]

_ = plt.plot(a, color='grey')

# 오디오 파일 시각화
display.Audio(a, rate=SAMPLE_RATE)

tf.Tensor([4865 7063], shape=(2,), dtype=int64)

            <audio  controls="controls" >
                <source 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type="audio/wav" />
                Your browser does not support the audio element.
            </audio>

스펙트로그램(spectrogram) 변환

시계열 데이터를 2D 이미지 형태의 데이터로 변환

# MAX_LEN은 SAMPLE_RATE * 3초로 오디오 파일의 최대 길이 설정 (duration=3)
MAX_LEN = SAMPLE_RATE * 3
print(MAX_LEN)

def get_spectrogram(waveform):
    # MAX_LEN 보다 작은 array에 대하여 padding 적용
    if len(waveform) > MAX_LEN:
        waveform = waveform[:MAX_LEN]
    zero_padding = tf.zeros([MAX_LEN] - tf.shape(waveform), dtype=tf.float32)

    # 오디오 파일과 padding 연결
    waveform = tf.cast(waveform, tf.float32)
    equal_length = tf.concat([waveform, zero_padding], 0)
    
    # 512 단위로 이동하며, 256개씩 겹쳐서 이동
    stfts = tf.signal.stft(equal_length, frame_length=512, frame_step=256)

    spectrograms = tf.abs(stfts)
    return spectrograms

sample_spectrogram = get_spectrogram(testing_wav_data).numpy()
sample_spectrogram.shape

(257, 257)

sample_spectrogram

array([[0.14180744, 0.07411832, 0.01859071, ..., 0.00107154, 0.00538447,
        0.00421378],
       [0.13440678, 0.0810463 , 0.0228215 , ..., 0.0068594 , 0.00356266,
        0.00318021],
       [0.10758954, 0.062979  , 0.01467141, ..., 0.00472887, 0.0062513 ,
        0.00832807],
       ...,
       [0.00282707, 0.00066332, 0.00113395, ..., 0.00435689, 0.00384956,
        0.00277044],
       [0.01865947, 0.01539759, 0.00866111, ..., 0.0028779 , 0.00279898,
        0.00353667],
       [0.00672903, 0.01432183, 0.01142982, ..., 0.00653851, 0.00035542,
        0.00027546]], dtype=float32)

plt.imshow(np.log(sample_spectrogram))
plt.colorbar()
plt.show()

Normal과 Leak 오디오 데이터에 대한 시각화

sample_idx_normal = list(np.random.randint(5170, size=(10)))
sample_idx_leak = list(np.random.randint(low=5170, high=len(train), size=(10)))
sample_idx = sample_idx_normal + sample_idx_leak
sample_idx

ROW = 4
COL = 5
fig, axes = plt.subplots(ROW, COL)
fig.set_size_inches(14, 12)
for i, idx in enumerate(list(sample_idx)):
    file_contents = tf.io.read_file(train.loc[idx, 'path'])
    wav, sample_rate = tf.audio.decode_wav(file_contents, desired_channels=1)
    audio_file = tf.squeeze(wav, axis=-1)
    audio_file = audio_file[10000:]
    axes[i // COL, i % COL].plot(audio_file)
    axes[i // COL, i % COL].set_title('NORMAL' if train.loc[idx, 'label'] == 0 else 'LEAK')
    axes[i // COL, i % COL].set_axis_off()
plt.tight_layout()
plt.axis('off')
plt.show()

ROW = 4
COL = 5
fig, axes = plt.subplots(ROW, COL)
fig.set_size_inches(14, 12)
for i, idx in enumerate(list(sample_idx)):
    file_contents = tf.io.read_file(train.loc[idx, 'path'])
    wav, sample_rate = tf.audio.decode_wav(file_contents, desired_channels=1)
    audio_file = tf.squeeze(wav, axis=-1)
    sample_spectrogram = get_spectrogram(audio_file).numpy()
    axes[i // COL, i % COL].imshow(np.log(sample_spectrogram))
    axes[i // COL, i % COL].set_title('NORMAL' if train.loc[idx, 'label'] == 0 else 'LEAK')
    axes[i // COL, i % COL].set_axis_off()
plt.tight_layout()
plt.axis('off')
plt.show()

데이터셋 분할

from sklearn.model_selection import train_test_split

x_train, x_test, y_train, y_test = train_test_split(train['path'], train['label'], 
                                                    stratify=train['label'], 
                                                    test_size=0.2, 
                                                    random_state=SEED)

def load_wav_for_map_train(filename, label):
    x = load_wav_22k_mono(filename)
    x = get_spectrogram(x)
    x = tf.expand_dims(x, -1)
    return x, label

def load_wav_for_map_test(filename):
    x = load_wav_22k_mono(filename)
    x = get_spectrogram(x)
    x = tf.expand_dims(x, -1)
    return x

def make_dataset(x, y, training=True):
    if training:
        ds = tf.data.Dataset.from_tensor_slices((x, y))
        ds = ds.map(load_wav_for_map_train)
    else:
        ds = tf.data.Dataset.from_tensor_slices(x)
        ds = ds.map(load_wav_for_map_test)
    ds = ds.cache()
    if training:
        ds = ds.shuffle(1000)
    ds = ds.batch(32)
    return ds.prefetch(tf.data.AUTOTUNE)

train_data = make_dataset(x_train.values, y_train)
valid_data = make_dataset(x_test.values, y_test)
test_data = make_dataset(test['path'], None, training=False)

for x, y in train_data.take(1):
    print(x.shape)
    input_shape = x.shape[1:]
    break

2021-11-13 14:15:52.630503: I tensorflow/core/kernels/data/shuffle_dataset_op.cc:177] Filling up shuffle buffer (this may take a while): 233 of 1000
2021-11-13 14:16:02.640127: I tensorflow/core/kernels/data/shuffle_dataset_op.cc:177] Filling up shuffle buffer (this may take a while): 470 of 1000
2021-11-13 14:16:12.607440: I tensorflow/core/kernels/data/shuffle_dataset_op.cc:177] Filling up shuffle buffer (this may take a while): 704 of 1000
2021-11-13 14:16:22.627987: I tensorflow/core/kernels/data/shuffle_dataset_op.cc:177] Filling up shuffle buffer (this may take a while): 938 of 1000
2021-11-13 14:16:25.342535: I tensorflow/core/kernels/data/shuffle_dataset_op.cc:230] Shuffle buffer filled.

(32, 257, 257, 1)

2021-11-13 14:16:26.687346: W tensorflow/core/kernels/data/cache_dataset_ops.cc:768] The calling iterator did not fully read the dataset being cached. In order to avoid unexpected truncation of the dataset, the partially cached contents of the dataset  will be discarded. This can happen if you have an input pipeline similar to `dataset.cache().take(k).repeat()`. You should use `dataset.take(k).cache().repeat()` instead.

input_length = MAX_LEN

모델링

모델 생성 및 summary() 출력
Conv2D는 filter는 다르게 주되 strides=2로 설정
BatchNormalization() 적용
ReLU() 혹은 LeakyReLU() 적용

Transfer Learning(using VGG16)

from tensorflow.keras.applications.vgg16 import VGG16

# vgg pretrained 모델 로드
vgg = VGG16(include_top=False, weights='imagenet', input_shape=(257, 257, 3))
vgg.trainable = True

Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg16/vgg16_weights_tf_dim_ordering_tf_kernels_notop.h5
58892288/58889256 [==============================] - 1s 0us/step

모델 생성

vgg pretrained model 삽입 전 greyscale 이미지를 3 channel RGB 채널로 변경해주기 위하여 Conv2D(3, 1)을 삽입

model = tf.keras.models.Sequential([
    tf.keras.layers.Input(shape=input_shape),
    # 이미지의 채널 greyscale -> color
    tf.keras.layers.Conv2D(3, 1, activation='relu'),
    vgg,    
    tf.keras.layers.Flatten(),
    tf.keras.layers.Dropout(0.5),
    tf.keras.layers.Dense(512, activation='relu'),
    tf.keras.layers.Dropout(0.5),
    tf.keras.layers.Dense(128, activation='relu'),
    tf.keras.layers.Dense(1, activation='sigmoid'),
], name='VGG')

model.summary()

WARNING:tensorflow:Please add `keras.layers.InputLayer` instead of `keras.Input` to Sequential model. `keras.Input` is intended to be used by Functional model.
Model: "VGG"
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
conv2d (Conv2D)              (None, 257, 257, 3)       6         
_________________________________________________________________
vgg16 (Functional)           (None, 8, 8, 512)         14714688  
_________________________________________________________________
flatten (Flatten)            (None, 32768)             0         
_________________________________________________________________
dropout (Dropout)            (None, 32768)             0         
_________________________________________________________________
dense (Dense)                (None, 512)               16777728  
_________________________________________________________________
dropout_1 (Dropout)          (None, 512)               0         
_________________________________________________________________
dense_1 (Dense)              (None, 128)               65664     
_________________________________________________________________
dense_2 (Dense)              (None, 1)                 129       
=================================================================
Total params: 31,558,215
Trainable params: 31,558,215
Non-trainable params: 0
_________________________________________________________________

FBetaScore 평가지표 활용을 위하여 tensorflow-addons 패키지를 추가 설치 합니다.

# 설치
# !pip install tensorflow-addons

import tensorflow_addons as tfa


# 대회 평가 기준인 F1 Beta(1.0) Score를 tensorflow addon 라이브러리에서 로드
metric = tfa.metrics.FBetaScore(num_classes=1, beta=1.0, threshold=0.5, name='f1_score')
metric

<tensorflow_addons.metrics.f_scores.FBetaScore at 0x7f3ecc41e790>

optimzier 설정 및 컴파일

optimizer = tf.keras.optimizers.Adam(0.0001)

model.compile(optimizer=optimizer, loss='binary_crossentropy', metrics=[metric])

learning rate scheduler 설정

def scheduler(epoch, lr):
    if epoch < 5:
        return lr
    else:
        return lr * tf.math.exp(-0.1)
    
lr_scheduler = tf.keras.callbacks.LearningRateScheduler(scheduler)

모델 저장을 위한 checkpoint 생성

checkpoint 저장 기준은 검증세트의 val_f1_score의 max 값을 기준으로 저장하거나 / val_loss 의 min 값을 기준으로 저장

checkpoint = tf.keras.callbacks.ModelCheckpoint(filepath='tmp/vgg_checkpointer.ckpt', 
                                                save_best_only=True, 
                                                save_weights_only=True, 
                                                monitor='val_loss', 
                                                mode='min',
                                                verbose=1,
                                               )

모델 학습

model.fit(train_data, 
          validation_data=(valid_data),
          epochs=20, 
          callbacks=[checkpoint, lr_scheduler]
          )

Epoch 1/20

2021-11-13 14:20:52.156017: I tensorflow/core/kernels/data/shuffle_dataset_op.cc:177] Filling up shuffle buffer (this may take a while): 245 of 1000
2021-11-13 14:21:02.174162: I tensorflow/core/kernels/data/shuffle_dataset_op.cc:177] Filling up shuffle buffer (this may take a while): 482 of 1000
2021-11-13 14:21:12.179465: I tensorflow/core/kernels/data/shuffle_dataset_op.cc:177] Filling up shuffle buffer (this may take a while): 729 of 1000
2021-11-13 14:21:22.196771: I tensorflow/core/kernels/data/shuffle_dataset_op.cc:177] Filling up shuffle buffer (this may take a while): 974 of 1000
2021-11-13 14:21:23.263286: I tensorflow/core/kernels/data/shuffle_dataset_op.cc:230] Shuffle buffer filled.
2021-11-13 14:21:24.639591: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcudnn.so.8
2021-11-13 14:21:25.044887: I tensorflow/stream_executor/cuda/cuda_dnn.cc:359] Loaded cuDNN version 8101

170/170 [==============================] - ETA: 0s - loss: 0.3725 - f1_score: 0.6491

2021-11-13 14:24:46.167321: I tensorflow/core/kernels/data/shuffle_dataset_op.cc:177] Filling up shuffle buffer (this may take a while): 232 of 1000
2021-11-13 14:24:56.167322: I tensorflow/core/kernels/data/shuffle_dataset_op.cc:177] Filling up shuffle buffer (this may take a while): 469 of 1000
2021-11-13 14:25:06.139415: I tensorflow/core/kernels/data/shuffle_dataset_op.cc:177] Filling up shuffle buffer (this may take a while): 699 of 1000
2021-11-13 14:25:16.153880: I tensorflow/core/kernels/data/shuffle_dataset_op.cc:177] Filling up shuffle buffer (this may take a while): 931 of 1000
2021-11-13 14:25:19.258738: I tensorflow/core/kernels/data/shuffle_dataset_op.cc:230] Shuffle buffer filled.

170/170 [==============================] - 295s 1s/step - loss: 0.3725 - f1_score: 0.6491 - val_loss: 0.2949 - val_f1_score: 0.7592

Epoch 00001: val_loss improved from inf to 0.29493, saving model to tmp/vgg_checkpointer.ckpt
Epoch 2/20
170/170 [==============================] - 23s 134ms/step - loss: 0.3040 - f1_score: 0.7446 - val_loss: 0.2892 - val_f1_score: 0.7808

Epoch 00002: val_loss improved from 0.29493 to 0.28917, saving model to tmp/vgg_checkpointer.ckpt
Epoch 3/20
170/170 [==============================] - 23s 135ms/step - loss: 0.3003 - f1_score: 0.7408 - val_loss: 0.2809 - val_f1_score: 0.7444

Epoch 00003: val_loss improved from 0.28917 to 0.28087, saving model to tmp/vgg_checkpointer.ckpt
Epoch 4/20
170/170 [==============================] - 23s 135ms/step - loss: 0.2880 - f1_score: 0.7572 - val_loss: 0.2662 - val_f1_score: 0.7937

Epoch 00004: val_loss improved from 0.28087 to 0.26615, saving model to tmp/vgg_checkpointer.ckpt
Epoch 5/20
170/170 [==============================] - 23s 135ms/step - loss: 0.2687 - f1_score: 0.7650 - val_loss: 0.2678 - val_f1_score: 0.7886

Epoch 00005: val_loss did not improve from 0.26615
Epoch 6/20
170/170 [==============================] - 23s 136ms/step - loss: 0.2602 - f1_score: 0.7781 - val_loss: 0.2885 - val_f1_score: 0.7860

Epoch 00006: val_loss did not improve from 0.26615
Epoch 7/20
170/170 [==============================] - 23s 136ms/step - loss: 0.2481 - f1_score: 0.7861 - val_loss: 0.2380 - val_f1_score: 0.7934

Epoch 00007: val_loss improved from 0.26615 to 0.23801, saving model to tmp/vgg_checkpointer.ckpt
Epoch 8/20
170/170 [==============================] - 23s 136ms/step - loss: 0.2351 - f1_score: 0.7956 - val_loss: 0.2330 - val_f1_score: 0.8019

Epoch 00008: val_loss improved from 0.23801 to 0.23297, saving model to tmp/vgg_checkpointer.ckpt
Epoch 9/20
170/170 [==============================] - 23s 136ms/step - loss: 0.2199 - f1_score: 0.8154 - val_loss: 0.2509 - val_f1_score: 0.8045

Epoch 00009: val_loss did not improve from 0.23297
Epoch 10/20
170/170 [==============================] - 23s 136ms/step - loss: 0.2191 - f1_score: 0.8120 - val_loss: 0.2244 - val_f1_score: 0.8062

Epoch 00010: val_loss improved from 0.23297 to 0.22435, saving model to tmp/vgg_checkpointer.ckpt
Epoch 11/20
170/170 [==============================] - 23s 136ms/step - loss: 0.2128 - f1_score: 0.8149 - val_loss: 0.2319 - val_f1_score: 0.8136

Epoch 00011: val_loss did not improve from 0.22435
Epoch 12/20
170/170 [==============================] - 23s 136ms/step - loss: 0.2018 - f1_score: 0.8240 - val_loss: 0.2251 - val_f1_score: 0.8071

Epoch 00012: val_loss did not improve from 0.22435
Epoch 13/20
170/170 [==============================] - 23s 136ms/step - loss: 0.1941 - f1_score: 0.8291 - val_loss: 0.2371 - val_f1_score: 0.7926

Epoch 00013: val_loss did not improve from 0.22435
Epoch 14/20
170/170 [==============================] - 23s 136ms/step - loss: 0.1842 - f1_score: 0.8415 - val_loss: 0.2269 - val_f1_score: 0.8175

Epoch 00014: val_loss did not improve from 0.22435
Epoch 15/20
170/170 [==============================] - 23s 136ms/step - loss: 0.1784 - f1_score: 0.8482 - val_loss: 0.2373 - val_f1_score: 0.8058

Epoch 00015: val_loss did not improve from 0.22435
Epoch 16/20
170/170 [==============================] - 23s 136ms/step - loss: 0.1670 - f1_score: 0.8574 - val_loss: 0.2353 - val_f1_score: 0.8060

Epoch 00016: val_loss did not improve from 0.22435
Epoch 17/20
170/170 [==============================] - 23s 136ms/step - loss: 0.1553 - f1_score: 0.8687 - val_loss: 0.2395 - val_f1_score: 0.7988

Epoch 00017: val_loss did not improve from 0.22435
Epoch 18/20
170/170 [==============================] - 23s 136ms/step - loss: 0.1489 - f1_score: 0.8739 - val_loss: 0.2549 - val_f1_score: 0.7958

Epoch 00018: val_loss did not improve from 0.22435
Epoch 19/20
170/170 [==============================] - 23s 136ms/step - loss: 0.1383 - f1_score: 0.8746 - val_loss: 0.2901 - val_f1_score: 0.7969

Epoch 00019: val_loss did not improve from 0.22435
Epoch 20/20
170/170 [==============================] - 23s 136ms/step - loss: 0.1254 - f1_score: 0.8935 - val_loss: 0.3131 - val_f1_score: 0.8103

Epoch 00020: val_loss did not improve from 0.22435

<tensorflow.python.keras.callbacks.History at 0x7f3d241e34d0>

체크포인터에서 저장된 가중치(weights) 로드

model.load_weights('tmp/vgg_checkpointer.ckpt')

<tensorflow.python.training.tracking.util.CheckpointLoadStatus at 0x7f3ecc351910>

예측

prediction = model.predict(test_data)

# 예측에 대한 5개 출력
prediction[:5]

array([[6.0763341e-01],
       [5.3682801e-04],
       [9.6129429e-01],
       [2.9859347e-03],
       [8.7512267e-01]], dtype=float32)

예측 값에 대한 분포 시각화

submissions['ClassID'] = prediction
submissions['ClassID'] = submissions['ClassID'].round().astype('int')
sns.countplot(submissions['ClassID'])
plt.title('predictions')
plt.show()

submissions['ClassID'].value_counts()

0    1690
1    1268
Name: ClassID, dtype: int64

결과 파일 저장 후 제출

# 결과파일(.csv)로 내보내기
submissions.to_csv('final-output.csv', index=False)

참고(References)

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[AI SPARK 챌린지] 수도관 누수 탐지 분류 문제 베이스라인 코드! (오디오 파일 전처리)

대회 소개

추가 모듈 설치

`tensorflow-io` 설치

`noisereduce` 설치

train, test 데이터셋 생성

sampling rate, duration 계산

sampling rate 계산

duration 계산을 위한 frame 길이 추출

audio 파일에 대한 전처리

audio 소리 재생

audio data 정규화(normalization)

mu law 변환

`reducenoise` 패키지로 노이즈 제거

audio 파일에 대한 전처리 코드를 @tf.function 로 래핑

trim

스펙트로그램(spectrogram) 변환

Normal과 Leak 오디오 데이터에 대한 시각화

데이터셋 분할

모델링

Transfer Learning(using VGG16)

예측

참고(References)

공유하기

댓글남기기

참고

poetry 의 거의 모든것 (튜토리얼)

LangGraph Retrieval Agent를 활용한 동적 문서 검색 및 처리

[Assistants API] Code Interpreter, Retrieval, Functions 활용법

[LangChain] 에이전트(Agent)와 도구(tools)를 활용한 지능형 검색 시스템 구축 가이드

대회 소개

추가 모듈 설치

tensorflow-io 설치

noisereduce 설치

train, test 데이터셋 생성

sampling rate, duration 계산

sampling rate 계산

duration 계산을 위한 frame 길이 추출

audio 파일에 대한 전처리

audio 소리 재생

audio data 정규화(normalization)

mu law 변환

reducenoise 패키지로 노이즈 제거

audio 파일에 대한 전처리 코드를 @tf.function 로 래핑

trim

스펙트로그램(spectrogram) 변환

Normal과 Leak 오디오 데이터에 대한 시각화

데이터셋 분할

모델링

Transfer Learning(using VGG16)

예측

참고(References)

공유하기

댓글남기기

참고

poetry 의 거의 모든것 (튜토리얼)

LangGraph Retrieval Agent를 활용한 동적 문서 검색 및 처리

[Assistants API] Code Interpreter, Retrieval, Functions 활용법

[LangChain] 에이전트(Agent)와 도구(tools)를 활용한 지능형 검색 시스템 구축 가이드

`tensorflow-io` 설치

`noisereduce` 설치

`reducenoise` 패키지로 노이즈 제거