Commit d0414aa7 authored by David Maxence's avatar David Maxence
Browse files

Ajout training nofold + base test google

parent 6d3affe3
%% Cell type:code id:israeli-hometown tags:
``` python
import numpy as np
import os
import pandas as pd
from scipy.io import wavfile
import matplotlib.pyplot as plt
```
%% Cell type:code id:waiting-today tags:
``` python
samplerate, data = wavfile.read('./7061-6-0-0.wav')
```
%% Cell type:code id:computational-europe tags:
``` python
import leaf_audio.frontend as frontend
leaf = frontend.Leaf()
melfbanks = frontend.MelFilterbanks()
tfbanks = frontend.TimeDomainFilterbanks()
sincnet = frontend.SincNet()
sincnet_plus = frontend.SincNetPlus()
```
%% Cell type:code id:disciplinary-brain tags:
``` python
type(data)
```
%%%% Output: execute_result
numpy.ndarray
%% Cell type:code id:compound-diesel tags:
``` python
data = data.astype('float')
```
%% Cell type:code id:sustained-default tags:
``` python
data.dtype
```
%%%% Output: execute_result
dtype('float64')
%% Cell type:code id:developmental-lounge tags:
``` python
leaf_representation = leaf(data)
melfbanks_representation = melfbanks(data)
```
%% Cell type:code id:fuzzy-helmet tags:
``` python
type(melfbanks_representation)
```
%%%% Output: execute_result
tensorflow.python.framework.ops.EagerTensor
%% Cell type:code id:funny-emperor tags:
``` python
leaf_representation
t= melfbanks_representation.numpy
```
%% Cell type:code id:raising-stephen tags:
``` python
t
```
%%%% Output: execute_result
<bound method _EagerTensorBase.numpy of <tf.Tensor: shape=(99225, 1, 40), dtype=float32, numpy=
array([[[-11.512925, -11.512925, -11.512925, ..., -11.512925,
-11.512925, -11.512925]],
[[-11.512925, -11.512925, -11.512925, ..., -11.512925,
-11.512925, -11.512925]],
[[-11.512925, -11.512925, -11.512925, ..., -11.512925,
-11.512925, -11.512925]],
...,
[[-11.512925, -11.512925, -11.512925, ..., -11.512925,
-11.512925, -11.512925]],
[[-11.512393, -11.512265, -11.512299, ..., -11.507828,
-11.507522, -11.507188]],
[[-11.512925, -11.512925, -11.512925, ..., -11.512925,
-11.512925, -11.512925]]], dtype=float32)>>
%% Cell type:code id:dressed-present tags:
``` python
```
%% Cell type:code id: tags:
``` python
import numpy as np
import os
import pandas as pd
from scipy.io import wavfile
import librosa
from tqdm import tqdm
import tensorflow as tf
from tensorflow import keras
import matplotlib.pyplot as plt
from tensorflow.keras import regularizers, activations
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense, Dropout, Flatten, Activation, Conv2D, MaxPooling2D, GlobalAveragePooling2D
from tensorflow.keras.utils import to_categorical
from tensorflow.keras.preprocessing.image import ImageDataGenerator
from datetime import datetime
from matplotlib import pyplot as plt
```
%% Cell type:code id: tags:
``` python
from sklearn.model_selection import train_test_split
```
%% Cell type:code id: tags:
``` python
us8k_df = pd.read_pickle("us8k_df.pkl")
```
%% Cell type:code id: tags:
``` python
df = us8k_df.drop(['fold'],axis=1)
df['melspectrogram'][0]
```
%%%% Output: execute_result
array([[-61.70703 , -74.49714 , -65.133354, ..., -80. , -80. ,
-80. ],
[-58.9729 , -65.05351 , -65.055664, ..., -80. , -80. ,
-80. ],
[-58.314186, -59.996964, -61.480446, ..., -80. , -80. ,
-80. ],
...,
[-80. , -80. , -67.451935, ..., -80. , -80. ,
-80. ],
[-80. , -80. , -74.46571 , ..., -80. , -80. ,
-80. ],
[-80. , -80. , -80. , ..., -80. , -80. ,
-80. ]], dtype=float32)
%% Cell type:code id: tags:
``` python
X = np.stack(df.melspectrogram.to_numpy())
```
%% Cell type:code id: tags:
``` python
X.shape
X_dim = (128,128,1)
```
%% Cell type:code id: tags:
``` python
X = X.reshape(X.shape[0], *X_dim)
```
%% Cell type:code id: tags:
``` python
Y = np.array(df['label'])
```
%% Cell type:code id: tags:
``` python
Y = to_categorical(Y)
```
%% Cell type:code id: tags:
``` python
plt.imshow(X[1])
```
%%%% Output: execute_result
<matplotlib.image.AxesImage at 0x7fee62627430>
%%%% Output: display_data
![](data:image/png;base64,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)
%% Cell type:code id: tags:
``` python
X_train, X_test, Y_train, Y_test = train_test_split(X,Y,test_size=0.3,shuffle=True,stratify = Y)
len(X_train),len(X_test),len(Y_test)
X_val, X_test, Y_val,Y_test = train_test_split(X_test,Y_test,test_size=0.5,shuffle=True,stratify = Y_test)
len(X_test)
```
%%%% Output: execute_result
1310
%% Cell type:code id: tags:
``` python
def init_model():
model1 = Sequential()
#layer-1
model1.add(Conv2D(filters=24, kernel_size=5, input_shape=(128, 128, 1),
kernel_regularizer=regularizers.l2(1e-3)))
model1.add(MaxPooling2D(pool_size=(3,3), strides=3))
model1.add(Activation(activations.relu))
#layer-2
model1.add(Conv2D(filters=36, kernel_size=4, padding='valid', kernel_regularizer=regularizers.l2(1e-3)))
model1.add(MaxPooling2D(pool_size=(2,2), strides=2))
model1.add(Activation(activations.relu))
#layer-3
model1.add(Conv2D(filters=48, kernel_size=3, padding='valid'))
model1.add(Activation(activations.relu))
model1.add(GlobalAveragePooling2D())
#layer-4 (1st dense layer)
model1.add(Dense(60, activation='relu'))
model1.add(Dropout(0.5))
#layer-5 (2nd dense layer)
model1.add(Dense(10, activation='softmax'))
# compile
model1.compile(loss='categorical_crossentropy', metrics=['accuracy'], optimizer='adam')
return model1
```
%% Cell type:code id: tags:
``` python
def process(X_train,X_val,Y_train,Y_val, epochs=100, num_batch_size=32):
# init model
model = init_model()
# pre-training accuracy
score = model.evaluate(X_val, Y_val, batch_size=num_batch_size, verbose=0)
print("Pre-training accuracy: %.4f%%\n" % (100 * score[1]))
# train the model
start = datetime.now()
history = model.fit(X_train,Y_train, epochs=epochs,validation_data=(X_val,Y_val),batch_size=num_batch_size)
end = datetime.now()
print("Training completed in time: ", end - start, '\n')
return history
```
%% Cell type:code id: tags:
``` python
type(X_train)
```
%%%% Output: execute_result
numpy.ndarray
%% Cell type:code id: tags:
``` python
history = process(X_train[:4000],X_val[0:600],Y_train[0:4000],Y_val[0:600])
```
%% Cell type:code id: tags:
``` python
```
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