918 lines
473 KiB
Plaintext
918 lines
473 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"Using TensorFlow backend.\n"
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]
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}
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],
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"source": [
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"import os\n",
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"from scipy.io import wavfile\n",
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"import pandas as pd\n",
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"import matplotlib.pyplot as plt\n",
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"import numpy as np\n",
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"from keras.layers import Conv2D, MaxPool2D, Flatten, LSTM\n",
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"from keras.layers import Dropout, Dense, TimeDistributed\n",
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"from keras.models import Sequential\n",
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"from keras.utils import to_categorical\n",
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"from keras.callbacks import ModelCheckpoint\n",
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"from sklearn.utils.class_weight import compute_class_weight\n",
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"from tqdm import tqdm\n",
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"from python_speech_features import mfcc\n",
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"from cfg import config\n",
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"import pickle"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"df = pd.read_csv('data/instruments.csv') # Read in our CSV file\n",
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"df.set_index('fname', inplace=True) # Set the fname collumn as our index\n",
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"\n",
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"for f in df.index:\n",
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" rate, signal = wavfile.read('data/clean/'+f) # Grab rate and signal from each file\n",
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" df.at[f,'length'] = signal.shape[0] / rate # Set the length of each file based on signal and rate\n",
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"\n",
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"classes = list(np.unique(df.label)) # Grab classes\n",
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"class_dist = df.groupby(['label'])['length'].mean() # create a distribution of the classes based on the mean number of each"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Plot class distribution\n",
|
|
"fig, ax = plt.subplots()\n",
|
|
"ax.set_title('Class Distribution', y=1.08)\n",
|
|
"ax.pie(class_dist, labels=class_dist.index, autopct='%1.1f%%',\n",
|
|
" shadow=False, startangle=90)\n",
|
|
"ax.axis('equal')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"n_samples = 2 * int(df['length'].sum() / 0.1) # Set number of samples to be 20% of the length in time of all data\n",
|
|
"prob_dist = class_dist / class_dist.sum() # Convert to range of [0,1]\n",
|
|
"choices = np.random.choice(class_dist.index, p=prob_dist) # Choose a class"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"config = config(mode='conv')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def check_data():\n",
|
|
" # If there is data, load it in \n",
|
|
" if os.path.isfile(config.p_path):\n",
|
|
" print('Loading existing data for {} model'.format(config.mode))\n",
|
|
" with open(config.p_path, 'rb') as handle:\n",
|
|
" tmp = pickle.load(handle)\n",
|
|
" return tmp\n",
|
|
" else:\n",
|
|
" return None"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def build_rand_feat():\n",
|
|
" \"\"\"\n",
|
|
" This function creates a randomly generated and normalized 4-D feature vector\n",
|
|
" \"\"\"\n",
|
|
" tmp = check_data() # Load in old pickle data if it exists\n",
|
|
" if tmp:\n",
|
|
" print(config.mode)\n",
|
|
" print(config.p_path)\n",
|
|
" return tmp.data[0], tmp.data[1] # Returns our previously built randomized feature\n",
|
|
" X = []\n",
|
|
" y = []\n",
|
|
" _min, _max = float('inf'), -float('inf')\n",
|
|
" for _ in tqdm(range(n_samples)):\n",
|
|
" rand_class = np.random.choice(class_dist.index, p=prob_dist) # Pick a random class based on our prob_dist probabilities\n",
|
|
" file = np.random.choice(df[df.label==rand_class].index) # Choose a random file of class rand_class and get its index\n",
|
|
" rate, wav = wavfile.read('data/clean/'+file)\n",
|
|
" label = df.at[file,'label']\n",
|
|
" rand_index = np.random.randint(0, wav.shape[0] - config.step) # Go to random time point in audio file\n",
|
|
" sample = wav[rand_index:rand_index + config.step] # Grab a portion of our wav file at rand_index time point\n",
|
|
" X_sample = mfcc(sample, rate,\n",
|
|
" numcep=config.nfeat, nfilt=config.nfilt, nfft = config.nfft)\n",
|
|
" _min = min(np.amin(X_sample), _min) # Update min if our sample min is smaller\n",
|
|
" _max = max(np.amax(X_sample), _max) # Update max if our sample max is larger\n",
|
|
" X.append(X_sample) # Add our randomly selected sample to list X\n",
|
|
" y.append(classes.index(label)) # Add the index corrosponding to our sample's label to list y\n",
|
|
" config.min = _min # Save min\n",
|
|
" config.max = _max # Save max\n",
|
|
" X, y = np.array(X), np.array(y) \n",
|
|
" X = (X - _min) / (_max - _min) # Normalize our input matrix X based on min and range, possible to normalize based on mean and standard deviation as well\n",
|
|
" if config.mode == 'conv':\n",
|
|
" X = X.reshape(X.shape[0], X.shape[1], X.shape[2], 1)\n",
|
|
" elif config.mode=='time':\n",
|
|
" X = X.reshape(X.shape[0], X.shape[1], X.shape[2])\n",
|
|
" y = to_categorical(y, num_classes = 10)\n",
|
|
" config.data = (X, y) # Store the data\n",
|
|
" \n",
|
|
" with open(config.p_path, 'wb') as handle:\n",
|
|
" pickle.dump(config, handle, protocol=2)\n",
|
|
" \n",
|
|
" return X, y\n",
|
|
" "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def get_conv_model():\n",
|
|
" model = Sequential()\n",
|
|
" # Note that we only use a tenth of a second of our data, so we don't want to pool too much\n",
|
|
" model.add(Conv2D(16, (3,3), activation='relu', strides=(1,1), # Strides only (1,1) due to small input space\n",
|
|
" padding='same', input_shape=input_shape))\n",
|
|
" model.add(Conv2D(32, (3,3), activation='relu', strides=(1,1), \n",
|
|
" padding='same'))\n",
|
|
" model.add(Conv2D(64, (3,3), activation='relu', strides=(1,1), \n",
|
|
" padding='same'))\n",
|
|
" model.add(Conv2D(128, (3,3), activation='relu', strides=(1,1), \n",
|
|
" padding='same'))\n",
|
|
" model.add(MaxPool2D((2,2), dim_ordering=\"th\"))\n",
|
|
" model.add(Dropout(0.5))\n",
|
|
" model.add(Flatten())\n",
|
|
" model.add(Dense(128, activation='relu'))\n",
|
|
" model.add(Dense(64, activation='relu'))\n",
|
|
" model.add(Dense(32, activation='relu'))\n",
|
|
" model.add(Dense(10, activation='softmax')) # Final layer activate with softmax due to our categorical cross-entropy method\n",
|
|
" model.summary()\n",
|
|
" model.compile(loss='categorical_crossentropy',\n",
|
|
" optimizer='adam',\n",
|
|
" metrics=['acc'])\n",
|
|
" return model"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def get_recurrent_model():\n",
|
|
" # Shape of data for RNN is (n,time,feat)\n",
|
|
" model = Sequential()\n",
|
|
" model.add(LSTM(128, return_sequences=True, input_shape=input_shape))\n",
|
|
" model.add(LSTM(128, return_sequences=True))\n",
|
|
" model.add(Dropout(0.5))\n",
|
|
" model.add(TimeDistributed(Dense(64, activation='relu')))\n",
|
|
" model.add(TimeDistributed(Dense(32, activation='relu')))\n",
|
|
" model.add(TimeDistributed(Dense(16, activation='relu')))\n",
|
|
" model.add(TimeDistributed(Dense(8, activation='relu')))\n",
|
|
" model.add(Flatten())\n",
|
|
" model.add(Dense(10, activation='softmax'))\n",
|
|
" model.summary()\n",
|
|
" model.compile(loss='categorical_crossentropy',\n",
|
|
" optimizer='adam',\n",
|
|
" metrics=['acc'])\n",
|
|
" return model"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
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"Loading existing data for conv model\n"
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"c:\\users\\tsb\\appdata\\local\\programs\\python\\python37\\lib\\site-packages\\ipykernel_launcher.py:12: UserWarning: Update your `MaxPooling2D` call to the Keras 2 API: `MaxPooling2D((2, 2), data_format=\"channels_first\")`\n",
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" if sys.path[0] == '':\n"
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"Model: \"sequential_1\"\n",
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"_________________________________________________________________\n",
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"Layer (type) Output Shape Param # \n",
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"=================================================================\n",
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"conv2d_1 (Conv2D) (None, 9, 13, 16) 160 \n",
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"_________________________________________________________________\n",
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"conv2d_2 (Conv2D) (None, 9, 13, 32) 4640 \n",
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"_________________________________________________________________\n",
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"conv2d_3 (Conv2D) (None, 9, 13, 64) 18496 \n",
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"_________________________________________________________________\n",
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"conv2d_4 (Conv2D) (None, 9, 13, 128) 73856 \n",
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"_________________________________________________________________\n",
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"max_pooling2d_1 (MaxPooling2 (None, 9, 6, 64) 0 \n",
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"_________________________________________________________________\n",
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"dropout_1 (Dropout) (None, 9, 6, 64) 0 \n",
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"_________________________________________________________________\n",
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"flatten_1 (Flatten) (None, 3456) 0 \n",
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"_________________________________________________________________\n",
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"dense_1 (Dense) (None, 128) 442496 \n",
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"_________________________________________________________________\n",
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"dense_2 (Dense) (None, 64) 8256 \n",
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"_________________________________________________________________\n",
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"dense_3 (Dense) (None, 32) 2080 \n",
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"_________________________________________________________________\n",
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"dense_4 (Dense) (None, 10) 330 \n",
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"=================================================================\n",
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"Total params: 550,314\n",
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"Trainable params: 550,314\n",
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"Non-trainable params: 0\n",
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"_________________________________________________________________\n",
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"Train on 23769 samples, validate on 2641 samples\n",
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"Epoch 1/10\n"
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]
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"\n",
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"Epoch 00001: val_acc improved from -inf to 0.75615, saving model to models\\conv.model\n",
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"Epoch 2/10\n"
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]
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"\n",
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"Epoch 00002: val_acc improved from 0.75615 to 0.83643, saving model to models\\conv.model\n",
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"Epoch 3/10\n"
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]
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"\n",
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"Epoch 00003: val_acc improved from 0.83643 to 0.89663, saving model to models\\conv.model\n",
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"Epoch 4/10\n"
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]
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},
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"\n",
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"Epoch 00004: val_acc improved from 0.89663 to 0.92389, saving model to models\\conv.model\n",
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"Epoch 5/10\n"
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]
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"\n",
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"Epoch 00005: val_acc improved from 0.92389 to 0.92616, saving model to models\\conv.model\n",
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"Epoch 6/10\n"
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]
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"\n",
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"Epoch 00006: val_acc improved from 0.92616 to 0.92881, saving model to models\\conv.model\n",
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"Epoch 7/10\n"
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"\n",
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"Epoch 00007: val_acc improved from 0.92881 to 0.93487, saving model to models\\conv.model\n",
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"Epoch 8/10\n"
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]
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"\n",
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"Epoch 00008: val_acc improved from 0.93487 to 0.94320, saving model to models\\conv.model\n",
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"Epoch 9/10\n"
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]
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"\n",
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"Epoch 00009: val_acc improved from 0.94320 to 0.95229, saving model to models\\conv.model\n",
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"Epoch 10/10\n"
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]
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"23769/23769 [==============================] - ETA: 6s - loss: 0.1527 - acc: 0.946 - ETA: 6s - loss: 0.1525 - acc: 0.946 - ETA: 6s - loss: 0.1523 - acc: 0.946 - ETA: 6s - loss: 0.1522 - acc: 0.946 - ETA: 6s - loss: 0.1524 - acc: 0.946 - ETA: 6s - loss: 0.1524 - acc: 0.946 - ETA: 6s - loss: 0.1524 - acc: 0.946 - ETA: 6s - loss: 0.1522 - acc: 0.946 - ETA: 6s - loss: 0.1524 - acc: 0.946 - ETA: 6s - loss: 0.1522 - acc: 0.946 - ETA: 6s - loss: 0.1527 - acc: 0.946 - ETA: 6s - loss: 0.1528 - acc: 0.946 - ETA: 6s - loss: 0.1528 - acc: 0.946 - ETA: 6s - loss: 0.1530 - acc: 0.946 - ETA: 5s - loss: 0.1529 - acc: 0.946 - ETA: 5s - loss: 0.1527 - acc: 0.946 - ETA: 5s - loss: 0.1526 - acc: 0.946 - ETA: 5s - loss: 0.1524 - acc: 0.946 - ETA: 5s - loss: 0.1522 - acc: 0.947 - ETA: 5s - loss: 0.1524 - acc: 0.947 - ETA: 5s - loss: 0.1522 - acc: 0.947 - ETA: 5s - loss: 0.1523 - acc: 0.947 - ETA: 5s - loss: 0.1521 - acc: 0.947 - ETA: 5s - loss: 0.1521 - acc: 0.947 - ETA: 5s - loss: 0.1519 - acc: 0.947 - ETA: 5s - loss: 0.1520 - acc: 0.947 - ETA: 5s - loss: 0.1524 - acc: 0.946 - ETA: 5s - loss: 0.1529 - acc: 0.946 - ETA: 4s - loss: 0.1527 - acc: 0.946 - ETA: 4s - loss: 0.1525 - acc: 0.946 - ETA: 4s - loss: 0.1524 - acc: 0.947 - ETA: 4s - loss: 0.1523 - acc: 0.947 - ETA: 4s - loss: 0.1524 - acc: 0.947 - ETA: 4s - loss: 0.1522 - acc: 0.947 - ETA: 4s - loss: 0.1521 - acc: 0.947 - ETA: 4s - loss: 0.1522 - acc: 0.947 - ETA: 4s - loss: 0.1522 - acc: 0.947 - ETA: 4s - loss: 0.1523 - acc: 0.947 - ETA: 4s - loss: 0.1522 - acc: 0.947 - ETA: 4s - loss: 0.1523 - acc: 0.947 - ETA: 4s - loss: 0.1523 - acc: 0.947 - ETA: 4s - loss: 0.1526 - acc: 0.947 - ETA: 3s - loss: 0.1525 - acc: 0.947 - ETA: 3s - loss: 0.1523 - acc: 0.947 - ETA: 3s - loss: 0.1522 - acc: 0.947 - ETA: 3s - loss: 0.1521 - acc: 0.947 - ETA: 3s - loss: 0.1522 - acc: 0.947 - ETA: 3s - loss: 0.1526 - acc: 0.947 - ETA: 3s - loss: 0.1525 - acc: 0.947 - ETA: 3s - loss: 0.1523 - acc: 0.947 - ETA: 3s - loss: 0.1522 - acc: 0.947 - ETA: 3s - loss: 0.1524 - acc: 0.947 - ETA: 3s - loss: 0.1525 - acc: 0.947 - ETA: 3s - loss: 0.1525 - acc: 0.947 - ETA: 3s - loss: 0.1524 - acc: 0.947 - ETA: 3s - loss: 0.1525 - acc: 0.947 - ETA: 2s - loss: 0.1526 - acc: 0.947 - ETA: 2s - loss: 0.1526 - acc: 0.947 - ETA: 2s - loss: 0.1526 - acc: 0.947 - ETA: 2s - loss: 0.1525 - acc: 0.947 - ETA: 2s - loss: 0.1524 - acc: 0.947 - ETA: 2s - loss: 0.1524 - acc: 0.947 - ETA: 2s - loss: 0.1524 - acc: 0.947 - ETA: 2s - loss: 0.1525 - acc: 0.947 - ETA: 2s - loss: 0.1526 - acc: 0.947 - ETA: 2s - loss: 0.1526 - acc: 0.947 - ETA: 2s - loss: 0.1528 - acc: 0.947 - ETA: 2s - loss: 0.1528 - acc: 0.947 - ETA: 2s - loss: 0.1528 - acc: 0.947 - ETA: 2s - loss: 0.1526 - acc: 0.947 - ETA: 1s - loss: 0.1525 - acc: 0.947 - ETA: 1s - loss: 0.1526 - acc: 0.947 - ETA: 1s - loss: 0.1524 - acc: 0.947 - ETA: 1s - loss: 0.1524 - acc: 0.947 - ETA: 1s - loss: 0.1523 - acc: 0.947 - ETA: 1s - loss: 0.1523 - acc: 0.947 - ETA: 1s - loss: 0.1525 - acc: 0.947 - ETA: 1s - loss: 0.1524 - acc: 0.947 - ETA: 1s - loss: 0.1524 - acc: 0.947 - ETA: 1s - loss: 0.1523 - acc: 0.947 - ETA: 1s - loss: 0.1523 - acc: 0.947 - ETA: 1s - loss: 0.1522 - acc: 0.947 - ETA: 1s - loss: 0.1521 - acc: 0.947 - ETA: 0s - loss: 0.1521 - acc: 0.947 - ETA: 0s - loss: 0.1520 - acc: 0.947 - ETA: 0s - loss: 0.1518 - acc: 0.947 - ETA: 0s - loss: 0.1520 - acc: 0.947 - ETA: 0s - loss: 0.1519 - acc: 0.947 - ETA: 0s - loss: 0.1519 - acc: 0.947 - ETA: 0s - loss: 0.1519 - acc: 0.947 - ETA: 0s - loss: 0.1519 - acc: 0.947 - ETA: 0s - loss: 0.1518 - acc: 0.947 - ETA: 0s - loss: 0.1516 - acc: 0.947 - ETA: 0s - loss: 0.1515 - acc: 0.947 - ETA: 0s - loss: 0.1515 - acc: 0.947 - ETA: 0s - loss: 0.1516 - acc: 0.947 - ETA: 0s - loss: 0.1516 - acc: 0.947 - 55s 2ms/step - loss: 0.1515 - acc: 0.9474 - val_loss: 0.1315 - val_acc: 0.9493\n",
|
|
"\n",
|
|
"Epoch 00010: val_acc did not improve from 0.95229\n"
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|
]
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|
}
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|
],
|
|
"source": [
|
|
"if config.mode == 'conv':\n",
|
|
" X, y = build_rand_feat()\n",
|
|
" y_flat = np.argmax(y, axis=1) # Flatten out by grabbing collumn corrosponding to y label\n",
|
|
" input_shape = (X.shape[1], X.shape[2], 1) # Grab input shape not including number of samples (since each input is one sample)\n",
|
|
" model = get_conv_model()\n",
|
|
"elif config.mode == 'time':\n",
|
|
" X, y = build_rand_feat()\n",
|
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" \"\"\"\n",
|
|
" TODO\n",
|
|
" \n",
|
|
" our rand_feat is saved as a pickle file and needs to be reshaped if\n",
|
|
" it was originally made for conv model (similar if running conv and \n",
|
|
" need to work with time)\n",
|
|
" \"\"\"\n",
|
|
" X = X.reshape(X.shape[0], X.shape[1], X.shape[2])\n",
|
|
" y_flat = np.argmax(y, axis=1) # Flatten out by grabbing collumn corrosponding to y label\n",
|
|
" input_shape = (X.shape[1], X.shape[2]) # Grab input shape not including number of samples (since each input is one sample)\n",
|
|
" model = get_recurrent_model()\n",
|
|
" \n",
|
|
"# Setup weights so that our gradient updates based on our class distribution \n",
|
|
"# (less bass drumbs => stronger gradient from these samples)\n",
|
|
"# This will give a little extra accuracy as well as reducing bias\n",
|
|
"class_weight = compute_class_weight('balanced', np.unique(y_flat), y_flat)\n",
|
|
"\n",
|
|
"checkpoint = ModelCheckpoint(config.model_path, monitor='val_acc', verbose=1, mode='max',\n",
|
|
" save_best_only=True, save_weights_only=False, period=1)\n",
|
|
"\n",
|
|
"# Fit our model\n",
|
|
"model.fit(X, y, epochs=10, \n",
|
|
" shuffle=True,\n",
|
|
" class_weight=class_weight,\n",
|
|
" validation_split=0.1,\n",
|
|
" callbacks=[checkpoint])\n",
|
|
"\n",
|
|
"model.save(config.model_path)\n"
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|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 21,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"config.mode = 'time'\n",
|
|
"config.model_path = os.path.join('models', config.mode + '.model')\n",
|
|
"config.p_path = os.path.join('pickles', config.mode + '.p')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"metadata": {
|
|
"scrolled": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
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"text": [
|
|
"100%|███████████████████████████████████████████████████████████████████████████| 26410/26410 [02:01<00:00, 217.66it/s]\n"
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|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"(26410, 9, 13)\n",
|
|
"Model: \"sequential_7\"\n",
|
|
"_________________________________________________________________\n",
|
|
"Layer (type) Output Shape Param # \n",
|
|
"=================================================================\n",
|
|
"lstm_11 (LSTM) (None, 9, 128) 72704 \n",
|
|
"_________________________________________________________________\n",
|
|
"lstm_12 (LSTM) (None, 9, 128) 131584 \n",
|
|
"_________________________________________________________________\n",
|
|
"dropout_7 (Dropout) (None, 9, 128) 0 \n",
|
|
"_________________________________________________________________\n",
|
|
"time_distributed_21 (TimeDis (None, 9, 64) 8256 \n",
|
|
"_________________________________________________________________\n",
|
|
"time_distributed_22 (TimeDis (None, 9, 32) 2080 \n",
|
|
"_________________________________________________________________\n",
|
|
"time_distributed_23 (TimeDis (None, 9, 16) 528 \n",
|
|
"_________________________________________________________________\n",
|
|
"time_distributed_24 (TimeDis (None, 9, 8) 136 \n",
|
|
"_________________________________________________________________\n",
|
|
"flatten_7 (Flatten) (None, 72) 0 \n",
|
|
"_________________________________________________________________\n",
|
|
"dense_34 (Dense) (None, 10) 730 \n",
|
|
"=================================================================\n",
|
|
"Total params: 216,018\n",
|
|
"Trainable params: 216,018\n",
|
|
"Non-trainable params: 0\n",
|
|
"_________________________________________________________________\n",
|
|
"Train on 23769 samples, validate on 2641 samples\n",
|
|
"Epoch 1/10\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
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"text": [
|
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"13696/23769 [================>.............] - ETA: 16:21 - loss: 2.3042 - acc: 0.0000e+ - ETA: 5:40 - loss: 2.3030 - acc: 0.0729 - ETA: 3:33 - loss: 2.3032 - acc: 0.100 - ETA: 2:38 - loss: 2.3016 - acc: 0.120 - ETA: 2:08 - loss: 2.2996 - acc: 0.128 - ETA: 1:48 - loss: 2.2990 - acc: 0.133 - ETA: 1:34 - loss: 2.2984 - acc: 0.134 - ETA: 1:25 - loss: 2.2974 - acc: 0.141 - ETA: 1:17 - loss: 2.2970 - acc: 0.134 - ETA: 1:11 - loss: 2.2941 - acc: 0.139 - ETA: 1:06 - loss: 2.2926 - acc: 0.141 - ETA: 1:02 - loss: 2.2926 - acc: 0.137 - ETA: 59s - loss: 2.2918 - acc: 0.136 - ETA: 56s - loss: 2.2893 - acc: 0.13 - ETA: 53s - loss: 2.2844 - acc: 0.13 - ETA: 51s - loss: 2.2807 - acc: 0.13 - ETA: 50s - loss: 2.2802 - acc: 0.13 - ETA: 48s - loss: 2.2774 - acc: 0.12 - ETA: 46s - loss: 2.2768 - acc: 0.12 - ETA: 45s - loss: 2.2773 - acc: 0.12 - ETA: 44s - loss: 2.2734 - acc: 0.12 - ETA: 43s - loss: 2.2701 - acc: 0.12 - ETA: 42s - loss: 2.2667 - acc: 0.12 - ETA: 41s - loss: 2.2674 - acc: 0.12 - ETA: 40s - loss: 2.2637 - acc: 0.12 - ETA: 39s - loss: 2.2608 - acc: 0.13 - ETA: 38s - loss: 2.2582 - acc: 0.13 - ETA: 38s - loss: 2.2556 - acc: 0.13 - ETA: 37s - loss: 2.2548 - acc: 0.13 - ETA: 36s - loss: 2.2524 - acc: 0.13 - ETA: 36s - loss: 2.2502 - acc: 0.13 - ETA: 35s - loss: 2.2488 - acc: 0.13 - ETA: 34s - loss: 2.2464 - acc: 0.13 - ETA: 34s - loss: 2.2433 - acc: 0.13 - ETA: 33s - loss: 2.2396 - acc: 0.13 - ETA: 33s - loss: 2.2359 - acc: 0.13 - ETA: 32s - loss: 2.2354 - acc: 0.13 - ETA: 32s - loss: 2.2323 - acc: 0.14 - ETA: 32s - loss: 2.2302 - acc: 0.14 - ETA: 31s - loss: 2.2284 - acc: 0.14 - ETA: 31s - loss: 2.2242 - acc: 0.14 - ETA: 31s - loss: 2.2207 - acc: 0.14 - ETA: 30s - loss: 2.2155 - acc: 0.14 - ETA: 30s - loss: 2.2130 - acc: 0.14 - ETA: 30s - loss: 2.2081 - acc: 0.14 - ETA: 29s - loss: 2.2041 - acc: 0.15 - ETA: 29s - loss: 2.1999 - acc: 0.15 - ETA: 29s - loss: 2.1989 - acc: 0.15 - ETA: 29s - loss: 2.1916 - acc: 0.15 - ETA: 28s - loss: 2.1879 - acc: 0.16 - ETA: 28s - loss: 2.1872 - 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ETA: 12s - loss: 1.8834 - acc: 0.29 - ETA: 12s - loss: 1.8814 - acc: 0.29 - ETA: 12s - loss: 1.8797 - acc: 0.29 - ETA: 12s - loss: 1.8784 - acc: 0.29 - ETA: 12s - loss: 1.8756 - acc: 0.29 - ETA: 12s - loss: 1.8744 - acc: 0.29 - ETA: 12s - loss: 1.8713 - acc: 0.29 - ETA: 12s - loss: 1.8705 - acc: 0.29 - ETA: 12s - loss: 1.8683 - acc: 0.29 - ETA: 12s - loss: 1.8671 - acc: 0.29 - ETA: 12s - loss: 1.8651 - acc: 0.29 - ETA: 12s - loss: 1.8635 - acc: 0.30 - ETA: 11s - loss: 1.8619 - acc: 0.30 - ETA: 11s - loss: 1.8609 - acc: 0.30 - ETA: 11s - loss: 1.8598 - acc: 0.30 - ETA: 11s - loss: 1.8584 - acc: 0.30 - ETA: 11s - loss: 1.8553 - acc: 0.30 - ETA: 11s - loss: 1.8535 - acc: 0.30 - ETA: 11s - loss: 1.8511 - acc: 0.30 - ETA: 11s - loss: 1.8499 - acc: 0.30 - ETA: 11s - loss: 1.8483 - acc: 0.30 - ETA: 11s - loss: 1.8483 - acc: 0.30 - ETA: 11s - loss: 1.8469 - acc: 0.30 - ETA: 11s - loss: 1.8447 - acc: 0.30 - ETA: 11s - loss: 1.8442 - acc: 0.30 - ETA: 11s - loss: 1.8429 - acc: 0.30 - ETA: 10s - loss: 1.8420 - acc: 0.30 - ETA: 10s - loss: 1.8401 - acc: 0.30 - ETA: 10s - loss: 1.8390 - acc: 0.30 - ETA: 10s - loss: 1.8391 - acc: 0.30 - ETA: 10s - loss: 1.8367 - acc: 0.3105"
|
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]
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|
},
|
|
{
|
|
"name": "stdout",
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val_acc: 0.5112\n",
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"\n",
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"Epoch 00001: val_acc improved from -inf to 0.51117, saving model to models\\time.model\n",
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"Epoch 2/10\n"
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ETA: 1s - loss: 1.0739 - acc: 0.624 - ETA: 1s - loss: 1.0737 - acc: 0.624 - ETA: 1s - loss: 1.0732 - acc: 0.624 - ETA: 1s - loss: 1.0724 - acc: 0.625 - ETA: 1s - loss: 1.0720 - acc: 0.625 - ETA: 1s - loss: 1.0718 - acc: 0.625 - ETA: 0s - loss: 1.0716 - acc: 0.625 - ETA: 0s - loss: 1.0710 - acc: 0.625 - ETA: 0s - loss: 1.0706 - acc: 0.625 - ETA: 0s - loss: 1.0696 - acc: 0.626 - ETA: 0s - loss: 1.0690 - acc: 0.626 - ETA: 0s - loss: 1.0682 - acc: 0.626 - ETA: 0s - loss: 1.0679 - acc: 0.626 - ETA: 0s - loss: 1.0678 - acc: 0.626 - ETA: 0s - loss: 1.0677 - acc: 0.626 - ETA: 0s - loss: 1.0677 - acc: 0.627 - ETA: 0s - loss: 1.0674 - acc: 0.627 - ETA: 0s - loss: 1.0675 - acc: 0.627 - ETA: 0s - loss: 1.0669 - acc: 0.627 - ETA: 0s - loss: 1.0669 - acc: 0.627 - ETA: 0s - loss: 1.0669 - acc: 0.627 - ETA: 0s - loss: 1.0667 - acc: 0.627 - 24s 1ms/step - loss: 1.0660 - acc: 0.6275 - val_loss: 0.9075 - val_acc: 0.6865\n",
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"\n",
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"Epoch 00002: val_acc improved from 0.51117 to 0.68648, saving model to models\\time.model\n",
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"Epoch 3/10\n"
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]
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},
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val_acc: 0.7429\n",
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"\n",
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"Epoch 00003: val_acc improved from 0.68648 to 0.74290, saving model to models\\time.model\n",
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"Epoch 4/10\n"
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]
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},
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"\n",
|
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"Epoch 00004: val_acc did not improve from 0.74290\n",
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"Epoch 5/10\n"
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]
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},
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{
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"name": "stdout",
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ETA: 1s - loss: 0.6333 - acc: 0.786 - ETA: 0s - loss: 0.6332 - acc: 0.786 - ETA: 0s - loss: 0.6329 - acc: 0.786 - ETA: 0s - loss: 0.6331 - acc: 0.786 - ETA: 0s - loss: 0.6331 - acc: 0.786 - ETA: 0s - loss: 0.6327 - acc: 0.786 - ETA: 0s - loss: 0.6326 - acc: 0.786 - ETA: 0s - loss: 0.6327 - acc: 0.786 - ETA: 0s - loss: 0.6325 - acc: 0.786 - ETA: 0s - loss: 0.6325 - acc: 0.786 - ETA: 0s - loss: 0.6324 - acc: 0.786 - ETA: 0s - loss: 0.6330 - acc: 0.786 - ETA: 0s - loss: 0.6337 - acc: 0.785 - ETA: 0s - loss: 0.6333 - acc: 0.786 - ETA: 0s - loss: 0.6327 - acc: 0.786 - ETA: 0s - loss: 0.6327 - acc: 0.786 - ETA: 0s - loss: 0.6324 - acc: 0.786 - ETA: 0s - loss: 0.6325 - acc: 0.786 - 23s 968us/step - loss: 0.6324 - acc: 0.7866 - val_loss: 0.5207 - val_acc: 0.8243\n",
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"\n",
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"Epoch 00005: val_acc improved from 0.74290 to 0.82431, saving model to models\\time.model\n",
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"Epoch 6/10\n"
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]
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},
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val_acc: 0.8402\n",
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"\n",
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"Epoch 00006: val_acc improved from 0.82431 to 0.84021, saving model to models\\time.model\n",
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"Epoch 7/10\n"
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]
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},
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"\n",
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"Epoch 00007: val_acc did not improve from 0.84021\n",
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"Epoch 8/10\n"
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]
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},
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{
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"name": "stdout",
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]
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},
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{
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"\n",
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"Epoch 00008: val_acc did not improve from 0.84021\n",
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"Epoch 9/10\n"
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]
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},
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{
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"name": "stdout",
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val_acc: 0.8633\n",
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"\n",
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"Epoch 00009: val_acc improved from 0.84021 to 0.86331, saving model to models\\time.model\n",
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"Epoch 10/10\n"
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]
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},
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ETA: 1s - loss: 0.4079 - acc: 0.861 - ETA: 1s - loss: 0.4084 - acc: 0.861 - ETA: 1s - loss: 0.4081 - acc: 0.861 - ETA: 1s - loss: 0.4080 - acc: 0.861 - ETA: 1s - loss: 0.4080 - acc: 0.861 - ETA: 1s - loss: 0.4078 - acc: 0.861 - ETA: 1s - loss: 0.4085 - acc: 0.861 - ETA: 0s - loss: 0.4088 - acc: 0.860 - ETA: 0s - loss: 0.4088 - acc: 0.860 - ETA: 0s - loss: 0.4085 - acc: 0.861 - ETA: 0s - loss: 0.4085 - acc: 0.861 - ETA: 0s - loss: 0.4087 - acc: 0.861 - ETA: 0s - loss: 0.4086 - acc: 0.861 - ETA: 0s - loss: 0.4080 - acc: 0.861 - ETA: 0s - loss: 0.4075 - acc: 0.861 - ETA: 0s - loss: 0.4073 - acc: 0.861 - ETA: 0s - loss: 0.4074 - acc: 0.861 - ETA: 0s - loss: 0.4070 - acc: 0.861 - ETA: 0s - loss: 0.4073 - acc: 0.861 - ETA: 0s - loss: 0.4083 - acc: 0.861 - ETA: 0s - loss: 0.4086 - acc: 0.861 - ETA: 0s - loss: 0.4084 - acc: 0.861 - ETA: 0s - loss: 0.4089 - acc: 0.860 - 24s 1ms/step - loss: 0.4091 - acc: 0.8608 - val_loss: 0.4260 - val_acc: 0.8732\n",
|
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"\n",
|
|
"Epoch 00010: val_acc improved from 0.86331 to 0.87315, saving model to models\\time.model\n"
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|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"if config.mode == 'conv':\n",
|
|
" X, y = build_rand_feat()\n",
|
|
" y_flat = np.argmax(y, axis=1) # Flatten out by grabbing collumn corrosponding to y label\n",
|
|
" input_shape = (X.shape[1], X.shape[2], 1) # Grab input shape not including number of samples (since each input is one sample)\n",
|
|
" model = get_conv_model()\n",
|
|
"elif config.mode == 'time':\n",
|
|
" X, y = build_rand_feat()\n",
|
|
" print(X.shape)\n",
|
|
" y_flat = np.argmax(y, axis=1) # Flatten out by grabbing collumn corrosponding to y label\n",
|
|
" input_shape = (X.shape[1], X.shape[2]) # Grab input shape not including number of samples (since each input is one sample)\n",
|
|
" model = get_recurrent_model()\n",
|
|
" \n",
|
|
"# Setup weights so that our gradient updates based on our class distribution \n",
|
|
"# (less bass drumbs => stronger gradient from these samples)\n",
|
|
"# This will give a little extra accuracy as well as reducing bias\n",
|
|
"class_weight = compute_class_weight('balanced', np.unique(y_flat), y_flat)\n",
|
|
"\n",
|
|
"checkpoint = ModelCheckpoint(config.model_path, monitor='val_acc', verbose=1, mode='max',\n",
|
|
" save_best_only=True, save_weights_only=False, period=1)\n",
|
|
"\n",
|
|
"# Fit our model\n",
|
|
"model.fit(X, y, epochs=10, \n",
|
|
" shuffle=True,\n",
|
|
" class_weight=class_weight,\n",
|
|
" validation_split=0.1,\n",
|
|
" callbacks=[checkpoint])\n",
|
|
"\n",
|
|
"model.save(config.model_path)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.7.4"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|