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b/testing_hypothesis.ipynb |
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{ |
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"cells": [ |
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{ |
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"cell_type": "code", |
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"execution_count": 117, |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"import csv\n", |
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"import os\n", |
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"import math\n", |
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"import numpy as np\n", |
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"from sklearn import manifold\n", |
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"import seaborn as sns\n", |
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"import matplotlib.pyplot as plt\n", |
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"import tensorflow as tf\n", |
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"import random\n", |
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"from matplotlib import pyplot\n", |
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"%matplotlib inline" |
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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": 4, |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"NOISE_DIR = \"/Users/siva/Documents/speaker_recognition/datasets/musan/csv_files/\"\n", |
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"VOICE_DIR = \"/Users/siva/Documents/speaker_recognition/datasets/musan/csv_files/\"" |
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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": 5, |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"name": "stdout", |
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"output_type": "stream", |
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"text": [ |
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"89493\n", |
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"77766\n" |
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] |
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} |
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], |
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"source": [ |
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"os.chdir(NOISE_DIR)\n", |
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"noise_coefficients = []\n", |
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"voice_coefficients = []\n", |
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"noise_prefix = [\"music\",\"noise\"]\n", |
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"voice_prefix = [\"speech\"]\n", |
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"for each_file in os.listdir():\n", |
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" if each_file[3:8] in noise_prefix:\n", |
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" with open(each_file) as noise_f:\n", |
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" for each_row in csv.reader(noise_f):\n", |
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" noise_coefficients.append(list(map(float,each_row)))\n", |
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" if each_file[3:9] in voice_prefix:\n", |
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" with open(each_file) as voice_f:\n", |
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" for each_row in csv.reader(voice_f):\n", |
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" voice_coefficients.append(list(map(float,each_row)))\n", |
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"noise_coefficients = np.array(noise_coefficients)\n", |
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"voice_coefficients = np.array(voice_coefficients)\n", |
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"print(len(noise_coefficients))\n", |
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"print(len(voice_coefficients))" |
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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": 6, |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"name": "stdout", |
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"output_type": "stream", |
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"text": [ |
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"1000 1000 (2000, 13)\n" |
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] |
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} |
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], |
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"source": [ |
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"test_noise = np.array(noise_coefficients[0:1000])\n", |
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"test_voice = np.array(voice_coefficients[0:1000])\n", |
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"test = np.vstack((test_noise,test_voice))\n", |
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"print(len(test_voice),len(test_voice),test.shape)" |
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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": 144, |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"#noise_embedded = manifold.TSNE(n_components = 2).fit_transform(test)\n", |
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"Y = manifold.MDS(n_components = 3, max_iter=100, n_init=1).fit_transform(test)\n", |
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"#Y = manifold.SpectralEmbedding(n_components=2,n_neighbors=20).fit_transform(test)\n", |
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"#Y = manifold.TSNE(n_components = 2).fit_transform(test)\n", |
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"#Y = tsne(test, 2, 13, 30.0)" |
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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": 145, |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"data": { |
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"text/plain": [ |
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"<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x11e1f7550>" |
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] |
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}, |
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"execution_count": 145, |
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"metadata": {}, |
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"output_type": "execute_result" |
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}, |
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{ |
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"data": { |
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"image/png": 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6YBg25u4sznVACQbugrExhiibTD767ItDsc+7c/vPLizAev8/ffp0zKoWCAQA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EVUvueR740/AaO8x2cj9W3rSfMK32AHp/Nt8vgOyd1A14hUhjViSCGKahzRrQIIvAe8xycCU+jm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yHGdn51zzUjJEZPLyasU33+wrUkX8wvueri2w72lBnRfyTl6AnFdOKvJu2oED+wkI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\nBtij0+nstFrtXuAnnU4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}, |
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"metadata": {}, |
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123 |
"output_type": "display_data" |
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} |
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], |
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"source": [ |
|
|
127 |
"from mpl_toolkits.mplot3d import Axes3D\n", |
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|
128 |
"fig = pyplot.figure()\n", |
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|
129 |
"ax = Axes3D(fig)\n", |
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130 |
"ax.scatter(Y[0:1000,0],Y[0:1000,1],c = \"r\")\n", |
|
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131 |
"#plt.show()\n", |
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|
132 |
"ax.scatter(Y[1000:2000,0],Y[1000:2000,1],c = \"b\")" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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137 |
"execution_count": 146, |
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|
138 |
"metadata": {}, |
|
|
139 |
"outputs": [], |
|
|
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"source": [ |
|
|
141 |
"def noise_model(INPUT_DIM,HIDDEN_DIM,OUTPUT_DIM,LEARNING_RATE):\n", |
|
|
142 |
" x = tf.placeholder(tf.float32,[None,INPUT_DIM])\n", |
|
|
143 |
" y = tf.placeholder(tf.float32,[None,OUTPUT_DIM])\n", |
|
|
144 |
" z = tf.placeholder(tf.float32,[None,1])\n", |
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145 |
" \n", |
|
|
146 |
" #initializer_ = tf.contrib.layers.xavier_initializer()\n", |
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|
147 |
" initializer_ = tf.truncated_normal_initializer()\n", |
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|
148 |
" \n", |
|
|
149 |
" w1 = tf.get_variable(\"w1\",shape = [INPUT_DIM,HIDDEN_DIM],initializer = initializer_)\n", |
|
|
150 |
" w2 = tf.get_variable(\"w2\",shape = [HIDDEN_DIM,OUTPUT_DIM],initializer = initializer_)\n", |
|
|
151 |
" \n", |
|
|
152 |
" b1 = tf.get_variable(\"b1\",shape = [HIDDEN_DIM],initializer = initializer_)\n", |
|
|
153 |
" b2 = tf.get_variable(\"b2\",shape = [OUTPUT_DIM],initializer = initializer_)\n", |
|
|
154 |
" \n", |
|
|
155 |
" w3 = tf.get_variable(\"w3\",shape = [HIDDEN_DIM,1],initializer = initializer_)\n", |
|
|
156 |
" b3 = tf.get_variable(\"b3\",shape = [1],initializer = initializer_)\n", |
|
|
157 |
" \n", |
|
|
158 |
" relu_1 = tf.nn.tanh(tf.matmul(x,w1) + b1)\n", |
|
|
159 |
" out_1 = tf.matmul(relu_1,w2) + b2\n", |
|
|
160 |
" out_2 = tf.matmul(relu_1,w3) + b3\n", |
|
|
161 |
" \n", |
|
|
162 |
" recreation_loss = tf.sqrt(tf.reduce_mean(tf.square(out_1 - y))) + (0.01*tf.nn.l2_loss(w1)) + (0.01*tf.nn.l2_loss(w2))\n", |
|
|
163 |
" classification_loss = tf.nn.sigmoid_cross_entropy_with_logits(labels = z,logits = out_2)\n", |
|
|
164 |
" total_loss = (1*recreation_loss) + (3*classification_loss)\n", |
|
|
165 |
" #total_loss = classification_loss\n", |
|
|
166 |
" \n", |
|
|
167 |
" optimizer = tf.train.AdamOptimizer(LEARNING_RATE).minimize(total_loss)\n", |
|
|
168 |
" \n", |
|
|
169 |
" return {\"inputs\":[x,y,z],\"output\":[out_1,out_2],\"loss\":total_loss,\"optimizer\":optimizer,\"relu_1\":relu_1}" |
|
|
170 |
] |
|
|
171 |
}, |
|
|
172 |
{ |
|
|
173 |
"cell_type": "code", |
|
|
174 |
"execution_count": 147, |
|
|
175 |
"metadata": {}, |
|
|
176 |
"outputs": [], |
|
|
177 |
"source": [ |
|
|
178 |
"def load_data():\n", |
|
|
179 |
" noise_data = np.hstack((noise_coefficients,np.zeros_like(noise_coefficients[:,0:1])))\n", |
|
|
180 |
" voice_data = np.hstack((voice_coefficients,np.ones_like(voice_coefficients[:,0:1])))\n", |
|
|
181 |
" total_data = np.vstack((noise_data,voice_data))\n", |
|
|
182 |
" #random.shuffle(total_data)\n", |
|
|
183 |
" return total_data[:,0:-1],np.expand_dims(total_data[:,-1],axis = 1)" |
|
|
184 |
] |
|
|
185 |
}, |
|
|
186 |
{ |
|
|
187 |
"cell_type": "code", |
|
|
188 |
"execution_count": 148, |
|
|
189 |
"metadata": {}, |
|
|
190 |
"outputs": [], |
|
|
191 |
"source": [ |
|
|
192 |
"def noise_model_train(EPOCHS = 300,BATCH_SIZE = 500):\n", |
|
|
193 |
" tf.reset_default_graph()\n", |
|
|
194 |
" model = noise_model(13,13,13,0.001)\n", |
|
|
195 |
" train_data,train_labels = load_data()\n", |
|
|
196 |
" \n", |
|
|
197 |
" train_loss_list = []\n", |
|
|
198 |
" \n", |
|
|
199 |
" with tf.Session() as sess:\n", |
|
|
200 |
" sess.run(tf.global_variables_initializer())\n", |
|
|
201 |
" for e in range(EPOCHS):\n", |
|
|
202 |
" train_loss = []\n", |
|
|
203 |
" for b in range(int(train_data.shape[0]/BATCH_SIZE)):\n", |
|
|
204 |
" train_batch_d,train_labels_b = train_data[b*BATCH_SIZE:(b+1)*BATCH_SIZE,:],\\\n", |
|
|
205 |
" train_labels[b*BATCH_SIZE:(b+1)*BATCH_SIZE,:]\n", |
|
|
206 |
" feed_dict_ = dict(zip(model[\"inputs\"],[train_batch_d,train_batch_d,train_labels_b]))\n", |
|
|
207 |
" to_compute = [model[\"optimizer\"],model[\"loss\"]]\n", |
|
|
208 |
" _,loss_ = sess.run(to_compute,feed_dict = feed_dict_)\n", |
|
|
209 |
" train_loss.append(loss_)\n", |
|
|
210 |
" avg_train_loss = np.mean(train_loss)\n", |
|
|
211 |
" if e%10 == 0 and e!=0:\n", |
|
|
212 |
" print(\"epoch:\",e,\"loss:\",avg_train_loss)\n", |
|
|
213 |
" train_loss_list.append(avg_train_loss)\n", |
|
|
214 |
" \n", |
|
|
215 |
" after_training_ = sess.run(model[\"relu_1\"],feed_dict = dict(zip(model[\"inputs\"],\n", |
|
|
216 |
" [train_data[(89493-1000):(89493+1000),:],\n", |
|
|
217 |
" train_data[(89493-1000):(89493+1000),:],\n", |
|
|
218 |
" train_labels[(89493-1000):(89493+1000),:]])))\n", |
|
|
219 |
" \n", |
|
|
220 |
" \n", |
|
|
221 |
" plt.plot(np.arange(len(train_loss_list)),train_loss_list)\n", |
|
|
222 |
" return after_training_,train_labels[(89493-1000):(89493+1000),:]" |
|
|
223 |
] |
|
|
224 |
}, |
|
|
225 |
{ |
|
|
226 |
"cell_type": "code", |
|
|
227 |
"execution_count": null, |
|
|
228 |
"metadata": {}, |
|
|
229 |
"outputs": [ |
|
|
230 |
{ |
|
|
231 |
"name": "stdout", |
|
|
232 |
"output_type": "stream", |
|
|
233 |
"text": [ |
|
|
234 |
"epoch: 10 loss: 12.8794\n", |
|
|
235 |
"epoch: 20 loss: 11.9584\n", |
|
|
236 |
"epoch: 30 loss: 11.5483\n", |
|
|
237 |
"epoch: 40 loss: 11.2998\n", |
|
|
238 |
"epoch: 50 loss: 11.1141\n", |
|
|
239 |
"epoch: 60 loss: 10.9674\n", |
|
|
240 |
"epoch: 70 loss: 10.8746\n", |
|
|
241 |
"epoch: 80 loss: 10.8166\n", |
|
|
242 |
"epoch: 90 loss: 10.7811\n", |
|
|
243 |
"epoch: 100 loss: 10.755\n", |
|
|
244 |
"epoch: 110 loss: 10.7314\n", |
|
|
245 |
"epoch: 120 loss: 10.7126\n", |
|
|
246 |
"epoch: 130 loss: 10.699\n", |
|
|
247 |
"epoch: 140 loss: 10.6887\n", |
|
|
248 |
"epoch: 150 loss: 10.6812\n", |
|
|
249 |
"epoch: 160 loss: 10.6742\n", |
|
|
250 |
"epoch: 170 loss: 10.6675\n", |
|
|
251 |
"epoch: 180 loss: 10.6612\n", |
|
|
252 |
"epoch: 190 loss: 10.6562\n", |
|
|
253 |
"epoch: 200 loss: 10.6509\n", |
|
|
254 |
"epoch: 210 loss: 10.6455\n", |
|
|
255 |
"epoch: 220 loss: 10.6413\n", |
|
|
256 |
"epoch: 230 loss: 10.6376\n", |
|
|
257 |
"epoch: 240 loss: 10.6341\n", |
|
|
258 |
"epoch: 250 loss: 10.6312\n", |
|
|
259 |
"epoch: 260 loss: 10.6293\n" |
|
|
260 |
] |
|
|
261 |
} |
|
|
262 |
], |
|
|
263 |
"source": [ |
|
|
264 |
"after_t,labels = noise_model_train()" |
|
|
265 |
] |
|
|
266 |
}, |
|
|
267 |
{ |
|
|
268 |
"cell_type": "code", |
|
|
269 |
"execution_count": 137, |
|
|
270 |
"metadata": {}, |
|
|
271 |
"outputs": [], |
|
|
272 |
"source": [ |
|
|
273 |
"#after_t_embedding = manifold.SpectralEmbedding(n_components=2,n_neighbors=20).fit_transform(after_t)\n", |
|
|
274 |
"#after_t_embedding = manifold.TSNE(n_components = 2).fit_transform(after_t)\n", |
|
|
275 |
"after_t_embedding = manifold.MDS(n_components = 3, max_iter=100, n_init=1).fit_transform(after_t.astype(np.float64))\n", |
|
|
276 |
"#after_t_embedding = after_t" |
|
|
277 |
] |
|
|
278 |
}, |
|
|
279 |
{ |
|
|
280 |
"cell_type": "code", |
|
|
281 |
"execution_count": 138, |
|
|
282 |
"metadata": {}, |
|
|
283 |
"outputs": [ |
|
|
284 |
{ |
|
|
285 |
"data": { |
|
|
286 |
"text/plain": [ |
|
|
287 |
"<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x12ee5d080>" |
|
|
288 |
] |
|
|
289 |
}, |
|
|
290 |
"execution_count": 138, |
|
|
291 |
"metadata": {}, |
|
|
292 |
"output_type": "execute_result" |
|
|
293 |
}, |
|
|
294 |
{ |
|
|
295 |
"data": { |
|
|
296 |
"image/png": 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JRZofw9Bjlu27SBvs9EWkxTre5gYZyAuRUG44yFS0XrSztwi4ocLgfasK+X5G++g6uf32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kni16rC52MKV2gaOgYmBDZjUK7HyRIMrKqKKsvMKB2FGElBqypnvArblWNE5FTsjg4mzcijekcz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\nAHkAtioUinnQibc1AFbyGhVBEB7n/wGi8zkROAjuaAAAAABJRU5ErkJggg==\n", 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"text/plain": [ |
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"<matplotlib.figure.Figure at 0x12e94d470>" |
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] |
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}, |
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"metadata": {}, |
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"output_type": "display_data" |
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} |
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], |
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"source": [ |
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"from mpl_toolkits.mplot3d import Axes3D\n", |
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"fig = pyplot.figure()\n", |
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308 |
"ax = Axes3D(fig)\n", |
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"ax.scatter(after_t_embedding[labels[:,0] == 1][:,0],after_t_embedding[labels[:,0] == 1][:,1],zs = after_t_embedding[labels[:,0] == 1][:,2],c = \"b\")\n", |
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"#plt.show()\n", |
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311 |
"ax.scatter(after_t_embedding[labels[:,0] == 0][:,0],after_t_embedding[labels[:,0] == 0][:,1],zs = after_t_embedding[labels[:,0] == 0][:,2],c = \"r\")" |
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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": null, |
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"metadata": {}, |
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"outputs": [], |
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"source": [] |
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} |
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], |
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"metadata": { |
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"anaconda-cloud": {}, |
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"kernelspec": { |
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"display_name": "Python 3", |
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"language": "python", |
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"name": "python3" |
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}, |
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"language_info": { |
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330 |
"codemirror_mode": { |
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"name": "ipython", |
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"version": 3 |
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}, |
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"file_extension": ".py", |
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"mimetype": "text/x-python", |
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"name": "python", |
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337 |
"nbconvert_exporter": "python", |
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338 |
"pygments_lexer": "ipython3", |
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339 |
"version": "3.5.2" |
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340 |
} |
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341 |
}, |
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342 |
"nbformat": 4, |
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343 |
"nbformat_minor": 1 |
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344 |
} |