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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline\n",
"from tqdm import tqdm_notebook as tqdm\n",
"import tensorflow as tf\n",
"from sklearn.datasets import make_blobs"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"plt.style.use(\"fivethirtyeight\")\n",
"figsize(15, 9)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import tensorboard as tb\n",
"from tensorboard import summary"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"writer = tb.RecordWriter(\"/tmp/session\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"data, target = make_blobs(n_samples=1000, center_box=(-5, 5))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7f25d641f4a8>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x648 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(data[:,0], data[:,1], c=target, cmap=cm.tab10, s=250)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"data_matrix = np.zeros((target.size, 3), dtype=np.int)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"for arr, ind in zip(data_matrix, target):\n",
" arr[ind] = 1"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[0, 1, 0],\n",
" [0, 0, 1],\n",
" [0, 1, 0],\n",
" [1, 0, 0],\n",
" [1, 0, 0],\n",
" [0, 0, 1],\n",
" [0, 1, 0],\n",
" [0, 0, 1],\n",
" [1, 0, 0],\n",
" [0, 0, 1]])"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_matrix[:10]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"X = tf.placeholder(\"float\", [None, 2])\n",
"Y = tf.placeholder(\"float\", [None, 3])\n",
"nb_classes = 3"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"W = tf.Variable(tf.random_normal([2, nb_classes]),\n",
" name=\"weight\")\n",
"b = tf.Variable(tf.random_normal([nb_classes]),\n",
" name=\"bias\")"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"hypothesis = tf.nn.softmax(tf.matmul(X, W) + b)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"cost = tf.reduce_mean(- tf.reduce_sum(Y * tf.log(hypothesis),\n",
" axis=1))"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"with tf.name_scope(\"train\") as scope:\n",
" optimizer = tf.train.GradientDescentOptimizer(\n",
" learning_rate=1e-4).minimize(cost)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "e5d16a61e95547be961d072e8aa649cf",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(IntProgress(value=0, max=10000), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"res = None\n",
"loss = []\n",
"acertos = []\n",
"with tf.Session() as sess:\n",
" sess.run(tf.global_variables_initializer())\n",
" \n",
" \n",
" for step in tqdm(range(10000)):\n",
" sess.run(optimizer, feed_dict={X:data, Y:data_matrix})\n",
" \n",
" loss.append(sess.run(cost, feed_dict={X: data, Y: data_matrix}))\n",
" \n",
" res = sess.run(hypothesis, feed_dict={X: data})\n",
" difff = np.array([i.argmax() for i in res]) - target\n",
" c = 0\n",
" for i in difff:\n",
" if i == 0:\n",
" c += 1\n",
" acertos.append(c/len(target))\n",
"\n",
" # Testing & One-hot encoding\n",
" \n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x648 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = subplot()\n",
"ax.plot(acertos)\n",
"ax.plot(loss)\n",
"\n",
"ax.set_title(f\"loss:{loss[-1]:.3f} | acertos:{acertos[-1]:.3f}\");"
]
},
{
"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": "3.7.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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