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@mwdchang
Created December 29, 2021 01:36
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matrix factorization
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Matrix factorization 2\n",
"Use small movie/user matrix predict missing ratings\n",
"\n",
"See https://temugeb.github.io/tensorflow/python/svd/2021/02/04/Funk-SVD-recommender-p2.html"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"import tensorflow as tf\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Data length 100004, Uniques users/movies [671, 9066]\n"
]
}
],
"source": [
"rating_data = np.loadtxt(\"datasets/ratings_small.csv\", delimiter = \",\" , skiprows = 1)\n",
"users = rating_data[:,0]\n",
"movies = rating_data[:,1]\n",
"ratings = rating_data[:,2]\n",
"users = users.astype('int32')\n",
"movies = movies.astype('int32')\n",
"uniques = [np.unique(users).shape[0], np.unique(movies).shape[0]]\n",
"\n",
"print(f\"Data length {len(data)}, Uniques users/movies {uniques}\")"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 356 296 318 ... 26480 26485 163949]\n",
"2\n"
]
}
],
"source": [
"# Reindex movies\n",
"m_uniques = np.unique(movies)\n",
" \n",
"#count the number of times that movie appears \n",
"m_occurances = [] \n",
"for m in m_uniques:\n",
" occ = np.count_nonzero(movies == m)\n",
" m_occurances.append(occ)\n",
"m_occurances = np.array(m_occurances)\n",
"\n",
"sort_indices = np.argsort(m_occurances)\n",
"\n",
"# The unique movie ids in descending order\n",
"m_uniques_occ_sorted = m_uniques[sort_indices]\n",
"m_uniques_occ_sorted = m_uniques_occ_sorted[::-1]\n",
"m_uniques_occ_sorted = np.array(m_uniques_occ_sorted)\n",
"# print(m_uniques_occ_sorted)\n",
"\n",
"print(m_uniques_occ_sorted)\n",
"print(np.where(m_uniques_occ_sorted == 318)[0][0])"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Generate ratings matrix\n",
"M = np.zeros((uniques[0], uniques[1]))\n",
"mask = np.zeros(M.shape)\n",
"for u, m, r in zip(users, movies, ratings):\n",
" # user ID starts from 1.\n",
" M[u - 1, np.where(m_uniques_occ_sorted == m)[0][0]] = r\n",
" mask[u - 1, np.where(m_uniques_occ_sorted == m)[0][0]] = 1\n",
" \n",
"plt.figure(figsize=(10,8))\n",
"plt.imshow(M[:,:500], cmap='bone')\n",
"plt.xlabel('movie_id')\n",
"plt.ylabel('user_id')\n",
"plt.title('Movie ratings matrix')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"4890.0\n"
]
}
],
"source": [
"# Create a validation set\n",
"val_count = 5000\n",
"_is = np.random.randint(0, len(users), val_count)\n",
" \n",
"val_mask = np.zeros(M.shape)\n",
"for i in _is:\n",
" _user = users[i] - 1\n",
" _movie = np.where(m_uniques_occ_sorted == movies[i])[0][0]\n",
" val_mask[_user, _movie] = 1\n",
" \n",
"print(np.sum(val_mask))"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"def early_stopping(losses, patience = 5):\n",
" \n",
" if len(losses) <= patience + 1:\n",
" return False\n",
" \n",
" avg_loss = np.mean(losses[-1 - patience:-1])\n",
" \n",
" if avg_loss - losses[-1] < 0.01*avg_loss:\n",
" return True\n",
" \n",
" return False"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"cutoff = 9000\n",
"M = tf.constant(M[:,:cutoff], dtype = 'float32')\n",
"val_mask = tf.constant(val_mask[:,:cutoff], dtype = 'float32')\n",
"train_mask = tf.constant((mask[:,:cutoff] - val_mask[:,:cutoff]), dtype = 'float32')"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0:00:00.162381 tf.Tensor(24.13492, shape=(), dtype=float32) tf.Tensor(24.07484, shape=(), dtype=float32) 0\n",
"0:00:14.095446 tf.Tensor(18.092295, shape=(), dtype=float32) tf.Tensor(20.326773, shape=(), dtype=float32) 100\n",
"0:00:27.127037 tf.Tensor(14.511145, shape=(), dtype=float32) tf.Tensor(17.981598, shape=(), dtype=float32) 200\n",
"0:00:40.214684 tf.Tensor(9.974554, shape=(), dtype=float32) tf.Tensor(13.796615, shape=(), dtype=float32) 300\n",
"0:00:53.652294 tf.Tensor(5.265081, shape=(), dtype=float32) tf.Tensor(8.707324, shape=(), dtype=float32) 400\n",
"0:01:06.830462 tf.Tensor(2.8878644, shape=(), dtype=float32) tf.Tensor(5.9020367, shape=(), dtype=float32) 500\n",
"0:01:20.927762 tf.Tensor(1.882478, shape=(), dtype=float32) tf.Tensor(4.576644, shape=(), dtype=float32) 600\n",
"0:01:34.183331 tf.Tensor(1.3906734, shape=(), dtype=float32) tf.Tensor(3.845943, shape=(), dtype=float32) 700\n",
"0:01:47.034072 tf.Tensor(1.1097689, shape=(), dtype=float32) tf.Tensor(3.384731, shape=(), dtype=float32) 800\n",
"0:01:59.868107 tf.Tensor(0.9316509, shape=(), dtype=float32) tf.Tensor(3.0698497, shape=(), dtype=float32) 900\n",
"0:02:12.659621 tf.Tensor(0.8107713, shape=(), dtype=float32) tf.Tensor(2.8448129, shape=(), dtype=float32) 1000\n",
"total time: 0:02:12.660702\n",
"epochs: 1000\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 504x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from datetime import datetime\n",
"\n",
"# Apply factorization\n",
"U_d = tf.Variable(tf.random.normal((671, 10)))\n",
"V_d = tf.Variable(tf.random.normal((10, cutoff)))\n",
" \n",
"train_norm = tf.reduce_sum(train_mask)\n",
"val_norm = tf.reduce_sum(val_mask)\n",
" \n",
"adam_opt = tf.keras.optimizers.Adam(learning_rate=0.002)\n",
"\n",
"start_time = datetime.now()\n",
"losses = []\n",
"val_losses = []\n",
"\n",
"ep = 0\n",
"while True: \n",
" with tf.GradientTape() as tape:\n",
" M_app = U_d @ V_d\n",
" \n",
" pred_errors_squared = tf.square(M - M_app)\n",
" loss = tf.reduce_sum((train_mask * pred_errors_squared)/train_norm) \n",
" \n",
" val_loss = tf.reduce_sum((val_mask * pred_errors_squared)/val_norm)\n",
" \n",
" if ep %100 == 0:\n",
" print(datetime.now() - start_time, loss, val_loss, ep)\n",
" losses.append(loss.numpy())\n",
" val_losses.append(val_loss.numpy())\n",
" \n",
" if early_stopping(losses) or ep >= 1000:\n",
" break\n",
" \n",
" grads = tape.gradient(loss, [U_d, V_d])\n",
" adam_opt.apply_gradients(zip(grads, [U_d, V_d]))\n",
" \n",
" ep += 1\n",
" \n",
"print(\"total time: \", datetime.now() - start_time)\n",
"print(\"epochs: \", ep)\n",
" \n",
"plt.figure(figsize=(7,5))\n",
"plt.plot(losses, label = 'training_loss')\n",
"plt.plot(val_losses, label = 'val_loss')\n",
"plt.xlabel('training iters x100')\n",
"plt.ylabel('loss')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"U_d (671, 10)\n",
"V_d (10, 9000)\n",
"tf.Tensor([[2.9493384 3.5673094 3.8461375 ... 3.8486757 0.83722025 1.6576538 ]], shape=(1, 9000), dtype=float32)\n"
]
}
],
"source": [
"# Prediction\n",
"print(f\"U_d {U_d.shape}\")\n",
"print(f\"V_d {V_d.shape}\")\n",
"\n",
"test = U_d[0]\n",
"test = tf.reshape(test, [1, 10])\n",
"print(test @ V_d)"
]
},
{
"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": "3.8.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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