introduction_to_recommender.../P5. Graph-based.ipynb
Robert Kwiecinski 0fc50ca6cc 3rd meeting
2021-05-07 22:16:28 +02:00

1432 lines
552 KiB
Plaintext

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Self made RP3-beta"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import helpers\n",
"import pandas as pd\n",
"import numpy as np\n",
"import scipy.sparse as sparse\n",
"from collections import defaultdict\n",
"from itertools import chain\n",
"import random\n",
"import time\n",
"import matplotlib.pyplot as plt\n",
"\n",
"train_read = pd.read_csv(\"./Datasets/ml-100k/train.csv\", sep=\"\\t\", header=None)\n",
"test_read = pd.read_csv(\"./Datasets/ml-100k/test.csv\", sep=\"\\t\", header=None)\n",
"(\n",
" train_ui,\n",
" test_ui,\n",
" user_code_id,\n",
" user_id_code,\n",
" item_code_id,\n",
" item_id_code,\n",
") = helpers.data_to_csr(train_read, test_read)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"class RP3Beta:\n",
" def fit(self, train_ui, alpha, beta):\n",
" \"\"\"We weight our edges by user's explicit ratings so if user rated movie high we'll follow that path\n",
" with higher probability.\"\"\"\n",
" self.train_ui = train_ui\n",
" self.train_iu = train_ui.transpose()\n",
"\n",
" self.alpha = alpha\n",
" self.beta = beta\n",
"\n",
" # Define Pui\n",
" Pui = sparse.csr_matrix(self.train_ui / self.train_ui.sum(axis=1))\n",
"\n",
" # Define Piu\n",
" to_divide = np.vectorize(lambda x: x if x > 0 else 1)(\n",
" self.train_iu.sum(axis=1)\n",
" ) # to avoid dividing by zero\n",
" Piu = sparse.csr_matrix(self.train_iu / to_divide)\n",
" item_orders = (self.train_ui > 0).sum(axis=0)\n",
"\n",
" Pui = Pui.power(self.alpha)\n",
" Piu = Piu.power(self.alpha)\n",
"\n",
" P3 = Pui * Piu * Pui\n",
"\n",
" P3 /= np.power(\n",
" np.vectorize(lambda x: x if x > 0 else 1)(item_orders), self.beta\n",
" )\n",
"\n",
" self.estimations = np.array(P3)\n",
"\n",
" def recommend(self, user_code_id, item_code_id, topK=10):\n",
"\n",
" top_k = defaultdict(list)\n",
" for nb_user, user in enumerate(self.estimations):\n",
"\n",
" user_rated = self.train_ui.indices[\n",
" self.train_ui.indptr[nb_user] : self.train_ui.indptr[nb_user + 1]\n",
" ]\n",
" for item, score in enumerate(user):\n",
" if item not in user_rated and not np.isnan(score):\n",
" top_k[user_code_id[nb_user]].append((item_code_id[item], score))\n",
" result = []\n",
" # Let's choose k best items in the format: (user, item1, score1, item2, score2, ...)\n",
" for uid, item_scores in top_k.items():\n",
" item_scores.sort(key=lambda x: x[1], reverse=True)\n",
" result.append([uid] + list(chain(*item_scores[:topK])))\n",
" return result\n",
"\n",
" def estimate(self, user_code_id, item_code_id, test_ui):\n",
" result = []\n",
" for user, item in zip(*test_ui.nonzero()):\n",
" result.append(\n",
" [\n",
" user_code_id[user],\n",
" item_code_id[item],\n",
" self.estimations[user, item]\n",
" if not np.isnan(self.estimations[user, item])\n",
" else 1,\n",
" ]\n",
" )\n",
" return result"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"model = RP3Beta()\n",
"model.fit(train_ui, alpha=1, beta=0)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"top_n = pd.DataFrame(model.recommend(user_code_id, item_code_id, topK=10))\n",
"\n",
"top_n.to_csv(\n",
" \"Recommendations generated/ml-100k/Self_P3_reco.csv\", index=False, header=False\n",
")\n",
"\n",
"estimations = pd.DataFrame(model.estimate(user_code_id, item_code_id, test_ui))\n",
"estimations.to_csv(\n",
" \"Recommendations generated/ml-100k/Self_P3_estimations.csv\",\n",
" index=False,\n",
" header=False,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"943it [00:00, 8787.46it/s]\n"
]
},
{
"data": {
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>RMSE</th>\n",
" <th>MAE</th>\n",
" <th>precision</th>\n",
" <th>recall</th>\n",
" <th>F_1</th>\n",
" <th>F_05</th>\n",
" <th>precision_super</th>\n",
" <th>recall_super</th>\n",
" <th>NDCG</th>\n",
" <th>mAP</th>\n",
" <th>MRR</th>\n",
" <th>LAUC</th>\n",
" <th>HR</th>\n",
" <th>Reco in test</th>\n",
" <th>Test coverage</th>\n",
" <th>Shannon</th>\n",
" <th>Gini</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>3.702446</td>\n",
" <td>3.527273</td>\n",
" <td>0.282185</td>\n",
" <td>0.192092</td>\n",
" <td>0.186749</td>\n",
" <td>0.21698</td>\n",
" <td>0.204185</td>\n",
" <td>0.240096</td>\n",
" <td>0.339114</td>\n",
" <td>0.204905</td>\n",
" <td>0.572157</td>\n",
" <td>0.593544</td>\n",
" <td>0.875928</td>\n",
" <td>1.0</td>\n",
" <td>0.077201</td>\n",
" <td>3.875892</td>\n",
" <td>0.974947</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" RMSE MAE precision recall F_1 F_05 \\\n",
"0 3.702446 3.527273 0.282185 0.192092 0.186749 0.21698 \n",
"\n",
" precision_super recall_super NDCG mAP MRR LAUC \\\n",
"0 0.204185 0.240096 0.339114 0.204905 0.572157 0.593544 \n",
"\n",
" HR Reco in test Test coverage Shannon Gini \n",
"0 0.875928 1.0 0.077201 3.875892 0.974947 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import evaluation_measures as ev\n",
"\n",
"estimations_df = pd.read_csv(\n",
" \"Recommendations generated/ml-100k/Self_P3_estimations.csv\", header=None\n",
")\n",
"reco = np.loadtxt(\"Recommendations generated/ml-100k/Self_P3_reco.csv\", delimiter=\",\")\n",
"\n",
"ev.evaluate(\n",
" test=pd.read_csv(\"./Datasets/ml-100k/test.csv\", sep=\"\\t\", header=None),\n",
" estimations_df=estimations_df,\n",
" reco=reco,\n",
" super_reactions=[4, 5],\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Let's check hyperparameters"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### Alpha"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
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"<div>\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Alpha</th>\n",
" <th>RMSE</th>\n",
" <th>MAE</th>\n",
" <th>precision</th>\n",
" <th>recall</th>\n",
" <th>F_1</th>\n",
" <th>F_05</th>\n",
" <th>precision_super</th>\n",
" <th>recall_super</th>\n",
" <th>NDCG</th>\n",
" <th>mAP</th>\n",
" <th>MRR</th>\n",
" <th>LAUC</th>\n",
" <th>HR</th>\n",
" <th>Reco in test</th>\n",
" <th>Test coverage</th>\n",
" <th>Shannon</th>\n",
" <th>Gini</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.2</td>\n",
" <td>268.177832</td>\n",
" <td>211.732649</td>\n",
" <td>0.262672</td>\n",
" <td>0.166858</td>\n",
" <td>0.166277</td>\n",
" <td>0.197184</td>\n",
" <td>0.187661</td>\n",
" <td>0.203252</td>\n",
" <td>0.320910</td>\n",
" <td>0.196132</td>\n",
" <td>0.563378</td>\n",
" <td>0.580866</td>\n",
" <td>0.850477</td>\n",
" <td>1.000000</td>\n",
" <td>0.060606</td>\n",
" <td>3.669627</td>\n",
" <td>0.979636</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.4</td>\n",
" <td>10.546689</td>\n",
" <td>7.792373</td>\n",
" <td>0.268505</td>\n",
" <td>0.172669</td>\n",
" <td>0.171569</td>\n",
" <td>0.202643</td>\n",
" <td>0.192489</td>\n",
" <td>0.212653</td>\n",
" <td>0.326760</td>\n",
" <td>0.200172</td>\n",
" <td>0.565148</td>\n",
" <td>0.583801</td>\n",
" <td>0.854719</td>\n",
" <td>1.000000</td>\n",
" <td>0.064214</td>\n",
" <td>3.726996</td>\n",
" <td>0.978426</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.6</td>\n",
" <td>3.143988</td>\n",
" <td>2.948790</td>\n",
" <td>0.274655</td>\n",
" <td>0.180502</td>\n",
" <td>0.177820</td>\n",
" <td>0.208730</td>\n",
" <td>0.198176</td>\n",
" <td>0.222746</td>\n",
" <td>0.332872</td>\n",
" <td>0.203290</td>\n",
" <td>0.568872</td>\n",
" <td>0.587738</td>\n",
" <td>0.870626</td>\n",
" <td>1.000000</td>\n",
" <td>0.065657</td>\n",
" <td>3.785282</td>\n",
" <td>0.977090</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.8</td>\n",
" <td>3.670728</td>\n",
" <td>3.495735</td>\n",
" <td>0.281972</td>\n",
" <td>0.189868</td>\n",
" <td>0.185300</td>\n",
" <td>0.216071</td>\n",
" <td>0.203541</td>\n",
" <td>0.236751</td>\n",
" <td>0.339867</td>\n",
" <td>0.206688</td>\n",
" <td>0.573729</td>\n",
" <td>0.592432</td>\n",
" <td>0.874867</td>\n",
" <td>1.000000</td>\n",
" <td>0.070707</td>\n",
" <td>3.832415</td>\n",
" <td>0.975998</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1.0</td>\n",
" <td>3.702446</td>\n",
" <td>3.527273</td>\n",
" <td>0.282185</td>\n",
" <td>0.192092</td>\n",
" <td>0.186749</td>\n",
" <td>0.216980</td>\n",
" <td>0.204185</td>\n",
" <td>0.240096</td>\n",
" <td>0.339114</td>\n",
" <td>0.204905</td>\n",
" <td>0.572157</td>\n",
" <td>0.593544</td>\n",
" <td>0.875928</td>\n",
" <td>1.000000</td>\n",
" <td>0.077201</td>\n",
" <td>3.875892</td>\n",
" <td>0.974947</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1.2</td>\n",
" <td>3.704441</td>\n",
" <td>3.529251</td>\n",
" <td>0.280912</td>\n",
" <td>0.193633</td>\n",
" <td>0.187311</td>\n",
" <td>0.216872</td>\n",
" <td>0.203004</td>\n",
" <td>0.240588</td>\n",
" <td>0.338049</td>\n",
" <td>0.203453</td>\n",
" <td>0.571830</td>\n",
" <td>0.594313</td>\n",
" <td>0.883351</td>\n",
" <td>1.000000</td>\n",
" <td>0.085859</td>\n",
" <td>3.910718</td>\n",
" <td>0.974073</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1.4</td>\n",
" <td>3.704580</td>\n",
" <td>3.529388</td>\n",
" <td>0.273595</td>\n",
" <td>0.190651</td>\n",
" <td>0.183874</td>\n",
" <td>0.212183</td>\n",
" <td>0.199464</td>\n",
" <td>0.239118</td>\n",
" <td>0.329550</td>\n",
" <td>0.195433</td>\n",
" <td>0.566171</td>\n",
" <td>0.592793</td>\n",
" <td>0.871686</td>\n",
" <td>1.000000</td>\n",
" <td>0.107504</td>\n",
" <td>3.961915</td>\n",
" <td>0.972674</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1.6</td>\n",
" <td>3.704591</td>\n",
" <td>3.529399</td>\n",
" <td>0.263097</td>\n",
" <td>0.186255</td>\n",
" <td>0.178709</td>\n",
" <td>0.205170</td>\n",
" <td>0.191094</td>\n",
" <td>0.232920</td>\n",
" <td>0.317439</td>\n",
" <td>0.184917</td>\n",
" <td>0.552349</td>\n",
" <td>0.590545</td>\n",
" <td>0.868505</td>\n",
" <td>0.999576</td>\n",
" <td>0.156566</td>\n",
" <td>4.060156</td>\n",
" <td>0.969203</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Alpha RMSE MAE precision recall F_1 F_05 \\\n",
"0 0.2 268.177832 211.732649 0.262672 0.166858 0.166277 0.197184 \n",
"0 0.4 10.546689 7.792373 0.268505 0.172669 0.171569 0.202643 \n",
"0 0.6 3.143988 2.948790 0.274655 0.180502 0.177820 0.208730 \n",
"0 0.8 3.670728 3.495735 0.281972 0.189868 0.185300 0.216071 \n",
"0 1.0 3.702446 3.527273 0.282185 0.192092 0.186749 0.216980 \n",
"0 1.2 3.704441 3.529251 0.280912 0.193633 0.187311 0.216872 \n",
"0 1.4 3.704580 3.529388 0.273595 0.190651 0.183874 0.212183 \n",
"0 1.6 3.704591 3.529399 0.263097 0.186255 0.178709 0.205170 \n",
"\n",
" precision_super recall_super NDCG mAP MRR LAUC \\\n",
"0 0.187661 0.203252 0.320910 0.196132 0.563378 0.580866 \n",
"0 0.192489 0.212653 0.326760 0.200172 0.565148 0.583801 \n",
"0 0.198176 0.222746 0.332872 0.203290 0.568872 0.587738 \n",
"0 0.203541 0.236751 0.339867 0.206688 0.573729 0.592432 \n",
"0 0.204185 0.240096 0.339114 0.204905 0.572157 0.593544 \n",
"0 0.203004 0.240588 0.338049 0.203453 0.571830 0.594313 \n",
"0 0.199464 0.239118 0.329550 0.195433 0.566171 0.592793 \n",
"0 0.191094 0.232920 0.317439 0.184917 0.552349 0.590545 \n",
"\n",
" HR Reco in test Test coverage Shannon Gini \n",
"0 0.850477 1.000000 0.060606 3.669627 0.979636 \n",
"0 0.854719 1.000000 0.064214 3.726996 0.978426 \n",
"0 0.870626 1.000000 0.065657 3.785282 0.977090 \n",
"0 0.874867 1.000000 0.070707 3.832415 0.975998 \n",
"0 0.875928 1.000000 0.077201 3.875892 0.974947 \n",
"0 0.883351 1.000000 0.085859 3.910718 0.974073 \n",
"0 0.871686 1.000000 0.107504 3.961915 0.972674 \n",
"0 0.868505 0.999576 0.156566 4.060156 0.969203 "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from tqdm import tqdm\n",
"\n",
"result = []\n",
"for alpha in tqdm([round(i, 1) for i in np.arange(0.2, 1.6001, 0.2)]):\n",
" model = RP3Beta()\n",
" model.fit(train_ui, alpha=alpha, beta=0)\n",
" reco = pd.DataFrame(model.recommend(user_code_id, item_code_id, topK=10))\n",
" estimations_df = pd.DataFrame(model.estimate(user_code_id, item_code_id, test_ui))\n",
" to_append = ev.evaluate(\n",
" test=pd.read_csv(\"./Datasets/ml-100k/test.csv\", sep=\"\\t\", header=None),\n",
" estimations_df=estimations_df,\n",
" reco=np.array(reco),\n",
" super_reactions=[4, 5],\n",
" )\n",
" to_append.insert(0, \"Alpha\", alpha)\n",
" result.append(to_append)\n",
"\n",
"result = pd.concat(result)\n",
"result"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1296x3024 with 18 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"metrics = list(result.columns[[i not in [\"Alpha\"] for i in result.columns]])\n",
"\n",
"charts_per_row = 6\n",
"charts_per_column = 3\n",
"\n",
"fig, axes = plt.subplots(\n",
" nrows=charts_per_row, ncols=charts_per_column, figsize=(18, 7 * charts_per_row)\n",
")\n",
"import itertools\n",
"\n",
"to_iter = [\n",
" i for i in itertools.product(range(charts_per_row), range(charts_per_column))\n",
"]\n",
"\n",
"for i in range(len(metrics)):\n",
" df = result[[\"Alpha\", metrics[i]]]\n",
" df.plot(ax=axes[to_iter[i]], title=metrics[i], x=0, y=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### Beta"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
" 0%| | 0/10 [00:00<?, ?it/s]\n",
"0it [00:00, ?it/s]\u001b[A\n",
"943it [00:00, 8133.31it/s]\u001b[A\n",
" 10%|█ | 1/10 [00:08<01:19, 8.87s/it]\n",
"0it [00:00, ?it/s]\u001b[A\n",
"943it [00:00, 8733.83it/s]\u001b[A\n",
" 20%|██ | 2/10 [00:17<01:10, 8.81s/it]\n",
"943it [00:00, 9872.77it/s]\n",
" 30%|███ | 3/10 [00:25<01:00, 8.61s/it]\n",
"943it [00:00, 10989.65it/s]\n",
" 40%|████ | 4/10 [00:33<00:50, 8.36s/it]\n",
"943it [00:00, 10108.59it/s]\n",
" 50%|█████ | 5/10 [00:41<00:40, 8.15s/it]\n",
"943it [00:00, 9989.31it/s]\n",
" 60%|██████ | 6/10 [00:49<00:32, 8.09s/it]\n",
"943it [00:00, 10311.97it/s]\n",
" 70%|███████ | 7/10 [00:56<00:23, 7.92s/it]\n",
"943it [00:00, 10283.20it/s]\n",
" 80%|████████ | 8/10 [01:04<00:15, 7.79s/it]\n",
"943it [00:00, 10486.98it/s]\n",
" 90%|█████████ | 9/10 [01:11<00:07, 7.75s/it]\n",
"943it [00:00, 10330.42it/s]\n",
"100%|██████████| 10/10 [01:19<00:00, 7.95s/it]\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Beta</th>\n",
" <th>RMSE</th>\n",
" <th>MAE</th>\n",
" <th>precision</th>\n",
" <th>recall</th>\n",
" <th>F_1</th>\n",
" <th>F_05</th>\n",
" <th>precision_super</th>\n",
" <th>recall_super</th>\n",
" <th>NDCG</th>\n",
" <th>mAP</th>\n",
" <th>MRR</th>\n",
" <th>LAUC</th>\n",
" <th>HR</th>\n",
" <th>Reco in test</th>\n",
" <th>Test coverage</th>\n",
" <th>Shannon</th>\n",
" <th>Gini</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.0</td>\n",
" <td>3.702446</td>\n",
" <td>3.527273</td>\n",
" <td>0.282185</td>\n",
" <td>0.192092</td>\n",
" <td>0.186749</td>\n",
" <td>0.216980</td>\n",
" <td>0.204185</td>\n",
" <td>0.240096</td>\n",
" <td>0.339114</td>\n",
" <td>0.204905</td>\n",
" <td>0.572157</td>\n",
" <td>0.593544</td>\n",
" <td>0.875928</td>\n",
" <td>1.000000</td>\n",
" <td>0.077201</td>\n",
" <td>3.875892</td>\n",
" <td>0.974947</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.1</td>\n",
" <td>3.703312</td>\n",
" <td>3.528128</td>\n",
" <td>0.290138</td>\n",
" <td>0.197597</td>\n",
" <td>0.192259</td>\n",
" <td>0.223336</td>\n",
" <td>0.210944</td>\n",
" <td>0.246153</td>\n",
" <td>0.347768</td>\n",
" <td>0.212034</td>\n",
" <td>0.581038</td>\n",
" <td>0.596328</td>\n",
" <td>0.884411</td>\n",
" <td>1.000000</td>\n",
" <td>0.085137</td>\n",
" <td>3.957416</td>\n",
" <td>0.972784</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.2</td>\n",
" <td>3.703825</td>\n",
" <td>3.528636</td>\n",
" <td>0.297137</td>\n",
" <td>0.201202</td>\n",
" <td>0.196067</td>\n",
" <td>0.228169</td>\n",
" <td>0.218026</td>\n",
" <td>0.252767</td>\n",
" <td>0.355655</td>\n",
" <td>0.219909</td>\n",
" <td>0.588904</td>\n",
" <td>0.598160</td>\n",
" <td>0.886532</td>\n",
" <td>1.000000</td>\n",
" <td>0.094517</td>\n",
" <td>4.053212</td>\n",
" <td>0.969980</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.3</td>\n",
" <td>3.704130</td>\n",
" <td>3.528939</td>\n",
" <td>0.303499</td>\n",
" <td>0.204749</td>\n",
" <td>0.199901</td>\n",
" <td>0.232829</td>\n",
" <td>0.225107</td>\n",
" <td>0.260797</td>\n",
" <td>0.363757</td>\n",
" <td>0.226825</td>\n",
" <td>0.599969</td>\n",
" <td>0.599964</td>\n",
" <td>0.888653</td>\n",
" <td>1.000000</td>\n",
" <td>0.105339</td>\n",
" <td>4.147779</td>\n",
" <td>0.966948</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.4</td>\n",
" <td>3.704313</td>\n",
" <td>3.529120</td>\n",
" <td>0.308908</td>\n",
" <td>0.208811</td>\n",
" <td>0.203854</td>\n",
" <td>0.237241</td>\n",
" <td>0.229614</td>\n",
" <td>0.266918</td>\n",
" <td>0.370758</td>\n",
" <td>0.232673</td>\n",
" <td>0.609385</td>\n",
" <td>0.602014</td>\n",
" <td>0.895016</td>\n",
" <td>0.999894</td>\n",
" <td>0.132035</td>\n",
" <td>4.259682</td>\n",
" <td>0.962989</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.5</td>\n",
" <td>3.704422</td>\n",
" <td>3.529229</td>\n",
" <td>0.314316</td>\n",
" <td>0.211411</td>\n",
" <td>0.206768</td>\n",
" <td>0.240986</td>\n",
" <td>0.237124</td>\n",
" <td>0.273416</td>\n",
" <td>0.378307</td>\n",
" <td>0.239297</td>\n",
" <td>0.622792</td>\n",
" <td>0.603327</td>\n",
" <td>0.903499</td>\n",
" <td>0.999046</td>\n",
" <td>0.168831</td>\n",
" <td>4.411281</td>\n",
" <td>0.956648</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.6</td>\n",
" <td>3.704488</td>\n",
" <td>3.529295</td>\n",
" <td>0.314634</td>\n",
" <td>0.206209</td>\n",
" <td>0.204818</td>\n",
" <td>0.240159</td>\n",
" <td>0.242489</td>\n",
" <td>0.273850</td>\n",
" <td>0.376438</td>\n",
" <td>0.238428</td>\n",
" <td>0.622042</td>\n",
" <td>0.600721</td>\n",
" <td>0.897137</td>\n",
" <td>0.996394</td>\n",
" <td>0.212843</td>\n",
" <td>4.621938</td>\n",
" <td>0.945932</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.7</td>\n",
" <td>3.704528</td>\n",
" <td>3.529335</td>\n",
" <td>0.304136</td>\n",
" <td>0.187298</td>\n",
" <td>0.191990</td>\n",
" <td>0.228749</td>\n",
" <td>0.238305</td>\n",
" <td>0.256201</td>\n",
" <td>0.358807</td>\n",
" <td>0.226808</td>\n",
" <td>0.593897</td>\n",
" <td>0.591207</td>\n",
" <td>0.868505</td>\n",
" <td>0.983033</td>\n",
" <td>0.256854</td>\n",
" <td>4.898568</td>\n",
" <td>0.928065</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.8</td>\n",
" <td>3.704552</td>\n",
" <td>3.529360</td>\n",
" <td>0.266384</td>\n",
" <td>0.147571</td>\n",
" <td>0.158660</td>\n",
" <td>0.194838</td>\n",
" <td>0.214485</td>\n",
" <td>0.209336</td>\n",
" <td>0.299850</td>\n",
" <td>0.184356</td>\n",
" <td>0.492852</td>\n",
" <td>0.571152</td>\n",
" <td>0.803818</td>\n",
" <td>0.936373</td>\n",
" <td>0.341270</td>\n",
" <td>5.257397</td>\n",
" <td>0.895882</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.9</td>\n",
" <td>3.704567</td>\n",
" <td>3.529375</td>\n",
" <td>0.162354</td>\n",
" <td>0.076967</td>\n",
" <td>0.089233</td>\n",
" <td>0.114583</td>\n",
" <td>0.134657</td>\n",
" <td>0.113253</td>\n",
" <td>0.160868</td>\n",
" <td>0.085486</td>\n",
" <td>0.243590</td>\n",
" <td>0.535405</td>\n",
" <td>0.580064</td>\n",
" <td>0.800106</td>\n",
" <td>0.415584</td>\n",
" <td>5.563910</td>\n",
" <td>0.857396</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Beta RMSE MAE precision recall F_1 F_05 \\\n",
"0 0.0 3.702446 3.527273 0.282185 0.192092 0.186749 0.216980 \n",
"0 0.1 3.703312 3.528128 0.290138 0.197597 0.192259 0.223336 \n",
"0 0.2 3.703825 3.528636 0.297137 0.201202 0.196067 0.228169 \n",
"0 0.3 3.704130 3.528939 0.303499 0.204749 0.199901 0.232829 \n",
"0 0.4 3.704313 3.529120 0.308908 0.208811 0.203854 0.237241 \n",
"0 0.5 3.704422 3.529229 0.314316 0.211411 0.206768 0.240986 \n",
"0 0.6 3.704488 3.529295 0.314634 0.206209 0.204818 0.240159 \n",
"0 0.7 3.704528 3.529335 0.304136 0.187298 0.191990 0.228749 \n",
"0 0.8 3.704552 3.529360 0.266384 0.147571 0.158660 0.194838 \n",
"0 0.9 3.704567 3.529375 0.162354 0.076967 0.089233 0.114583 \n",
"\n",
" precision_super recall_super NDCG mAP MRR LAUC \\\n",
"0 0.204185 0.240096 0.339114 0.204905 0.572157 0.593544 \n",
"0 0.210944 0.246153 0.347768 0.212034 0.581038 0.596328 \n",
"0 0.218026 0.252767 0.355655 0.219909 0.588904 0.598160 \n",
"0 0.225107 0.260797 0.363757 0.226825 0.599969 0.599964 \n",
"0 0.229614 0.266918 0.370758 0.232673 0.609385 0.602014 \n",
"0 0.237124 0.273416 0.378307 0.239297 0.622792 0.603327 \n",
"0 0.242489 0.273850 0.376438 0.238428 0.622042 0.600721 \n",
"0 0.238305 0.256201 0.358807 0.226808 0.593897 0.591207 \n",
"0 0.214485 0.209336 0.299850 0.184356 0.492852 0.571152 \n",
"0 0.134657 0.113253 0.160868 0.085486 0.243590 0.535405 \n",
"\n",
" HR Reco in test Test coverage Shannon Gini \n",
"0 0.875928 1.000000 0.077201 3.875892 0.974947 \n",
"0 0.884411 1.000000 0.085137 3.957416 0.972784 \n",
"0 0.886532 1.000000 0.094517 4.053212 0.969980 \n",
"0 0.888653 1.000000 0.105339 4.147779 0.966948 \n",
"0 0.895016 0.999894 0.132035 4.259682 0.962989 \n",
"0 0.903499 0.999046 0.168831 4.411281 0.956648 \n",
"0 0.897137 0.996394 0.212843 4.621938 0.945932 \n",
"0 0.868505 0.983033 0.256854 4.898568 0.928065 \n",
"0 0.803818 0.936373 0.341270 5.257397 0.895882 \n",
"0 0.580064 0.800106 0.415584 5.563910 0.857396 "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from tqdm import tqdm\n",
"\n",
"result = []\n",
"for beta in tqdm([round(i, 1) for i in np.arange(0, 1, 0.1)]):\n",
" model = RP3Beta()\n",
" model.fit(train_ui, alpha=1, beta=beta)\n",
" reco = pd.DataFrame(model.recommend(user_code_id, item_code_id, topK=10))\n",
" estimations_df = pd.DataFrame(model.estimate(user_code_id, item_code_id, test_ui))\n",
" to_append = ev.evaluate(\n",
" test=pd.read_csv(\"./Datasets/ml-100k/test.csv\", sep=\"\\t\", header=None),\n",
" estimations_df=estimations_df,\n",
" reco=np.array(reco),\n",
" super_reactions=[4, 5],\n",
" )\n",
" to_append.insert(0, \"Beta\", beta)\n",
" result.append(to_append)\n",
"\n",
"result = pd.concat(result)\n",
"result"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1296x3024 with 18 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"metrics = list(result.columns[[i not in [\"Beta\"] for i in result.columns]])\n",
"\n",
"charts_per_row = 6\n",
"charts_per_column = 3\n",
"\n",
"fig, axes = plt.subplots(\n",
" nrows=charts_per_row, ncols=charts_per_column, figsize=(18, 7 * charts_per_row)\n",
")\n",
"import itertools\n",
"\n",
"to_iter = [\n",
" i for i in itertools.product(range(charts_per_row), range(charts_per_column))\n",
"]\n",
"\n",
"for i in range(len(metrics)):\n",
" df = result[[\"Beta\", metrics[i]]]\n",
" df.plot(ax=axes[to_iter[i]], title=metrics[i], x=0, y=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Check sample recommendations"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
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" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>user</th>\n",
" <th>rating</th>\n",
" <th>title</th>\n",
" <th>genres</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>39675</th>\n",
" <td>599</td>\n",
" <td>5</td>\n",
" <td>That Thing You Do! (1996)</td>\n",
" <td>Comedy</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44133</th>\n",
" <td>599</td>\n",
" <td>5</td>\n",
" <td>Father of the Bride Part II (1995)</td>\n",
" <td>Comedy</td>\n",
" </tr>\n",
" <tr>\n",
" <th>55221</th>\n",
" <td>599</td>\n",
" <td>5</td>\n",
" <td>Fan, The (1996)</td>\n",
" <td>Thriller</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34957</th>\n",
" <td>599</td>\n",
" <td>5</td>\n",
" <td>My Best Friend's Wedding (1997)</td>\n",
" <td>Comedy, Romance</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34654</th>\n",
" <td>599</td>\n",
" <td>5</td>\n",
" <td>Sabrina (1995)</td>\n",
" <td>Comedy, Romance</td>\n",
" </tr>\n",
" <tr>\n",
" <th>56202</th>\n",
" <td>599</td>\n",
" <td>5</td>\n",
" <td>Happy Gilmore (1996)</td>\n",
" <td>Comedy</td>\n",
" </tr>\n",
" <tr>\n",
" <th>57099</th>\n",
" <td>599</td>\n",
" <td>5</td>\n",
" <td>Up Close and Personal (1996)</td>\n",
" <td>Drama, Romance</td>\n",
" </tr>\n",
" <tr>\n",
" <th>60181</th>\n",
" <td>599</td>\n",
" <td>5</td>\n",
" <td>One Night Stand (1997)</td>\n",
" <td>Drama</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5385</th>\n",
" <td>599</td>\n",
" <td>5</td>\n",
" <td>Jerry Maguire (1996)</td>\n",
" <td>Drama, Romance</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12546</th>\n",
" <td>599</td>\n",
" <td>5</td>\n",
" <td>Truth About Cats &amp; Dogs, The (1996)</td>\n",
" <td>Comedy, Romance</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9903</th>\n",
" <td>599</td>\n",
" <td>5</td>\n",
" <td>Time to Kill, A (1996)</td>\n",
" <td>Drama</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8705</th>\n",
" <td>599</td>\n",
" <td>5</td>\n",
" <td>To Gillian on Her 37th Birthday (1996)</td>\n",
" <td>Drama, Romance</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63190</th>\n",
" <td>599</td>\n",
" <td>4</td>\n",
" <td>Craft, The (1996)</td>\n",
" <td>Drama, Horror</td>\n",
" </tr>\n",
" <tr>\n",
" <th>60634</th>\n",
" <td>599</td>\n",
" <td>4</td>\n",
" <td>Romy and Michele's High School Reunion (1997)</td>\n",
" <td>Comedy</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63675</th>\n",
" <td>599</td>\n",
" <td>4</td>\n",
" <td>Set It Off (1996)</td>\n",
" <td>Action, Crime</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" user rating title \\\n",
"39675 599 5 That Thing You Do! (1996) \n",
"44133 599 5 Father of the Bride Part II (1995) \n",
"55221 599 5 Fan, The (1996) \n",
"34957 599 5 My Best Friend's Wedding (1997) \n",
"34654 599 5 Sabrina (1995) \n",
"56202 599 5 Happy Gilmore (1996) \n",
"57099 599 5 Up Close and Personal (1996) \n",
"60181 599 5 One Night Stand (1997) \n",
"5385 599 5 Jerry Maguire (1996) \n",
"12546 599 5 Truth About Cats & Dogs, The (1996) \n",
"9903 599 5 Time to Kill, A (1996) \n",
"8705 599 5 To Gillian on Her 37th Birthday (1996) \n",
"63190 599 4 Craft, The (1996) \n",
"60634 599 4 Romy and Michele's High School Reunion (1997) \n",
"63675 599 4 Set It Off (1996) \n",
"\n",
" genres \n",
"39675 Comedy \n",
"44133 Comedy \n",
"55221 Thriller \n",
"34957 Comedy, Romance \n",
"34654 Comedy, Romance \n",
"56202 Comedy \n",
"57099 Drama, Romance \n",
"60181 Drama \n",
"5385 Drama, Romance \n",
"12546 Comedy, Romance \n",
"9903 Drama \n",
"8705 Drama, Romance \n",
"63190 Drama, Horror \n",
"60634 Comedy \n",
"63675 Action, Crime "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>user</th>\n",
" <th>rec_nb</th>\n",
" <th>title</th>\n",
" <th>genres</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>262</th>\n",
" <td>599.0</td>\n",
" <td>1</td>\n",
" <td>Star Wars (1977)</td>\n",
" <td>Action, Adventure, Romance, Sci-Fi, War</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7163</th>\n",
" <td>599.0</td>\n",
" <td>2</td>\n",
" <td>Fargo (1996)</td>\n",
" <td>Crime, Drama, Thriller</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2874</th>\n",
" <td>599.0</td>\n",
" <td>3</td>\n",
" <td>Return of the Jedi (1983)</td>\n",
" <td>Action, Adventure, Romance, Sci-Fi, War</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4627</th>\n",
" <td>599.0</td>\n",
" <td>4</td>\n",
" <td>Air Force One (1997)</td>\n",
" <td>Action, Thriller</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5873</th>\n",
" <td>599.0</td>\n",
" <td>5</td>\n",
" <td>Contact (1997)</td>\n",
" <td>Drama, Sci-Fi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8551</th>\n",
" <td>599.0</td>\n",
" <td>6</td>\n",
" <td>Independence Day (ID4) (1996)</td>\n",
" <td>Action, Sci-Fi, War</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1189</th>\n",
" <td>599.0</td>\n",
" <td>7</td>\n",
" <td>English Patient, The (1996)</td>\n",
" <td>Drama, Romance, War</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8274</th>\n",
" <td>599.0</td>\n",
" <td>8</td>\n",
" <td>Mr. Holland's Opus (1995)</td>\n",
" <td>Drama</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7633</th>\n",
" <td>599.0</td>\n",
" <td>9</td>\n",
" <td>Rock, The (1996)</td>\n",
" <td>Action, Adventure, Thriller</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2464</th>\n",
" <td>599.0</td>\n",
" <td>10</td>\n",
" <td>Godfather, The (1972)</td>\n",
" <td>Action, Crime, Drama</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" user rec_nb title \\\n",
"262 599.0 1 Star Wars (1977) \n",
"7163 599.0 2 Fargo (1996) \n",
"2874 599.0 3 Return of the Jedi (1983) \n",
"4627 599.0 4 Air Force One (1997) \n",
"5873 599.0 5 Contact (1997) \n",
"8551 599.0 6 Independence Day (ID4) (1996) \n",
"1189 599.0 7 English Patient, The (1996) \n",
"8274 599.0 8 Mr. Holland's Opus (1995) \n",
"7633 599.0 9 Rock, The (1996) \n",
"2464 599.0 10 Godfather, The (1972) \n",
"\n",
" genres \n",
"262 Action, Adventure, Romance, Sci-Fi, War \n",
"7163 Crime, Drama, Thriller \n",
"2874 Action, Adventure, Romance, Sci-Fi, War \n",
"4627 Action, Thriller \n",
"5873 Drama, Sci-Fi \n",
"8551 Action, Sci-Fi, War \n",
"1189 Drama, Romance, War \n",
"8274 Drama \n",
"7633 Action, Adventure, Thriller \n",
"2464 Action, Crime, Drama "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train = pd.read_csv(\n",
" \"./Datasets/ml-100k/train.csv\",\n",
" sep=\"\\t\",\n",
" header=None,\n",
" names=[\"user\", \"item\", \"rating\", \"timestamp\"],\n",
")\n",
"items = pd.read_csv(\"./Datasets/ml-100k/movies.csv\")\n",
"\n",
"user = random.choice(list(set(train[\"user\"])))\n",
"\n",
"train_content = pd.merge(train, items, left_on=\"item\", right_on=\"id\")\n",
"display(\n",
" train_content[train_content[\"user\"] == user][\n",
" [\"user\", \"rating\", \"title\", \"genres\"]\n",
" ].sort_values(by=\"rating\", ascending=False)[:15]\n",
")\n",
"\n",
"reco = np.loadtxt(\"Recommendations generated/ml-100k/Self_P3_reco.csv\", delimiter=\",\")\n",
"items = pd.read_csv(\"./Datasets/ml-100k/movies.csv\")\n",
"\n",
"# Let's ignore scores - they are not used in evaluation:\n",
"reco_users = reco[:, :1]\n",
"reco_items = reco[:, 1::2]\n",
"# Let's put them into one array\n",
"reco = np.concatenate((reco_users, reco_items), axis=1)\n",
"\n",
"# Let's rebuild it user-item dataframe\n",
"recommended = []\n",
"for row in reco:\n",
" for rec_nb, entry in enumerate(row[1:]):\n",
" recommended.append((row[0], rec_nb + 1, entry))\n",
"recommended = pd.DataFrame(recommended, columns=[\"user\", \"rec_nb\", \"item\"])\n",
"\n",
"recommended_content = pd.merge(recommended, items, left_on=\"item\", right_on=\"id\")\n",
"recommended_content[recommended_content[\"user\"] == user][\n",
" [\"user\", \"rec_nb\", \"title\", \"genres\"]\n",
"].sort_values(by=\"rec_nb\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# project task 5: generate recommendations of RP3Beta for hyperparameters found to optimize recall"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# We generated recommendations for P3, a special case of RP3Beta (with alpha=1, beta=0).\n",
"# We've observed that changing alpha and beta impacts the model performance.\n",
"\n",
"# Your task is find values alpha and beta for which recall will be the highest, train the model and generate recommendations.\n",
"\n",
"# save the outptut in 'Recommendations generated/ml-100k/Self_RP3Beta_estimations.csv'\n",
"# and 'Recommendations generated/ml-100k/Self_RP3Beta_reco.csv'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# project task 6 (optional): implement graph-based model of your choice "
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"# for example change length of paths in RP3beta or make some other modification (but change more than input and hyperparameters)\n",
"# feel free to implement your idea or search for some ideas\n",
"\n",
"# save the outptut in 'Recommendations generated/ml-100k/Self_GraphTask_estimations.csv'\n",
"# and 'Recommendations generated/ml-100k/Self_GraphTask_reco.csv'"
]
}
],
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"display_name": "Python 3",
"language": "python",
"name": "python3"
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"file_extension": ".py",
"mimetype": "text/x-python",
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