{ "cells": [ { "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", "import implicit\n", "import evaluation_measures as ev\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", "train_ui, test_ui, user_code_id, user_id_code, item_code_id, item_id_code = helpers.data_to_csr(train_read, test_read)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "alpha = 30\n", "train_ui*=alpha\n", "train_iu=train_ui.transpose().tocsr()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "46ba5e7e03384fc8b3772ab86a7eb2a8", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, max=10.0), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "model = implicit.als.AlternatingLeastSquares(factors=200, regularization=0.1, iterations=10)\n", "model.fit(train_iu)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def top_k_recommendations(model, user_code_id, item_code_id, topK=10):\n", " recommendations=[]\n", " for u in range(train_ui.shape[0]):\n", " u_recommended_items=model.recommend(u, train_ui, N=10, filter_already_liked_items=True)\n", " recommendations.append([user_code_id[u]]+list(chain(*u_recommended_items)))\n", " reco=pd.DataFrame(recommendations)\n", " reco.iloc[:,1::2]=reco.iloc[:,1::2].applymap(lambda x: item_code_id[x])\n", " return reco\n", "\n", "def estimate(model, user_code_id, item_code_id, test_ui):\n", " result=[]\n", " for user, item in zip(*test_ui.nonzero()):\n", " result.append([user_code_id[user], item_code_id[item], \n", " model.rank_items(userid=user, user_items=train_ui, selected_items=[item])[0][1]])\n", " return result" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "reco=top_k_recommendations(model, user_code_id, item_code_id, topK=10)\n", "reco.to_csv('Recommendations generated/ml-100k/Ready_ImplicitALS_reco.csv', index=False, header=False)\n", "\n", "estimations_df=pd.DataFrame(estimate(model, user_code_id, item_code_id, test_ui))\n", "estimations_df.to_csv('Recommendations generated/ml-100k/Ready_ImplicitALS_estimations.csv', index=False, header=False)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "943it [00:00, 7273.15it/s]\n" ] }, { "data": { "text/html": [ "
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RMSEMAEprecisionrecallF_1F_05precision_superrecall_superNDCGmAPMRRLAUCHRReco in testTest coverageShannonGini
03.2661013.0658240.2550370.1886530.1768520.2011890.1666310.2149250.3059080.1725460.5238710.5917090.8897141.00.5028865.7229570.827507
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" ], "text/plain": [ " RMSE MAE precision recall F_1 F_05 \\\n", "0 3.266101 3.065824 0.255037 0.188653 0.176852 0.201189 \n", "\n", " precision_super recall_super NDCG mAP MRR LAUC \\\n", "0 0.166631 0.214925 0.305908 0.172546 0.523871 0.591709 \n", "\n", " HR Reco in test Test coverage Shannon Gini \n", "0 0.889714 1.0 0.502886 5.722957 0.827507 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import evaluation_measures as ev\n", "import imp\n", "imp.reload(ev)\n", "\n", "estimations_df=pd.read_csv('Recommendations generated/ml-100k/Ready_ImplicitALS_estimations.csv', header=None)\n", "reco=np.loadtxt('Recommendations generated/ml-100k/Ready_ImplicitALS_reco.csv', delimiter=',')\n", "\n", "ev.evaluate(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", "#also you can just type ev.evaluate_all(estimations_df, reco) - I put above values as default" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Hiperparameters tuning" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Number of latent factors" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 0%| | 0/15 [00:00\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
FactorsRMSEMAEprecisionrecallF_1F_05precision_superrecall_superNDCGmAPMRRLAUCHRReco in testTest coverageShannonGini
0252.8465602.6207940.1057260.1080470.0905180.0934880.0614810.1238530.1169150.0480830.2036630.5507160.6246020.9968190.7150076.4653600.644456
0502.8986662.6771810.1436900.1388280.1194100.1250490.0897000.1545790.1641120.0748200.2845890.5662890.7507950.9992580.6645026.2756800.699156
0752.9444502.7263410.1718980.1544710.1355510.1455990.1049360.1730390.1958450.0923380.3376210.5742280.8027570.9998940.5988466.0571440.757071
01002.9859482.7695170.1837750.1554630.1401890.1527550.1101930.1678370.2152590.1062740.3833840.5747940.8133621.0000000.5584425.9202940.788368
01253.0173332.8029860.1989400.1652270.1497100.1646440.1275750.1830660.2348390.1190230.4161810.5797350.8303290.9997880.5324685.8134740.811387
01503.0428012.8303670.2145280.1684680.1555740.1736860.1393780.1892730.2476850.1263690.4245730.5814210.8568401.0000000.5079375.7275410.825294
01753.0631862.8519800.2186640.1701330.1572830.1760770.1412020.1975030.2541780.1321460.4356760.5822750.8547191.0000000.4978355.6819210.833476
02003.0896282.8787160.2200420.1685050.1564060.1761430.1425970.1885960.2571880.1349190.4431630.5814710.8451750.9998940.4906205.6455000.838308
02253.1026842.8929410.2212090.1673690.1551870.1754860.1407730.1854370.2568980.1348110.4416760.5808960.8557791.0000000.4740265.6282480.842938
02503.1101982.9016590.2214210.1661390.1542550.1752680.1450640.1936500.2579550.1368440.4360430.5802830.8515381.0000000.4826845.5523920.850104
02753.1231782.9155960.2341460.1630060.1587600.1831340.1521460.1837010.2704890.1447230.4725330.5787690.8536591.0000000.4603175.5972790.847138
03003.1303432.9235150.2371160.1675470.1609360.1850780.1542920.1925220.2728520.1490910.4601550.5810440.8419941.0000000.4574315.5342840.855633
03253.1419452.9349880.2320250.1651680.1573150.1810760.1476390.1794350.2724400.1505120.4620260.5798610.8409331.0000000.4516595.5008220.860569
03503.1496352.9435920.2326620.1673660.1583490.1815970.1517170.1866750.2708350.1469830.4638590.5809440.8536591.0000000.4581535.4909970.860762
03753.1610072.9554540.2345710.1671770.1597950.1831070.1505360.1800570.2692110.1470400.4513920.5808510.8515380.9998940.4603175.4788420.860159
\n", "" ], "text/plain": [ " Factors RMSE MAE precision recall F_1 F_05 \\\n", "0 25 2.846560 2.620794 0.105726 0.108047 0.090518 0.093488 \n", "0 50 2.898666 2.677181 0.143690 0.138828 0.119410 0.125049 \n", "0 75 2.944450 2.726341 0.171898 0.154471 0.135551 0.145599 \n", "0 100 2.985948 2.769517 0.183775 0.155463 0.140189 0.152755 \n", "0 125 3.017333 2.802986 0.198940 0.165227 0.149710 0.164644 \n", "0 150 3.042801 2.830367 0.214528 0.168468 0.155574 0.173686 \n", "0 175 3.063186 2.851980 0.218664 0.170133 0.157283 0.176077 \n", "0 200 3.089628 2.878716 0.220042 0.168505 0.156406 0.176143 \n", "0 225 3.102684 2.892941 0.221209 0.167369 0.155187 0.175486 \n", "0 250 3.110198 2.901659 0.221421 0.166139 0.154255 0.175268 \n", "0 275 3.123178 2.915596 0.234146 0.163006 0.158760 0.183134 \n", "0 300 3.130343 2.923515 0.237116 0.167547 0.160936 0.185078 \n", "0 325 3.141945 2.934988 0.232025 0.165168 0.157315 0.181076 \n", "0 350 3.149635 2.943592 0.232662 0.167366 0.158349 0.181597 \n", "0 375 3.161007 2.955454 0.234571 0.167177 0.159795 0.183107 \n", "\n", " precision_super recall_super NDCG mAP MRR LAUC \\\n", "0 0.061481 0.123853 0.116915 0.048083 0.203663 0.550716 \n", "0 0.089700 0.154579 0.164112 0.074820 0.284589 0.566289 \n", "0 0.104936 0.173039 0.195845 0.092338 0.337621 0.574228 \n", "0 0.110193 0.167837 0.215259 0.106274 0.383384 0.574794 \n", "0 0.127575 0.183066 0.234839 0.119023 0.416181 0.579735 \n", "0 0.139378 0.189273 0.247685 0.126369 0.424573 0.581421 \n", "0 0.141202 0.197503 0.254178 0.132146 0.435676 0.582275 \n", "0 0.142597 0.188596 0.257188 0.134919 0.443163 0.581471 \n", "0 0.140773 0.185437 0.256898 0.134811 0.441676 0.580896 \n", "0 0.145064 0.193650 0.257955 0.136844 0.436043 0.580283 \n", "0 0.152146 0.183701 0.270489 0.144723 0.472533 0.578769 \n", "0 0.154292 0.192522 0.272852 0.149091 0.460155 0.581044 \n", "0 0.147639 0.179435 0.272440 0.150512 0.462026 0.579861 \n", "0 0.151717 0.186675 0.270835 0.146983 0.463859 0.580944 \n", "0 0.150536 0.180057 0.269211 0.147040 0.451392 0.580851 \n", "\n", " HR Reco in test Test coverage Shannon Gini \n", "0 0.624602 0.996819 0.715007 6.465360 0.644456 \n", "0 0.750795 0.999258 0.664502 6.275680 0.699156 \n", "0 0.802757 0.999894 0.598846 6.057144 0.757071 \n", "0 0.813362 1.000000 0.558442 5.920294 0.788368 \n", "0 0.830329 0.999788 0.532468 5.813474 0.811387 \n", "0 0.856840 1.000000 0.507937 5.727541 0.825294 \n", "0 0.854719 1.000000 0.497835 5.681921 0.833476 \n", "0 0.845175 0.999894 0.490620 5.645500 0.838308 \n", "0 0.855779 1.000000 0.474026 5.628248 0.842938 \n", "0 0.851538 1.000000 0.482684 5.552392 0.850104 \n", "0 0.853659 1.000000 0.460317 5.597279 0.847138 \n", "0 0.841994 1.000000 0.457431 5.534284 0.855633 \n", "0 0.840933 1.000000 0.451659 5.500822 0.860569 \n", "0 0.853659 1.000000 0.458153 5.490997 0.860762 \n", "0 0.851538 0.999894 0.460317 5.478842 0.860159 " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from tqdm import tqdm\n", "result=[]\n", "for factors in tqdm([i for i in np.arange(25,400,25)]):\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", " train_ui, test_ui, user_code_id, user_id_code, item_code_id, item_id_code = helpers.data_to_csr(train_read, test_read)\n", " \n", " train_ui*=100\n", " train_iu=train_ui.transpose().tocsr()\n", " \n", " model = implicit.als.AlternatingLeastSquares(factors=factors, regularization=0.1, iterations=10)\n", " model.fit(train_iu, show_progress=False)\n", " \n", " reco=top_k_recommendations(model, user_code_id, item_code_id, topK=10)\n", " estimations_df=pd.DataFrame(estimate(model, user_code_id, item_code_id, test_ui))\n", " \n", " to_append=ev.evaluate(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", " to_append.insert(0, \"Factors\", factors)\n", " result.append(to_append)\n", " \n", "result=pd.concat(result)\n", "result" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "### import matplotlib.pyplot as plt\n", "\n", "metrics=list(result.columns[[i not in ['Factors'] for i in result.columns]])\n", "\n", "charts_per_row=6\n", "charts_per_column=3\n", "\n", "fig, axes = plt.subplots(nrows=charts_per_row, ncols=charts_per_column,figsize=(18, 7*charts_per_row ))\n", "import itertools\n", "to_iter=[i for i in itertools.product(range(charts_per_row), range(charts_per_column))]\n", "\n", "for i in range(len(metrics)):\n", " df=result[['Factors', metrics[i]]]\n", " df.plot(ax=axes[to_iter[i]], title=metrics[i], x=0, y=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Alpha" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 0%| | 0/13 [00:00\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
AlphaRMSEMAEprecisionrecallF_1F_05precision_superrecall_superNDCGmAPMRRLAUCHRReco in testTest coverageShannonGini
013.6674013.4892850.0973490.0729480.0686210.0773050.0546140.0719230.1159460.0506790.2534350.5331950.5779430.9948040.7308806.6996240.535431
033.6288883.4496260.1424180.0990870.0952500.1099580.0861590.1058480.1706250.0827860.3472260.5464540.6988340.9949100.7121216.6392790.568322
073.5576003.3768510.2196180.1455570.1429940.1671320.1424890.1659040.2598720.1434930.4654420.5700100.8207850.9971370.6298706.3252200.691428
0103.5079473.3257190.2551430.1740450.1688450.1962370.1703860.1979820.3079680.1794160.5427110.5844080.8632030.9981970.5793656.0758660.756129
0303.3597883.1688040.2712620.1917320.1844050.2118580.1828330.2283680.3239010.1879540.5495060.5933100.8897140.9994700.4949495.6121280.840695
0503.2732543.0756970.2652170.1887030.1796730.2067380.1745710.2145190.3157000.1822000.5325060.5917720.8727471.0000000.4660895.4932970.856776
0703.2146013.0125920.2496290.1755160.1690050.1945260.1626610.2029300.2922620.1633980.5016540.5850980.8621420.9997880.4509385.4820080.860232
0903.1745702.9706760.2447510.1711450.1645710.1901980.1628760.1992250.2835430.1563810.4798770.5828850.8494170.9998940.4502165.4913470.861497
01103.1381482.9315360.2296920.1644450.1564570.1794310.1519310.1917690.2674230.1444610.4606250.5794770.8451751.0000000.4581535.4744500.861871
01303.1140342.9044380.2251330.1589990.1525330.1757150.1495710.1839700.2584180.1384220.4389590.5767220.8260871.0000000.4494955.4744190.862658
01503.0897902.8800510.2193000.1554470.1491040.1712840.1446350.1766390.2509760.1304550.4454700.5749040.8515381.0000000.4617605.4739030.864300
01703.0709752.8587800.2163310.1581030.1492900.1704560.1414160.1818040.2479100.1295940.4274310.5762350.8313891.0000000.4639255.5004120.857992
01903.0558522.8430860.2073170.1493670.1422870.1628160.1328330.1630110.2345660.1198590.4053540.5718240.8313891.0000000.4675325.5233570.857033
\n", "" ], "text/plain": [ " Alpha RMSE MAE precision recall F_1 F_05 \\\n", "0 1 3.667401 3.489285 0.097349 0.072948 0.068621 0.077305 \n", "0 3 3.628888 3.449626 0.142418 0.099087 0.095250 0.109958 \n", "0 7 3.557600 3.376851 0.219618 0.145557 0.142994 0.167132 \n", "0 10 3.507947 3.325719 0.255143 0.174045 0.168845 0.196237 \n", "0 30 3.359788 3.168804 0.271262 0.191732 0.184405 0.211858 \n", "0 50 3.273254 3.075697 0.265217 0.188703 0.179673 0.206738 \n", "0 70 3.214601 3.012592 0.249629 0.175516 0.169005 0.194526 \n", "0 90 3.174570 2.970676 0.244751 0.171145 0.164571 0.190198 \n", "0 110 3.138148 2.931536 0.229692 0.164445 0.156457 0.179431 \n", "0 130 3.114034 2.904438 0.225133 0.158999 0.152533 0.175715 \n", "0 150 3.089790 2.880051 0.219300 0.155447 0.149104 0.171284 \n", "0 170 3.070975 2.858780 0.216331 0.158103 0.149290 0.170456 \n", "0 190 3.055852 2.843086 0.207317 0.149367 0.142287 0.162816 \n", "\n", " precision_super recall_super NDCG mAP MRR LAUC \\\n", "0 0.054614 0.071923 0.115946 0.050679 0.253435 0.533195 \n", "0 0.086159 0.105848 0.170625 0.082786 0.347226 0.546454 \n", "0 0.142489 0.165904 0.259872 0.143493 0.465442 0.570010 \n", "0 0.170386 0.197982 0.307968 0.179416 0.542711 0.584408 \n", "0 0.182833 0.228368 0.323901 0.187954 0.549506 0.593310 \n", "0 0.174571 0.214519 0.315700 0.182200 0.532506 0.591772 \n", "0 0.162661 0.202930 0.292262 0.163398 0.501654 0.585098 \n", "0 0.162876 0.199225 0.283543 0.156381 0.479877 0.582885 \n", "0 0.151931 0.191769 0.267423 0.144461 0.460625 0.579477 \n", "0 0.149571 0.183970 0.258418 0.138422 0.438959 0.576722 \n", "0 0.144635 0.176639 0.250976 0.130455 0.445470 0.574904 \n", "0 0.141416 0.181804 0.247910 0.129594 0.427431 0.576235 \n", "0 0.132833 0.163011 0.234566 0.119859 0.405354 0.571824 \n", "\n", " HR Reco in test Test coverage Shannon Gini \n", "0 0.577943 0.994804 0.730880 6.699624 0.535431 \n", "0 0.698834 0.994910 0.712121 6.639279 0.568322 \n", "0 0.820785 0.997137 0.629870 6.325220 0.691428 \n", "0 0.863203 0.998197 0.579365 6.075866 0.756129 \n", "0 0.889714 0.999470 0.494949 5.612128 0.840695 \n", "0 0.872747 1.000000 0.466089 5.493297 0.856776 \n", "0 0.862142 0.999788 0.450938 5.482008 0.860232 \n", "0 0.849417 0.999894 0.450216 5.491347 0.861497 \n", "0 0.845175 1.000000 0.458153 5.474450 0.861871 \n", "0 0.826087 1.000000 0.449495 5.474419 0.862658 \n", "0 0.851538 1.000000 0.461760 5.473903 0.864300 \n", "0 0.831389 1.000000 0.463925 5.500412 0.857992 \n", "0 0.831389 1.000000 0.467532 5.523357 0.857033 " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from tqdm import tqdm\n", "result=[]\n", "for alpha in tqdm([1, 3, 7]+[i for i in np.arange(10,200,20)]):\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", " train_ui, test_ui, user_code_id, user_id_code, item_code_id, item_id_code = helpers.data_to_csr(train_read, test_read)\n", " \n", " train_ui*=alpha\n", " train_iu=train_ui.transpose().tocsr()\n", " \n", " model = implicit.als.AlternatingLeastSquares(factors=factors, regularization=0.1, iterations=10)\n", " model.fit(train_iu, show_progress=False)\n", " \n", " reco=top_k_recommendations(model, user_code_id, item_code_id, topK=10)\n", " estimations_df=pd.DataFrame(estimate(model, user_code_id, item_code_id, test_ui))\n", " \n", " to_append=ev.evaluate(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", " to_append.insert(0, \"Alpha\", alpha)\n", " result.append(to_append)\n", " \n", "result=pd.concat(result)\n", "result" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "### import matplotlib.pyplot as plt\n", "\n", "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(nrows=charts_per_row, ncols=charts_per_column,figsize=(18, 7*charts_per_row ))\n", "import itertools\n", "to_iter=[i for i in itertools.product(range(charts_per_row), range(charts_per_column))]\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": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "943it [00:00, 7384.16it/s]\n", "943it [00:00, 7881.42it/s]\n", "943it [00:00, 8618.41it/s]\n", "943it [00:00, 7851.41it/s]\n", "943it [00:00, 8173.68it/s]\n", "943it [00:00, 7964.65it/s]\n", "943it [00:00, 6842.04it/s]\n", "943it [00:00, 6556.41it/s]\n", "943it [00:00, 8900.33it/s]\n" ] }, { "data": { "text/html": [ "
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ModelRMSEMAEprecisionrecallF_1F_05precision_superrecall_superNDCGmAPMRRLAUCHRReco in testTest coverageShannonGini
0Ready_LightFMpureMF7.9531927.4620080.3344640.2199970.2172250.2549810.2337980.2669520.3987780.2630580.6291290.6077090.9130431.0000000.2756135.0858180.913665
0Ready_LightFM162.707436160.8554830.3408270.2176820.2179900.2580100.2438840.2606630.4038500.2682660.6375900.6065680.8981971.0000000.3513715.3662910.885046
0Ready_ImplicitALS3.2661013.0658240.2550370.1886530.1768520.2011890.1666310.2149250.3059080.1725460.5238710.5917090.8897141.0000000.5028865.7229570.827507
0Self_TopPop2.5082582.2179090.1888650.1169190.1187320.1415840.1304720.1374730.2146510.1117070.4009390.5555460.7656421.0000000.0389613.1590790.987317
0Ready_LightFMcontent182.471340180.4052100.1603390.1012240.1021980.1210740.1026820.1124550.1800790.0874290.3378250.5475720.7041360.9749730.2647914.9098930.926201
0Ready_Baseline0.9494590.7524870.0914100.0376520.0460300.0612860.0796140.0564630.0959570.0431780.1981930.5155010.4379641.0000000.0339112.8365130.991139
0Self_GlobalAvg1.1257600.9435340.0611880.0259680.0313830.0413430.0405580.0321070.0676950.0274700.1711870.5095460.3849421.0000000.0259742.7117720.992003
0Ready_Random1.5143551.2163830.0497350.0223000.0257820.0335980.0282190.0217510.0543830.0211190.1339780.5076800.3393430.9869570.1774895.0886700.907676
0Self_BaselineUI0.9675850.7627400.0009540.0001700.0002780.0004630.0006440.0001890.0007520.0001680.0016770.4964240.0095440.6005300.0050511.8031260.996380
\n", "
" ], "text/plain": [ " Model RMSE MAE precision recall \\\n", "0 Ready_LightFMpureMF 7.953192 7.462008 0.334464 0.219997 \n", "0 Ready_LightFM 162.707436 160.855483 0.340827 0.217682 \n", "0 Ready_ImplicitALS 3.266101 3.065824 0.255037 0.188653 \n", "0 Self_TopPop 2.508258 2.217909 0.188865 0.116919 \n", "0 Ready_LightFMcontent 182.471340 180.405210 0.160339 0.101224 \n", "0 Ready_Baseline 0.949459 0.752487 0.091410 0.037652 \n", "0 Self_GlobalAvg 1.125760 0.943534 0.061188 0.025968 \n", "0 Ready_Random 1.514355 1.216383 0.049735 0.022300 \n", "0 Self_BaselineUI 0.967585 0.762740 0.000954 0.000170 \n", "\n", " F_1 F_05 precision_super recall_super NDCG mAP \\\n", "0 0.217225 0.254981 0.233798 0.266952 0.398778 0.263058 \n", "0 0.217990 0.258010 0.243884 0.260663 0.403850 0.268266 \n", "0 0.176852 0.201189 0.166631 0.214925 0.305908 0.172546 \n", "0 0.118732 0.141584 0.130472 0.137473 0.214651 0.111707 \n", "0 0.102198 0.121074 0.102682 0.112455 0.180079 0.087429 \n", "0 0.046030 0.061286 0.079614 0.056463 0.095957 0.043178 \n", "0 0.031383 0.041343 0.040558 0.032107 0.067695 0.027470 \n", "0 0.025782 0.033598 0.028219 0.021751 0.054383 0.021119 \n", "0 0.000278 0.000463 0.000644 0.000189 0.000752 0.000168 \n", "\n", " MRR LAUC HR Reco in test Test coverage Shannon \\\n", "0 0.629129 0.607709 0.913043 1.000000 0.275613 5.085818 \n", "0 0.637590 0.606568 0.898197 1.000000 0.351371 5.366291 \n", "0 0.523871 0.591709 0.889714 1.000000 0.502886 5.722957 \n", "0 0.400939 0.555546 0.765642 1.000000 0.038961 3.159079 \n", "0 0.337825 0.547572 0.704136 0.974973 0.264791 4.909893 \n", "0 0.198193 0.515501 0.437964 1.000000 0.033911 2.836513 \n", "0 0.171187 0.509546 0.384942 1.000000 0.025974 2.711772 \n", "0 0.133978 0.507680 0.339343 0.986957 0.177489 5.088670 \n", "0 0.001677 0.496424 0.009544 0.600530 0.005051 1.803126 \n", "\n", " Gini \n", "0 0.913665 \n", "0 0.885046 \n", "0 0.827507 \n", "0 0.987317 \n", "0 0.926201 \n", "0 0.991139 \n", "0 0.992003 \n", "0 0.907676 \n", "0 0.996380 " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import evaluation_measures as ev\n", "\n", "dir_path=\"Recommendations generated/ml-100k/\"\n", "super_reactions=[4,5]\n", "test=pd.read_csv('./Datasets/ml-100k/test.csv', sep='\\t', header=None)\n", "\n", "ev.evaluate_all(test, dir_path, super_reactions)" ] } ], "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": "3.6.9" } }, "nbformat": 4, "nbformat_minor": 4 }