From 3cf6134dc8bd0df2d014052b7a20928b8ca3a37c Mon Sep 17 00:00:00 2001 From: Evgeny Frolov Date: Wed, 7 Mar 2018 12:27:42 +0300 Subject: [PATCH 01/13] fix ML-1M example --- examples/Example_ML1M.ipynb | 12 +----------- 1 file changed, 1 insertion(+), 11 deletions(-) diff --git a/examples/Example_ML1M.ipynb b/examples/Example_ML1M.ipynb index 2f658c2..7ab3b36 100644 --- a/examples/Example_ML1M.ipynb +++ b/examples/Example_ML1M.ipynb @@ -43,7 +43,7 @@ "from polara.recommender.data import RecommenderData\n", "from polara.recommender.models import SVDModel, CoffeeModel, NonPersonalized\n", "from polara.evaluation import evaluation_engine as ee\n", - "from polara.tools.mymedialite.mmlwrapper import MyMediaLiteWrapper\n", + "from polara.recommender.external.mymedialite.mmlwrapper import MyMediaLiteWrapper\n", "from polara.datasets.movielens import get_movielens_data\n", "from polara.tools.preprocessing import filter_sessions_by_length\n", "from polara.evaluation.plotting import show_hit_rates, show_precision_recall, show_ranking" @@ -290,16 +290,6 @@ " print model.method, model.switch_positive" ] }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [], - "source": [ - "for model in models:\n", - " model.evaluate = model._evaluate" - ] - }, { "cell_type": "code", "execution_count": 12, From b17f4afe1a65803f880886846ed466193d77bfef Mon Sep 17 00:00:00 2001 From: Evgeny Frolov Date: Wed, 7 Mar 2018 13:25:53 +0300 Subject: [PATCH 02/13] handle print function interoperability --- examples/Example_ML1M.ipynb | 547 ++++-------------- polara/evaluation/evaluation_engine.py | 10 +- polara/lib/hosvd.py | 6 +- polara/recommender/data.py | 21 +- .../external/graphlab/glwrapper.py | 5 +- polara/recommender/models.py | 4 +- polara/tools/preprocessing.py | 5 +- polara/tools/systools.py | 5 +- 8 files changed, 145 insertions(+), 458 deletions(-) diff --git a/examples/Example_ML1M.ipynb b/examples/Example_ML1M.ipynb index 7ab3b36..b194650 100644 --- a/examples/Example_ML1M.ipynb +++ b/examples/Example_ML1M.ipynb @@ -32,6 +32,9 @@ }, "outputs": [], "source": [ + "# python 2/3 interoperability\n", + "from __future__ import print_function\n", + "\n", "import sys\n", "\n", "import numpy as np\n", @@ -136,6 +139,13 @@ "ml_data = get_movielens_data(local_file=DATA_FILE, get_genres=False)" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": 5, @@ -287,7 +297,7 @@ ], "source": [ "for model in models:\n", - " print model.method, model.switch_positive" + " print(model.method, model.switch_positive)" ] }, { @@ -318,10 +328,7 @@ " rank = model.mlrank\n", " except AttributeError:\n", " continue\n", - " \n", - " print '{} rank: {}'.format(model.method, rank)\n", - " \n", - " " + " print('{} rank: {}'.format(model.method, rank))" ] }, { @@ -389,7 +396,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2017-01-19T00:19:57.864000", @@ -413,8 +420,9 @@ "1 unique movieid's within 1 holdout interactions were filtered. Reason: not in the training data.\n", "1 of 1208 userid's were filtered out from holdout. Reason: not enough items.\n", "1 userid's were filtered out from testset. Reason: inconsistent with holdout.\n", - "PureSVD training time: 0.107977604753s\n", - "CoFFee training time: 1.56008393295s\n", + "Done.\n", + "PureSVD training time: 0.125109219353s\n", + "CoFFee training time: 2.67707903324s\n", "100 70 50 30 20 15 10 5 3 2 1 \n", "============ Fold: 2 =============\n", "Preparing data...\n", @@ -422,8 +430,9 @@ "2 unique movieid's within 2 holdout interactions were filtered. Reason: not in the training data.\n", "2 of 1208 userid's were filtered out from holdout. Reason: not enough items.\n", "2 userid's were filtered out from testset. Reason: inconsistent with holdout.\n", - "PureSVD training time: 0.107636636279s\n", - "CoFFee training time: 2.01179203913s\n", + "Done.\n", + "PureSVD training time: 0.106660447788s\n", + "CoFFee training time: 1.4917802864s\n", "100 70 50 30 20 15 10 5 3 2 1 \n", "============ Fold: 3 =============\n", "Preparing data...\n", @@ -431,8 +440,9 @@ "4 unique movieid's within 4 holdout interactions were filtered. Reason: not in the training data.\n", "4 of 1208 userid's were filtered out from holdout. Reason: not enough items.\n", "4 userid's were filtered out from testset. Reason: inconsistent with holdout.\n", - "PureSVD training time: 0.107566619223s\n", - "CoFFee training time: 1.46149116636s\n", + "Done.\n", + "PureSVD training time: 0.0961797659387s\n", + "CoFFee training time: 1.38705406048s\n", "100 70 50 30 20 15 10 5 3 2 1 \n", "============ Fold: 4 =============\n", "Preparing data...\n", @@ -440,8 +450,9 @@ "2 unique movieid's within 2 holdout interactions were filtered. Reason: not in the training data.\n", "2 of 1208 userid's were filtered out from holdout. Reason: not enough items.\n", "2 userid's were filtered out from testset. Reason: inconsistent with holdout.\n", - "PureSVD training time: 0.106551007243s\n", - "CoFFee training time: 1.61594514455s\n", + "Done.\n", + "PureSVD training time: 0.0990840161214s\n", + "CoFFee training time: 1.19929596366s\n", "100 70 50 30 20 15 10 5 3 2 1 \n", "============ Fold: 5 =============\n", "Preparing data...\n", @@ -449,9 +460,10 @@ "2 unique movieid's within 2 holdout interactions were filtered. Reason: not in the training data.\n", "2 of 1208 userid's were filtered out from holdout. Reason: not enough items.\n", "2 userid's were filtered out from testset. Reason: inconsistent with holdout.\n", - "PureSVD training time: 0.0963237763699s\n", - "CoFFee training time: 1.56115606911s\n", - "100 70 50 30 20 15 10 5 3 2 1\n" + "Done.\n", + "PureSVD training time: 0.108185872012s\n", + "CoFFee training time: 1.39966552257s\n", + "100 70 50 30 20 15 10 5 3 2 1 " ] } ], @@ -460,9 +472,9 @@ "topk_result = {}\n", "for test_sample in test_samples:\n", " data_model.test_sample = test_sample\n", - " print '\\n\\n========= Test sample: {} =========\\n'.format(test_sample)\n", + " print('\\n\\n========= Test sample: {} =========\\n'.format(test_sample))\n", " for fold in folds:\n", - " print '\\n============ Fold: {} ============='.format(fold)\n", + " print('\\n============ Fold: {} ============='.format(fold))\n", " data_model.test_fold = fold\n", " topk_result[fold] = ee.topk_test(models, topk_list=topk_list, metrics=metrics)\n", " result[test_sample] = ee.consolidate_folds(topk_result, folds, metrics)" @@ -524,40 +536,6 @@ "## Predictions for \"known\" user" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "new" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "show_hit_rates(scores, errors=deviation, err_alpha=ERR_ALPHA)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "old" - ] - }, { "cell_type": "code", "execution_count": 21, @@ -565,9 +543,9 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, @@ -578,50 +556,16 @@ "show_hit_rates(scores, errors=deviation, err_alpha=ERR_ALPHA)" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "new" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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PureSVDPureSVDCoFFeeCoFFeemostpopularmostpopularrandomrandom
top-n
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20.1113420.0402390.0989350.0319650.0492840.0311090.0007130.001039
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50.1596410.0694810.1422390.0496000.0703350.0484990.0012480.002106
100.1975280.1011780.1778160.0731760.0913560.0649220.0019690.003559
150.2193480.1222170.1982740.0902540.1056110.0773870.0027240.004495
200.2349710.1395440.2138060.1027010.1166230.0866740.0032300.005779
300.2569970.1669810.2350300.1245510.1308440.1012820.0041970.007288
500.2847660.2050270.2622720.1569220.1515010.1251260.0059790.010958
700.3022960.2306140.2798510.1807750.1649050.1432220.0075710.014173
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" - ], - "text/plain": [ - " nDCG nDCL nDCG nDCL nDCG nDCL \\\n", - " PureSVD PureSVD CoFFee CoFFee mostpopular mostpopular \n", - "top-n \n", - "1 0.077220 0.026973 0.069063 0.021159 0.034049 0.021976 \n", - "2 0.111342 0.040239 0.098935 0.031965 0.049284 0.031109 \n", - "3 0.132601 0.051971 0.117370 0.038646 0.057795 0.037549 \n", - "5 0.159641 0.069481 0.142239 0.049600 0.070335 0.048499 \n", - "10 0.197528 0.101178 0.177816 0.073176 0.091356 0.064922 \n", - "15 0.219348 0.122217 0.198274 0.090254 0.105611 0.077387 \n", - "20 0.234971 0.139544 0.213806 0.102701 0.116623 0.086674 \n", - "30 0.256997 0.166981 0.235030 0.124551 0.130844 0.101282 \n", - "50 0.284766 0.205027 0.262272 0.156922 0.151501 0.125126 \n", - "70 0.302296 0.230614 0.279851 0.180775 0.164905 0.143222 \n", - "100 0.319825 0.262407 0.297373 0.207250 0.180364 0.165874 \n", - "\n", - " nDCG nDCL \n", - " random random \n", - "top-n \n", - "1 0.000566 0.000467 \n", - "2 0.000713 0.001039 \n", - "3 0.001003 0.001382 \n", - "5 0.001248 0.002106 \n", - "10 0.001969 0.003559 \n", - "15 0.002724 0.004495 \n", - "20 0.003230 0.005779 \n", - "30 0.004197 0.007288 \n", - "50 0.005979 0.010958 \n", - "70 0.007571 0.014173 \n", - "100 0.009644 0.018519 " - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "scores['ranking']" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "old" - ] - }, - { - "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -942,122 +643,122 @@ " 1\n", " 0.077220\n", " 0.026973\n", - " 0.069063\n", - " 0.021159\n", + " 0.068701\n", + " 0.020264\n", " 0.034049\n", " 0.021976\n", - " 0.000566\n", - " 0.000467\n", + " 0.000367\n", + " 0.001190\n", " \n", " \n", " 2\n", " 0.111342\n", " 0.040239\n", - " 0.098935\n", - " 0.031965\n", + " 0.098681\n", + " 0.028941\n", " 0.049284\n", " 0.031109\n", - " 0.000713\n", - " 0.001039\n", + " 0.000490\n", + " 0.001536\n", " \n", " \n", " 3\n", " 0.132601\n", " 0.051971\n", - " 0.117370\n", - " 0.038646\n", + " 0.117363\n", + " 0.037882\n", " 0.057795\n", " 0.037549\n", - " 0.001003\n", - " 0.001382\n", + " 0.000768\n", + " 0.001894\n", " \n", " \n", " 5\n", " 0.159641\n", " 0.069481\n", - " 0.142239\n", - " 0.049600\n", + " 0.141741\n", + " 0.051012\n", " 0.070335\n", " 0.048499\n", - " 0.001248\n", - " 0.002106\n", + " 0.001197\n", + " 0.002503\n", " \n", " \n", " 10\n", " 0.197528\n", " 0.101178\n", - " 0.177816\n", - " 0.073176\n", + " 0.177197\n", + " 0.073654\n", " 0.091356\n", " 0.064922\n", - " 0.001969\n", - " 0.003559\n", + " 0.002089\n", + " 0.003745\n", " \n", " \n", " 15\n", " 0.219348\n", " 0.122217\n", - " 0.198274\n", - " 0.090254\n", + " 0.198856\n", + " 0.091141\n", " 0.105611\n", " 0.077387\n", - " 0.002724\n", - " 0.004495\n", + " 0.002648\n", + " 0.005173\n", " \n", " \n", " 20\n", " 0.234971\n", " 0.139544\n", - " 0.213806\n", - " 0.102701\n", + " 0.213810\n", + " 0.104326\n", " 0.116623\n", " 0.086674\n", - " 0.003230\n", - " 0.005779\n", + " 0.003254\n", + " 0.005984\n", " \n", " \n", " 30\n", " 0.256997\n", " 0.166981\n", - " 0.235030\n", - " 0.124551\n", + " 0.235499\n", + " 0.126515\n", " 0.130844\n", " 0.101282\n", - " 0.004197\n", - " 0.007288\n", + " 0.004253\n", + " 0.007775\n", " \n", " \n", " 50\n", " 0.284766\n", " 0.205027\n", - " 0.262272\n", - " 0.156922\n", + " 0.262558\n", + " 0.158648\n", " 0.151501\n", " 0.125126\n", - " 0.005979\n", - " 0.010958\n", + " 0.005792\n", + " 0.011015\n", " \n", " \n", " 70\n", " 0.302296\n", " 0.230614\n", - " 0.279851\n", - " 0.180775\n", + " 0.280242\n", + " 0.181900\n", " 0.164905\n", " 0.143222\n", - " 0.007571\n", - " 0.014173\n", + " 0.007395\n", + " 0.013831\n", " \n", " \n", " 100\n", " 0.319825\n", " 0.262407\n", - " 0.297373\n", - " 0.207250\n", + " 0.297870\n", + " 0.207949\n", " 0.180364\n", " 0.165874\n", - " 0.009644\n", - " 0.018519\n", + " 0.009560\n", + " 0.017589\n", " \n", " \n", "\n", @@ -1067,35 +768,35 @@ " nDCG nDCL nDCG nDCL nDCG nDCL \\\n", " PureSVD PureSVD CoFFee CoFFee mostpopular mostpopular \n", "top-n \n", - "1 0.077220 0.026973 0.069063 0.021159 0.034049 0.021976 \n", - "2 0.111342 0.040239 0.098935 0.031965 0.049284 0.031109 \n", - "3 0.132601 0.051971 0.117370 0.038646 0.057795 0.037549 \n", - "5 0.159641 0.069481 0.142239 0.049600 0.070335 0.048499 \n", - "10 0.197528 0.101178 0.177816 0.073176 0.091356 0.064922 \n", - "15 0.219348 0.122217 0.198274 0.090254 0.105611 0.077387 \n", - "20 0.234971 0.139544 0.213806 0.102701 0.116623 0.086674 \n", - "30 0.256997 0.166981 0.235030 0.124551 0.130844 0.101282 \n", - "50 0.284766 0.205027 0.262272 0.156922 0.151501 0.125126 \n", - "70 0.302296 0.230614 0.279851 0.180775 0.164905 0.143222 \n", - "100 0.319825 0.262407 0.297373 0.207250 0.180364 0.165874 \n", + "1 0.077220 0.026973 0.068701 0.020264 0.034049 0.021976 \n", + "2 0.111342 0.040239 0.098681 0.028941 0.049284 0.031109 \n", + "3 0.132601 0.051971 0.117363 0.037882 0.057795 0.037549 \n", + "5 0.159641 0.069481 0.141741 0.051012 0.070335 0.048499 \n", + "10 0.197528 0.101178 0.177197 0.073654 0.091356 0.064922 \n", + "15 0.219348 0.122217 0.198856 0.091141 0.105611 0.077387 \n", + "20 0.234971 0.139544 0.213810 0.104326 0.116623 0.086674 \n", + "30 0.256997 0.166981 0.235499 0.126515 0.130844 0.101282 \n", + "50 0.284766 0.205027 0.262558 0.158648 0.151501 0.125126 \n", + "70 0.302296 0.230614 0.280242 0.181900 0.164905 0.143222 \n", + "100 0.319825 0.262407 0.297870 0.207949 0.180364 0.165874 \n", "\n", " nDCG nDCL \n", " random random \n", "top-n \n", - "1 0.000566 0.000467 \n", - "2 0.000713 0.001039 \n", - "3 0.001003 0.001382 \n", - "5 0.001248 0.002106 \n", - "10 0.001969 0.003559 \n", - "15 0.002724 0.004495 \n", - "20 0.003230 0.005779 \n", - "30 0.004197 0.007288 \n", - "50 0.005979 0.010958 \n", - "70 0.007571 0.014173 \n", - "100 0.009644 0.018519 " + "1 0.000367 0.001190 \n", + "2 0.000490 0.001536 \n", + "3 0.000768 0.001894 \n", + "5 0.001197 0.002503 \n", + "10 0.002089 0.003745 \n", + "15 0.002648 0.005173 \n", + "20 0.003254 0.005984 \n", + "30 0.004253 0.007775 \n", + "50 0.005792 0.011015 \n", + "70 0.007395 0.013831 \n", + "100 0.009560 0.017589 " ] }, - "execution_count": 23, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -1104,50 +805,16 @@ "scores['ranking']" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "new" - ] - }, { "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", + "image/png": 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\n", 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" ] }, "metadata": {}, diff --git a/polara/evaluation/evaluation_engine.py b/polara/evaluation/evaluation_engine.py index 37c7e4a..403236e 100644 --- a/polara/evaluation/evaluation_engine.py +++ b/polara/evaluation/evaluation_engine.py @@ -1,3 +1,5 @@ +# python 2/3 interoperability +from __future__ import print_function import pandas as pd @@ -30,7 +32,7 @@ def evaluate_models(models, metrics, topk=None): for metric in metrics: model_scores = [] for model in models: - #print 'model {}'.format(model.method) + #print('model {}'.format(model.method)) scores = model.evaluate(method=metric, topk=topk) model_scores.append(scores) metric_scores.append(pd.DataFrame(model_scores, index=[model.method for model in models]).T) @@ -71,7 +73,7 @@ def holdout_test_pair(model1, model2, holdout_sizes=[1], metrics=['hits']): data1 = model1.data data2 = model2.data for i in holdout_sizes: - print i, + print(i, end=' ') data1.holdout_size = i data1.update() data2.holdout_size = i @@ -90,7 +92,7 @@ def holdout_test(models, holdout_sizes=[1], metrics=['hits']): build_models(models) for i in holdout_sizes: - print i, + print(i, end=' ') data.holdout_size = i data.update() @@ -110,7 +112,7 @@ def topk_test(models, topk_list=[10], metrics=['hits']): build_models(models) for topk in topk_list: - print topk, + print(topk, end=' ') metric_scores = evaluate_models(models, metrics, topk) topk_scores.append(metric_scores) diff --git a/polara/lib/hosvd.py b/polara/lib/hosvd.py index 7b90cde..46b4628 100644 --- a/polara/lib/hosvd.py +++ b/polara/lib/hosvd.py @@ -1,3 +1,5 @@ +# python 2/3 interoperability +from __future__ import print_function import numpy as np from numba import jit @@ -44,7 +46,7 @@ def tucker_als(idx, val, shape, core_shape, iters=25, growth_tol=0.01, batch_run ''' def log_status(msg): if not batch_run: - print msg + print(msg) if not (idx.flags.c_contiguous and val.flags.c_contiguous): raise ValueError('Warning! Imput arrays must be C-contigous.') @@ -52,7 +54,7 @@ def log_status(msg): #TODO: it's better to implement check for future #if np.any(idx[1:, 0]-idx[:-1, 0]) < 0): - # print 'Warning! Index array must be sorted by first column in ascending order.' + # print('Warning! Index array must be sorted by first column in ascending order.') r0, r1, r2 = core_shape diff --git a/polara/recommender/data.py b/polara/recommender/data.py index a3f045f..9bf7125 100644 --- a/polara/recommender/data.py +++ b/polara/recommender/data.py @@ -1,3 +1,6 @@ +# python 2/3 interoperability +from __future__ import print_function + from weakref import WeakKeyDictionary from collections import namedtuple from collections import defaultdict @@ -174,7 +177,7 @@ def _update_data_property(self, data_property, new_value): def _verified_data_property(self, data_property): if data_property in self._change_properties: - print 'The value of {} might be not effective yet.'.format(data_property[1:]) + print('The value of {} might be not effective yet.'.format(data_property[1:])) return getattr(self, data_property) @@ -185,7 +188,7 @@ def update(self): def prepare(self): if self.verbose: - print 'Preparing data...' + print('Preparing data...') update_rule = self._split_data() @@ -199,6 +202,8 @@ def prepare(self): self._try_reindex_test_data() # either assign known index, or (if testing for unseen users) reindex self._try_sort_test_data() + if self.verbose: + print('Done.') def prepare_training_only(self): self.holdout_size = 0 # do not form holdout @@ -344,7 +349,7 @@ def _split_data(self): if not (full_update or test_update): # TODO place assert new_state == self._state into tests if self.verbose: - print 'Data is ready. No action was taken.' + print('Data is ready. No action was taken.') return update_rule if self._test_ratio: @@ -426,7 +431,7 @@ def _get_sessions_info(self): # check that folds' sizes will be balanced (in terms of a number of items) if self.verify_sessions_length_distribution: if self.is_not_uniform(user_idx): - print 'Users are not uniformly ordered! Unable to split test set reliably.' + print('Users are not uniformly ordered! Unable to split test set reliably.') self.verify_sessions_length_distribution = False user_sessions_len = user_sessions.size() return user_sessions_len, user_idx @@ -512,7 +517,7 @@ def _filter_short_sessions(self): holdout.query('{} not in @invalid_session_index'.format(userid), inplace=True) if self.verbose: msg = '{} of {} {}\'s were filtered out from holdout. Reason: not enough items.' - print msg.format(n_invalid_sessions, len(invalid_sessions), userid) + print(msg.format(n_invalid_sessions, len(invalid_sessions), userid)) def _align_test_users(self): if (self._test.testset is None) or (self._test.holdout is None): @@ -532,7 +537,7 @@ def _align_test_users(self): if self.verbose: REASON = 'Reason: inconsistent with testset' msg = '{} {}\'s were filtered out from holdout. {}.' - print msg.format(n_unique_users, userid, REASON) + print(msg.format(n_unique_users, userid, REASON)) if not testset_in_holdout.all(): invalid_testset_users = testset.loc[~testset_in_holdout, userid] @@ -541,7 +546,7 @@ def _align_test_users(self): if self.verbose: REASON = 'Reason: inconsistent with holdout' msg = '{} {}\'s were filtered out from testset. {}.' - print msg.format(n_unique_users, userid, REASON) + print(msg.format(n_unique_users, userid, REASON)) def _reindex_train_users(self): userid = self.fields.userid @@ -600,7 +605,7 @@ def _filter_unseen_entity(self, entity, dataset, label): if self.verbose: UNSEEN = 'not in the training data' msg = '{} unique {}\'s within {} {} interactions were filtered. Reason: {}.' - print msg.format(n_unseen_entities, entity, (~seen_data).sum(), label, UNSEEN) + print(msg.format(n_unseen_entities, entity, (~seen_data).sum(), label, UNSEEN)) def _reindex_testset_users(self): userid = self.fields.userid diff --git a/polara/recommender/external/graphlab/glwrapper.py b/polara/recommender/external/graphlab/glwrapper.py index 636a0c7..fdf59f8 100644 --- a/polara/recommender/external/graphlab/glwrapper.py +++ b/polara/recommender/external/graphlab/glwrapper.py @@ -1,3 +1,6 @@ +# python 2/3 interoperability +from __future__ import print_function + import numpy as np from polara.recommender.models import RecommenderModel import graphlab as gl @@ -135,7 +138,7 @@ def build(self): target=self.data.fields.feedback, **params) if self.verbose: - print '{} training time: {}s'.format(self.method, self.gl_model.training_time) + print('{} training time: {}s'.format(self.method, self.gl_model.training_time)) def get_recommendations(self): userid = self.data.fields.userid diff --git a/polara/recommender/models.py b/polara/recommender/models.py index 5ad8665..934f8fd 100644 --- a/polara/recommender/models.py +++ b/polara/recommender/models.py @@ -1,3 +1,5 @@ +# python 2/3 interoperability +from __future__ import print_function from functools import wraps from collections import namedtuple import warnings @@ -83,7 +85,7 @@ def recommendations(self): if self._recommendations is None: if not self._is_ready: if self.verbose: - print '{} model is not ready. Rebuilding.'.format(self.method) + print('{} model is not ready. Rebuilding.'.format(self.method)) self.build() self._recommendations = self.get_recommendations() return self._recommendations diff --git a/polara/tools/preprocessing.py b/polara/tools/preprocessing.py index 3fa384a..8a37875 100644 --- a/polara/tools/preprocessing.py +++ b/polara/tools/preprocessing.py @@ -1,3 +1,6 @@ +# python 2/3 interoperability +from __future__ import print_function + def filter_sessions_by_length(data, session_label='userid', min_session_length=3): """Filters users with insufficient number of items""" if data.duplicated().any(): @@ -8,7 +11,7 @@ def filter_sessions_by_length(data, session_label='userid', min_session_length=3 if not has_valid_session_length.all(): valid_sessions = sz.index[has_valid_session_length] new_data = data[data[session_label].isin(valid_sessions)].copy() - print 'Sessions are filtered by length' + print('Sessions are filtered by length') else: new_data = data return new_data diff --git a/polara/tools/systools.py b/polara/tools/systools.py index 59d0ce6..5781fb7 100644 --- a/polara/tools/systools.py +++ b/polara/tools/systools.py @@ -1,4 +1,7 @@ +# python 2/3 interoperability from __future__ import division +from __future__ import print_function + import os import sys import ctypes @@ -34,7 +37,7 @@ def platform_free_memory(): try: import psutil except ImportError: - print 'Please, install psutil.' + print('Please, install psutil.') memory_status = psutil.virtual_memory mem = memory_status.free / (1024**3) # return in gigabytes else: From 486c248a7699f121c811bb06680c2de6b333a1b2 Mon Sep 17 00:00:00 2001 From: Evgeny Frolov Date: Wed, 7 Mar 2018 13:26:32 +0300 Subject: [PATCH 03/13] handle byte-string interoperability --- polara/datasets/movielens.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/polara/datasets/movielens.py b/polara/datasets/movielens.py index f1c55da..ebea0cd 100644 --- a/polara/datasets/movielens.py +++ b/polara/datasets/movielens.py @@ -1,5 +1,5 @@ +from io import BytesIO import pandas as pd -from StringIO import StringIO try: from pandas.io.common import ZipFile @@ -15,7 +15,7 @@ def get_movielens_data(local_file=None, get_ratings=True, get_genres=False, from requests import get zip_file_url = 'http://files.grouplens.org/datasets/movielens/ml-1m.zip' zip_response = get(zip_file_url) - zip_contents = StringIO(zip_response.content) + zip_contents = BytesIO(zip_response.content) else: zip_contents = local_file @@ -29,8 +29,8 @@ def get_movielens_data(local_file=None, get_ratings=True, get_genres=False, if get_ratings: zdata = zfile.read(zip_file) delimiter = ',' - zdata = zdata.replace('::', delimiter) # makes data compatible with pandas c-engine - ml_data = pd.read_csv(StringIO(zdata), sep=delimiter, header=header, engine='c', + zdata = zdata.replace(b'::', delimiter.encode()) # makes data compatible with pandas c-engine + ml_data = pd.read_csv(BytesIO(zdata), sep=delimiter, header=header, engine='c', names=['userid', 'movieid', 'rating', 'timestamp'], usecols=['userid', 'movieid', 'rating']) From 3c730e11f686a0bf9f7a11d9dbabd00701e58848 Mon Sep 17 00:00:00 2001 From: Evgeny Frolov Date: Wed, 7 Mar 2018 13:28:12 +0300 Subject: [PATCH 04/13] handle range function interoperability --- polara/evaluation/evaluation_engine.py | 5 +++++ polara/lib/hosvd.py | 13 +++++++---- polara/lib/similarity.py | 22 ++++++++++++------- polara/lib/sparse.py | 14 ++++++++---- .../external/implicit/ialswrapper.py | 8 ++++++- polara/recommender/models.py | 7 +++++- 6 files changed, 51 insertions(+), 18 deletions(-) diff --git a/polara/evaluation/evaluation_engine.py b/polara/evaluation/evaluation_engine.py index 403236e..7bbcdcd 100644 --- a/polara/evaluation/evaluation_engine.py +++ b/polara/evaluation/evaluation_engine.py @@ -1,5 +1,10 @@ # python 2/3 interoperability from __future__ import print_function +try: + range = xrange +except NameError: + pass + import pandas as pd diff --git a/polara/lib/hosvd.py b/polara/lib/hosvd.py index 46b4628..8cb727e 100644 --- a/polara/lib/hosvd.py +++ b/polara/lib/hosvd.py @@ -1,5 +1,10 @@ # python 2/3 interoperability from __future__ import print_function +try: + range = xrange +except NameError: + pass + import numpy as np from numba import jit @@ -8,12 +13,12 @@ def double_tensordot(idx, val, U, V, new_shape1, new_shape2, ten_mode0, ten_mode I = idx.shape[0] J = new_shape1 K = new_shape2 - for i in xrange(I): + for i in range(I): i0 = idx[i, ten_mode0] i1 = idx[i, ten_mode1] i2 = idx[i, ten_mode2] - for j in xrange(J): - for k in xrange(K): + for j in range(J): + for k in range(K): res[i0, j, k] += val[i] * U[i1, j] * V[i2, k] @@ -69,7 +74,7 @@ def log_status(msg): g_norm_old = 0 - for i in xrange(iters): + for i in range(iters): log_status('Step %i of %i' % (i+1, iters)) u0 = tensordot2(idx, val, shape, u2, u1, ((2, 0), (1, 0)))\ .reshape(shape[0], r1*r2) diff --git a/polara/lib/similarity.py b/polara/lib/similarity.py index 805db63..0965394 100644 --- a/polara/lib/similarity.py +++ b/polara/lib/similarity.py @@ -1,4 +1,10 @@ +# python 2/3 interoperability from __future__ import division +try: + range = xrange +except NameError: + pass + import math import types from collections import defaultdict, OrderedDict @@ -93,11 +99,11 @@ def _jaccard_similarity_inplace(sdata, indcs, pntrs, nf): # it doesn't enforce 1 on the diagonal! # so the similarity data must be prepared accordingly ncols = len(pntrs) - 1 - for col in xrange(ncols): + for col in range(ncols): lind = pntrs[col] rind = pntrs[col+1] nf_col = nf[col] - for j in xrange(lind, rind): + for j in range(lind, rind): row = indcs[j] denom = nf_col + nf[row] - sdata[j] sdata[j] /= denom @@ -144,18 +150,18 @@ def _jaccard_similarity_weighted_tri(dat, ind, ptr, shift): rows = [z,] nrows = len(ptr) - 1 - for i in xrange(nrows): + for i in range(nrows): lind_i = ptr[i] rind_i = ptr[i+1] if lind_i != rind_i: ish = i + shift - for j in xrange(ish, nrows): + for j in range(ish, nrows): lind_j = ptr[j] rind_j = ptr[j+1] min_sum = 0 max_sum = 0 - for k in xrange(lind_j, rind_j): - for s in xrange(lind_i, rind_i): + for k in range(lind_j, rind_j): + for s in range(lind_i, rind_i): iind = ind[s] jind = ind[k] if iind == jind: @@ -167,8 +173,8 @@ def _jaccard_similarity_weighted_tri(dat, ind, ptr, shift): else: max_sum += dat[k] - for s in xrange(lind_i, rind_i): - for k in xrange(lind_j, rind_j): + for s in range(lind_i, rind_i): + for k in range(lind_j, rind_j): iind = ind[s] jind = ind[k] if iind == jind: diff --git a/polara/lib/sparse.py b/polara/lib/sparse.py index 22c3647..5d31daf 100644 --- a/polara/lib/sparse.py +++ b/polara/lib/sparse.py @@ -1,3 +1,9 @@ +# python 2/3 interoperability +try: + range = xrange +except NameError: + pass + import numpy as np import scipy as sp from scipy import sparse @@ -9,7 +15,7 @@ @jit(nopython=True, nogil=True) def matvec2dense(m_ptr, m_ind, m_val, v_nnz, v_val, out): l = len(v_nnz) - for j in xrange(l): + for j in range(l): col_start = v_nnz[j] col_end = col_start + 1 ind_start = m_ptr[col_start] @@ -21,7 +27,7 @@ def matvec2dense(m_ptr, m_ind, m_val, v_nnz, v_val, out): @jit(nopython=True, nogil=True) def matvec2sparse(m_ptr, m_ind, m_val, v_nnz, v_val, sizes, indices, data): l = len(sizes) - 1 - for j in xrange(l): + for j in range(l): col_start = v_nnz[j] col_end = col_start + 1 ind_start = m_ptr[col_start] @@ -64,10 +70,10 @@ def _blockify(ind, ptr, major_dim): # indices must be intp in order to avoid overflow # major_dim is shape[0] for csc format and shape[1] for csr format n = len(ptr) - 1 - for i in xrange(1, n): #first row/col is unchanged + for i in range(1, n): #first row/col is unchanged lind = ptr[i] rind = ptr[i+1] - for j in xrange(lind, rind): + for j in range(lind, rind): shift_ind = i * major_dim ind[j] += shift_ind diff --git a/polara/recommender/external/implicit/ialswrapper.py b/polara/recommender/external/implicit/ialswrapper.py index 0b689e0..b728317 100644 --- a/polara/recommender/external/implicit/ialswrapper.py +++ b/polara/recommender/external/implicit/ialswrapper.py @@ -1,3 +1,9 @@ +# python 2/3 interoperability +try: + range = xrange +except NameError: + pass + import numpy as np import implicit from polara.recommender.models import RecommenderModel @@ -58,7 +64,7 @@ def get_recommendations(self): matrix, _ = self.get_test_matrix() matrix.data = self.confidence(matrix.data, alpha=self.alpha, weight=self.weight_func) num_users = matrix.shape[0] - users_idx = xrange(num_users) + users_idx = range(num_users) else: # prepare traing matrix and convert test user indices into # corresponding training matrix rows diff --git a/polara/recommender/models.py b/polara/recommender/models.py index 934f8fd..7de652a 100644 --- a/polara/recommender/models.py +++ b/polara/recommender/models.py @@ -1,5 +1,10 @@ # python 2/3 interoperability from __future__ import print_function +try: + range = xrange +except NameError: + pass + from functools import wraps from collections import namedtuple import warnings @@ -628,7 +633,7 @@ def _sparse_dot(self, tst_mat, i2i_mat): # TODO implement matmat multiplication instead of iteration with matvec res_type = np.result_type(i2i_mat.dtype, tst_mat.dtype) scores = np.empty((tst_mat.shape[0], i2i_mat.shape[1]), dtype=res_type) - for i in xrange(tst_mat.shape[0]): + for i in range(tst_mat.shape[0]): v = tst_mat.getrow(i) scores[i, :] = csc_matvec(i2i_mat, v, dense_output=True, dtype=res_type) else: From 5179654042b22f2c21e54b3c579078afe30eb097 Mon Sep 17 00:00:00 2001 From: Evgeny Frolov Date: Wed, 7 Mar 2018 13:28:39 +0300 Subject: [PATCH 05/13] handle dict interoperability --- polara/recommender/data.py | 2 +- polara/recommender/models.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/polara/recommender/data.py b/polara/recommender/data.py index 9bf7125..8757647 100644 --- a/polara/recommender/data.py +++ b/polara/recommender/data.py @@ -141,7 +141,7 @@ def _set_defaults(self, params=None): #[1:] omits undersacores in properties names params = params or [prop[1:] for prop in self._config] config_vals = defaults.get_config(params) - for name, value in config_vals.iteritems(): + for name, value in config_vals.items(): internal_name = '_{}'.format(name) setattr(self, internal_name, value) diff --git a/polara/recommender/models.py b/polara/recommender/models.py index 7de652a..5363a0c 100644 --- a/polara/recommender/models.py +++ b/polara/recommender/models.py @@ -678,7 +678,7 @@ def rank(self, new_value): self._recommendations = None def _check_reduced_rank(self, rank): - for entity, factor in self.factors.iteritems(): + for entity, factor in self.factors.items(): if factor is None: continue From e49eb198bd2af2f17abea51a6fe1190e5daea7c7 Mon Sep 17 00:00:00 2001 From: Evgeny Frolov Date: Wed, 7 Mar 2018 13:28:56 +0300 Subject: [PATCH 06/13] handle metaclass interoperability --- polara/recommender/models.py | 17 ++++++++++++++--- 1 file changed, 14 insertions(+), 3 deletions(-) diff --git a/polara/recommender/models.py b/polara/recommender/models.py index 5363a0c..928188b 100644 --- a/polara/recommender/models.py +++ b/polara/recommender/models.py @@ -41,6 +41,19 @@ def wrapper(self, *args, **kwargs): return build_res return wrapper + +def with_metaclass(mcls): + # this is used to ensure python 2/3 interoperablity, taken from: + #https://stackoverflow.com/questions/22409430/portable-meta-class-between-python2-and-python3 + def decorator(cls): + body = vars(cls).copy() + # clean out class body + body.pop('__dict__', None) + body.pop('__weakref__', None) + return mcls(cls.__name__, cls.__bases__, body) + return decorator + + class MetaModel(type): # performs cleaning of the instance when build method is called # propagates the action to any subclasses, key idea is borrowed from here: @@ -52,10 +65,8 @@ def __new__(meta, name, bases, clsdict): return cls +@with_metaclass(MetaModel) class RecommenderModel(object): - - __metaclass__ = MetaModel - _config = ('topk', 'filter_seen', 'switch_positive', 'verify_integrity') _pad_const = -1 # used for sparse data From e8b11974a56b857f6e225ef9abbee6b3d720c59c Mon Sep 17 00:00:00 2001 From: Evgeny Frolov Date: Wed, 7 Mar 2018 13:29:56 +0300 Subject: [PATCH 07/13] handle list comprehension namespace change --- polara/recommender/data.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/polara/recommender/data.py b/polara/recommender/data.py index 8757647..5e28728 100644 --- a/polara/recommender/data.py +++ b/polara/recommender/data.py @@ -105,7 +105,7 @@ def __init__(self, data, userid, itemid, feedback, custom_order=None, seed=None) self._custom_order = custom_order self.fields = namedtuple('Fields', self._std_fields) - self.fields = self.fields._make(map(eval, self._std_fields)) + self.fields = self.fields(**dict(zip(self._std_fields, fields))) self.index = namedtuple('DataIndex', self._std_fields) self.index = self.index._make([None]*len(self._std_fields)) From cb3126f2d57622de2ac2b42763909c690722610d Mon Sep 17 00:00:00 2001 From: Evgeny Frolov Date: Wed, 7 Mar 2018 14:17:25 +0300 Subject: [PATCH 08/13] handel None Type comparison change --- polara/recommender/data.py | 6 +++--- polara/recommender/models.py | 2 +- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/polara/recommender/data.py b/polara/recommender/data.py index 5e28728..6b7f4b7 100644 --- a/polara/recommender/data.py +++ b/polara/recommender/data.py @@ -352,7 +352,7 @@ def _split_data(self): print('Data is ready. No action was taken.') return update_rule - if self._test_ratio: + if self._test_ratio > 0: if full_update: test_split = self._split_test_index() else: #test_update @@ -812,8 +812,8 @@ def set_test_data(self, testset=None, holdout=None, warm_start=False, test_users self._warm_start = warm_start self._state = None self._last_update_rule = None - self._test_ratio = None - self._holdout_size = None + self._test_ratio = -1 + self._holdout_size = -1 self._notify(self.on_update_event) self._change_properties.clear() diff --git a/polara/recommender/models.py b/polara/recommender/models.py index 928188b..89d2a3f 100644 --- a/polara/recommender/models.py +++ b/polara/recommender/models.py @@ -324,7 +324,7 @@ def get_recommendations(self): def evaluate(self, method='hits', topk=None, not_rated_penalty=None, on_feedback_level=None): feedback = self.data.fields.feedback - if topk > self.topk: + if int(topk or 0) > self.topk: self.topk = topk # will also flush old recommendations # support rolling back scenario for @k calculations From b1429b35485533d3c50b65ab6f74448e3b6dd85b Mon Sep 17 00:00:00 2001 From: Evgeny Frolov Date: Wed, 7 Mar 2018 14:17:39 +0300 Subject: [PATCH 09/13] update examples --- examples/Custom evaluation.ipynb | 30 ++++++++++--------- .../Warm-start and standard scenarios.ipynb | 17 ++++++----- 2 files changed, 25 insertions(+), 22 deletions(-) diff --git a/examples/Custom evaluation.ipynb b/examples/Custom evaluation.ipynb index 5d6884c..1628398 100644 --- a/examples/Custom evaluation.ipynb +++ b/examples/Custom evaluation.ipynb @@ -45,6 +45,7 @@ "metadata": {}, "outputs": [], "source": [ + "from __future__ import print_function\n", "import numpy as np\n", "from polara.datasets.movielens import get_movielens_data" ] @@ -176,7 +177,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Preparing data...\n" + "Preparing data...\n", + "Done.\n" ] } ], @@ -464,7 +466,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "PureSVD training time: 0.259858550909s\n" + "PureSVD training time: 0.18142009227667832s\n" ] } ], @@ -602,7 +604,7 @@ { "data": { "text/plain": [ - "Relevance(precision=0.46719986760687032, recall=0.18790260795025798, fallout=0.058754565239814198, specifity=0.70752554180746507, miss_rate=0.7362722359391265)" + "Relevance(precision=0.4671998676068703, recall=0.18790260795025798, fallout=0.0587545652398142, specifity=0.7075255418074651, miss_rate=0.7362722359391265)" ] }, "execution_count": 21, @@ -682,7 +684,7 @@ { "data": { "text/plain": [ - "(5L, 10L)" + "(5, 10)" ] }, "execution_count": 24, @@ -708,7 +710,7 @@ } ], "source": [ - "print (len(test_users), svd.topk)" + "print((len(test_users), svd.topk))" ] }, { @@ -732,7 +734,7 @@ } ], "source": [ - "print data_model.test.holdout" + "print(data_model.test.holdout)" ] }, { @@ -902,7 +904,7 @@ ], "source": [ "assert unseen_data.userid.nunique() == len(unseen_users)\n", - "print len(unseen_users)" + "print(len(unseen_users))" ] }, { @@ -971,7 +973,7 @@ { "data": { "text/plain": [ - "(1208L, 10L)" + "(1208, 10)" ] }, "execution_count": 33, @@ -1642,7 +1644,7 @@ { "data": { "text/plain": [ - "Relevance(precision=0.48771352650892064, recall=0.19621777241472779, fallout=0.058711254774068439, specifity=0.68088130501335409, miss_rate=0.741780456106087)" + "Relevance(precision=0.48771352650892064, recall=0.1962177724147278, fallout=0.05871125477406844, specifity=0.6808813050133541, miss_rate=0.741780456106087)" ] }, "execution_count": 43, @@ -1657,21 +1659,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2 [sc2]", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.14" + "pygments_lexer": "ipython3", + "version": "3.6.4" }, "toc": { "nav_menu": {}, diff --git a/examples/Warm-start and standard scenarios.ipynb b/examples/Warm-start and standard scenarios.ipynb index c658354..7ec991f 100644 --- a/examples/Warm-start and standard scenarios.ipynb +++ b/examples/Warm-start and standard scenarios.ipynb @@ -188,7 +188,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Preparing data...\n" + "Preparing data...\n", + "Done.\n" ] } ], @@ -250,7 +251,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "PureSVD training time: 0.115710520212s\n" + "PureSVD training time: 0.1370795875410451s\n" ] }, { @@ -487,7 +488,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "PureSVD training time: 0.0980574636021s\n" + "PureSVD training time: 0.09909787366876799s\n" ] }, { @@ -651,21 +652,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2 [sc2]", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.14" + "pygments_lexer": "ipython3", + "version": "3.6.4" }, "toc": { "nav_menu": {}, From b53b4fd9847ff15434a912e65b46a86b35c38cd3 Mon Sep 17 00:00:00 2001 From: Evgeny Frolov Date: Wed, 7 Mar 2018 14:24:41 +0300 Subject: [PATCH 10/13] update readme --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 3e62e77..0aa136d 100644 --- a/README.md +++ b/README.md @@ -7,7 +7,7 @@ The framework also features efficient tensor-based implementation of an algorith ## Prerequisites -**Note:** Currently runs on python 2 only (python 3 support in plans). +Current version of Polara supports both Python 2 and Python 3 environments. Future versions are likely to drop support of Python 2 to make a better use of Python 3 features. The framework heavily depends on `Pandas, Numpy, Scipy` and `Numba` packages. Better performance can be achieved with `mkl` (optional). It's also recommended to use `jupyter notebook` for experimentation. Visualization of results can be done with help of `matplotlib` and optionally `seaborn`. The easiest way to get all those at once is to use the latest [Anaconda distribution](https://www.continuum.io/downloads). From e291f6f99a16300e5ad8a9f3a76f46b67b4fe743 Mon Sep 17 00:00:00 2001 From: Evgeny Frolov Date: Wed, 7 Mar 2018 14:29:45 +0300 Subject: [PATCH 11/13] update readme --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 0aa136d..3849905 100644 --- a/README.md +++ b/README.md @@ -7,7 +7,7 @@ The framework also features efficient tensor-based implementation of an algorith ## Prerequisites -Current version of Polara supports both Python 2 and Python 3 environments. Future versions are likely to drop support of Python 2 to make a better use of Python 3 features. +Current version of Polara supports both Python 2 and Python 3 environments. Future versions are likely to drop support of Python 2 to make a better use of Python 3 features. The framework heavily depends on `Pandas, Numpy, Scipy` and `Numba` packages. Better performance can be achieved with `mkl` (optional). It's also recommended to use `jupyter notebook` for experimentation. Visualization of results can be done with help of `matplotlib` and optionally `seaborn`. The easiest way to get all those at once is to use the latest [Anaconda distribution](https://www.continuum.io/downloads). @@ -17,7 +17,7 @@ If you use a separate `conda` environment for testing, the following command can Alternatively, a new conda environment with all required packages can be created by: -`conda create -n python=2.7 --file conda_req.txt` +`conda create -n python=3.6 --file conda_req.txt` ## Installation From fe3cfdb5727bf9b89af433de8341c124d9934370 Mon Sep 17 00:00:00 2001 From: Evgeny Frolov Date: Wed, 7 Mar 2018 14:53:25 +0300 Subject: [PATCH 12/13] rerun jupyter notebooks --- examples/Custom evaluation.ipynb | 2 +- examples/Example_ML1M.ipynb | 230 ++++++++---------- .../Warm-start and standard scenarios.ipynb | 11 +- tests/polara_new_evaluation.ipynb | 118 ++++----- 4 files changed, 163 insertions(+), 198 deletions(-) diff --git a/examples/Custom evaluation.ipynb b/examples/Custom evaluation.ipynb index 1628398..c907f76 100644 --- a/examples/Custom evaluation.ipynb +++ b/examples/Custom evaluation.ipynb @@ -466,7 +466,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "PureSVD training time: 0.18142009227667832s\n" + "PureSVD training time: 0.0981479023320091s\n" ] } ], diff --git a/examples/Example_ML1M.ipynb b/examples/Example_ML1M.ipynb index b194650..6df36af 100644 --- a/examples/Example_ML1M.ipynb +++ b/examples/Example_ML1M.ipynb @@ -85,7 +85,7 @@ "outputs": [], "source": [ "DATA_NAME = 'ml-1m'\n", - "DATA_FILE = 'C:/Users/evfro/Downloads/{}.zip'.format(DATA_NAME)#path to Movielens-1M zip-file\n", + "DATA_FILE = '/{}.zip'.format(DATA_NAME)#path to Movielens-1M zip-file\n", " #set it to None to automatically download data from Grouplens\n", "SESS_SIZE = 20" ] @@ -148,7 +148,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2017-01-19T00:18:16.284000", @@ -165,7 +165,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -182,7 +182,7 @@ " 'warm_start': True}" ] }, - "execution_count": 6, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -200,7 +200,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2017-01-19T00:18:20.954000", @@ -219,7 +219,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2017-01-19T00:19:37.710000", @@ -233,7 +233,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2017-01-19T00:19:40.427000", @@ -247,7 +247,7 @@ "['PureSVD', 'CoFFee', 'mostpopular', 'random']" ] }, - "execution_count": 9, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -261,7 +261,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2017-01-19T00:19:41.991000", @@ -276,7 +276,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2017-01-19T00:19:42.483000", @@ -302,7 +302,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2017-01-19T00:19:43.197000", @@ -340,7 +340,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2017-01-19T00:19:46.148000", @@ -356,7 +356,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2017-01-19T00:19:51.117000", @@ -378,25 +378,7 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "from polara.recommender.models import defaults" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "defaults.ndcg_alternative = True" - ] - }, - { - "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2017-01-19T00:19:57.864000", @@ -421,8 +403,8 @@ "1 of 1208 userid's were filtered out from holdout. Reason: not enough items.\n", "1 userid's were filtered out from testset. Reason: inconsistent with holdout.\n", "Done.\n", - "PureSVD training time: 0.125109219353s\n", - "CoFFee training time: 2.67707903324s\n", + "PureSVD training time: 0.10939731338624485s\n", + "CoFFee training time: 1.9994920114886359s\n", "100 70 50 30 20 15 10 5 3 2 1 \n", "============ Fold: 2 =============\n", "Preparing data...\n", @@ -431,8 +413,8 @@ "2 of 1208 userid's were filtered out from holdout. Reason: not enough items.\n", "2 userid's were filtered out from testset. Reason: inconsistent with holdout.\n", "Done.\n", - "PureSVD training time: 0.106660447788s\n", - "CoFFee training time: 1.4917802864s\n", + "PureSVD training time: 0.09770373147282374s\n", + "CoFFee training time: 1.6519600406682544s\n", "100 70 50 30 20 15 10 5 3 2 1 \n", "============ Fold: 3 =============\n", "Preparing data...\n", @@ -441,8 +423,8 @@ "4 of 1208 userid's were filtered out from holdout. Reason: not enough items.\n", "4 userid's were filtered out from testset. Reason: inconsistent with holdout.\n", "Done.\n", - "PureSVD training time: 0.0961797659387s\n", - "CoFFee training time: 1.38705406048s\n", + "PureSVD training time: 0.09997345185669104s\n", + "CoFFee training time: 2.7146723711138705s\n", "100 70 50 30 20 15 10 5 3 2 1 \n", "============ Fold: 4 =============\n", "Preparing data...\n", @@ -451,8 +433,8 @@ "2 of 1208 userid's were filtered out from holdout. Reason: not enough items.\n", "2 userid's were filtered out from testset. Reason: inconsistent with holdout.\n", "Done.\n", - "PureSVD training time: 0.0990840161214s\n", - "CoFFee training time: 1.19929596366s\n", + "PureSVD training time: 0.09677126440637807s\n", + "CoFFee training time: 1.7942675702759985s\n", "100 70 50 30 20 15 10 5 3 2 1 \n", "============ Fold: 5 =============\n", "Preparing data...\n", @@ -461,8 +443,8 @@ "2 of 1208 userid's were filtered out from holdout. Reason: not enough items.\n", "2 userid's were filtered out from testset. Reason: inconsistent with holdout.\n", "Done.\n", - "PureSVD training time: 0.108185872012s\n", - "CoFFee training time: 1.39966552257s\n", + "PureSVD training time: 0.09881926403295438s\n", + "CoFFee training time: 2.2371861447865733s\n", "100 70 50 30 20 15 10 5 3 2 1 " ] } @@ -482,7 +464,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2017-01-19T00:19:57.868000", @@ -496,7 +478,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -517,7 +499,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2017-01-19T00:18:13.045000", @@ -538,12 +520,12 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -558,12 +540,12 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -578,7 +560,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -643,122 +625,122 @@ " 1\n", " 0.077220\n", " 0.026973\n", - " 0.068701\n", - " 0.020264\n", + " 0.069769\n", + " 0.019528\n", " 0.034049\n", " 0.021976\n", - " 0.000367\n", - " 0.001190\n", + " 0.000390\n", + " 0.001630\n", " \n", " \n", " 2\n", " 0.111342\n", " 0.040239\n", - " 0.098681\n", - " 0.028941\n", + " 0.098721\n", + " 0.029681\n", " 0.049284\n", " 0.031109\n", - " 0.000490\n", - " 0.001536\n", + " 0.000552\n", + " 0.002211\n", " \n", " \n", " 3\n", " 0.132601\n", " 0.051971\n", - " 0.117363\n", - " 0.037882\n", + " 0.117231\n", + " 0.037676\n", " 0.057795\n", " 0.037549\n", - " 0.000768\n", - " 0.001894\n", + " 0.000748\n", + " 0.002522\n", " \n", " \n", " 5\n", " 0.159641\n", " 0.069481\n", - " 0.141741\n", - " 0.051012\n", + " 0.142215\n", + " 0.049924\n", " 0.070335\n", " 0.048499\n", - " 0.001197\n", - " 0.002503\n", + " 0.001120\n", + " 0.002918\n", " \n", " \n", " 10\n", " 0.197528\n", " 0.101178\n", - " 0.177197\n", - " 0.073654\n", + " 0.178211\n", + " 0.072297\n", " 0.091356\n", " 0.064922\n", - " 0.002089\n", - " 0.003745\n", + " 0.001662\n", + " 0.004274\n", " \n", " \n", " 15\n", " 0.219348\n", " 0.122217\n", - " 0.198856\n", - " 0.091141\n", + " 0.199277\n", + " 0.088928\n", " 0.105611\n", " 0.077387\n", - " 0.002648\n", - " 0.005173\n", + " 0.002112\n", + " 0.005217\n", " \n", " \n", " 20\n", " 0.234971\n", " 0.139544\n", - " 0.213810\n", - " 0.104326\n", + " 0.213987\n", + " 0.101211\n", " 0.116623\n", " 0.086674\n", - " 0.003254\n", - " 0.005984\n", + " 0.002620\n", + " 0.006157\n", " \n", " \n", " 30\n", " 0.256997\n", " 0.166981\n", - " 0.235499\n", - " 0.126515\n", + " 0.235988\n", + " 0.123764\n", " 0.130844\n", " 0.101282\n", - " 0.004253\n", - " 0.007775\n", + " 0.003894\n", + " 0.007529\n", " \n", " \n", " 50\n", " 0.284766\n", " 0.205027\n", - " 0.262558\n", - " 0.158648\n", + " 0.263548\n", + " 0.154949\n", " 0.151501\n", " 0.125126\n", - " 0.005792\n", - " 0.011015\n", + " 0.005715\n", + " 0.010865\n", " \n", " \n", " 70\n", " 0.302296\n", " 0.230614\n", - " 0.280242\n", - " 0.181900\n", + " 0.280526\n", + " 0.179861\n", " 0.164905\n", " 0.143222\n", - " 0.007395\n", - " 0.013831\n", + " 0.007435\n", + " 0.013285\n", " \n", " \n", " 100\n", " 0.319825\n", " 0.262407\n", - " 0.297870\n", - " 0.207949\n", + " 0.297796\n", + " 0.205782\n", " 0.180364\n", " 0.165874\n", - " 0.009560\n", - " 0.017589\n", + " 0.009852\n", + " 0.017074\n", " \n", " \n", "\n", @@ -768,35 +750,35 @@ " nDCG nDCL nDCG nDCL nDCG nDCL \\\n", " PureSVD PureSVD CoFFee CoFFee mostpopular mostpopular \n", "top-n \n", - "1 0.077220 0.026973 0.068701 0.020264 0.034049 0.021976 \n", - "2 0.111342 0.040239 0.098681 0.028941 0.049284 0.031109 \n", - "3 0.132601 0.051971 0.117363 0.037882 0.057795 0.037549 \n", - "5 0.159641 0.069481 0.141741 0.051012 0.070335 0.048499 \n", - "10 0.197528 0.101178 0.177197 0.073654 0.091356 0.064922 \n", - "15 0.219348 0.122217 0.198856 0.091141 0.105611 0.077387 \n", - "20 0.234971 0.139544 0.213810 0.104326 0.116623 0.086674 \n", - "30 0.256997 0.166981 0.235499 0.126515 0.130844 0.101282 \n", - "50 0.284766 0.205027 0.262558 0.158648 0.151501 0.125126 \n", - "70 0.302296 0.230614 0.280242 0.181900 0.164905 0.143222 \n", - "100 0.319825 0.262407 0.297870 0.207949 0.180364 0.165874 \n", + "1 0.077220 0.026973 0.069769 0.019528 0.034049 0.021976 \n", + "2 0.111342 0.040239 0.098721 0.029681 0.049284 0.031109 \n", + "3 0.132601 0.051971 0.117231 0.037676 0.057795 0.037549 \n", + "5 0.159641 0.069481 0.142215 0.049924 0.070335 0.048499 \n", + "10 0.197528 0.101178 0.178211 0.072297 0.091356 0.064922 \n", + "15 0.219348 0.122217 0.199277 0.088928 0.105611 0.077387 \n", + "20 0.234971 0.139544 0.213987 0.101211 0.116623 0.086674 \n", + "30 0.256997 0.166981 0.235988 0.123764 0.130844 0.101282 \n", + "50 0.284766 0.205027 0.263548 0.154949 0.151501 0.125126 \n", + "70 0.302296 0.230614 0.280526 0.179861 0.164905 0.143222 \n", + "100 0.319825 0.262407 0.297796 0.205782 0.180364 0.165874 \n", "\n", " nDCG nDCL \n", " random random \n", "top-n \n", - "1 0.000367 0.001190 \n", - "2 0.000490 0.001536 \n", - "3 0.000768 0.001894 \n", - "5 0.001197 0.002503 \n", - "10 0.002089 0.003745 \n", - "15 0.002648 0.005173 \n", - "20 0.003254 0.005984 \n", - "30 0.004253 0.007775 \n", - "50 0.005792 0.011015 \n", - "70 0.007395 0.013831 \n", - "100 0.009560 0.017589 " + "1 0.000390 0.001630 \n", + "2 0.000552 0.002211 \n", + "3 0.000748 0.002522 \n", + "5 0.001120 0.002918 \n", + "10 0.001662 0.004274 \n", + "15 0.002112 0.005217 \n", + "20 0.002620 0.006157 \n", + "30 0.003894 0.007529 \n", + "50 0.005715 0.010865 \n", + "70 0.007435 0.013285 \n", + "100 0.009852 0.017074 " ] }, - "execution_count": 24, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -807,12 +789,12 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -922,21 +904,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2 [sc2]", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.14" + "pygments_lexer": "ipython3", + "version": "3.6.4" }, "toc": { "nav_menu": {}, diff --git a/examples/Warm-start and standard scenarios.ipynb b/examples/Warm-start and standard scenarios.ipynb index 7ec991f..6864fef 100644 --- a/examples/Warm-start and standard scenarios.ipynb +++ b/examples/Warm-start and standard scenarios.ipynb @@ -251,7 +251,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "PureSVD training time: 0.1370795875410451s\n" + "PureSVD training time: 0.12987111022293263s\n" ] }, { @@ -368,7 +368,7 @@ { "data": { "text/plain": [ - "Relevance(precision=0.34864790286975716, recall=0.20088300220750549, fallout=0.056015452538631341, specifity=0.62279249448123619, miss_rate=0.72875275938189843)" + "Relevance(precision=0.34864790286975716, recall=0.2008830022075055, fallout=0.05601545253863134, specifity=0.6227924944812362, miss_rate=0.7287527593818984)" ] }, "execution_count": 12, @@ -388,7 +388,7 @@ { "data": { "text/plain": [ - "Relevance(precision=0.34892384105960267, recall=0.20212472406181015, fallout=0.058912803532008826, specifity=0.61989514348785868, miss_rate=0.72751103752759372)" + "Relevance(precision=0.3536147902869757, recall=0.20516004415011035, fallout=0.06070640176600441, specifity=0.6181015452538631, miss_rate=0.7244757174392936)" ] }, "execution_count": 13, @@ -427,7 +427,8 @@ "19 unique movieid's within 26 testset interactions were filtered. Reason: not in the training data.\n", "1 unique movieid's within 1 holdout interactions were filtered. Reason: not in the training data.\n", "1 of 1208 userid's were filtered out from holdout. Reason: not enough items.\n", - "1 userid's were filtered out from testset. Reason: inconsistent with holdout.\n" + "1 userid's were filtered out from testset. Reason: inconsistent with holdout.\n", + "Done.\n" ] } ], @@ -488,7 +489,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "PureSVD training time: 0.09909787366876799s\n" + "PureSVD training time: 0.10033848882716256s\n" ] }, { diff --git a/tests/polara_new_evaluation.ipynb b/tests/polara_new_evaluation.ipynb index 3c4041e..3e30b32 100644 --- a/tests/polara_new_evaluation.ipynb +++ b/tests/polara_new_evaluation.ipynb @@ -6,6 +6,7 @@ "metadata": {}, "outputs": [], "source": [ + "from __future__ import print_function\n", "from collections import namedtuple\n", "\n", "import pandas as pd\n", @@ -27,13 +28,6 @@ "from polara.recommender.models import SVDModel" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "markdown", "metadata": {}, @@ -100,7 +94,7 @@ { "data": { "text/plain": [ - "0.75616402981683351" + "0.7561640298168335" ] }, "execution_count": 7, @@ -277,7 +271,7 @@ { "data": { "text/plain": [ - "0.86062517437112918" + "0.8606251743711292" ] }, "execution_count": 14, @@ -297,7 +291,7 @@ { "data": { "text/plain": [ - "0.86165416690705199" + "0.861654166907052" ] }, "execution_count": 15, @@ -309,13 +303,6 @@ "get_ndcl_score(emiss, discm, idisc, swp, alternative=False)" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "markdown", "metadata": {}, @@ -466,7 +453,8 @@ "19 unique movieid's within 26 testset interactions were filtered. Reason: not in the training data.\n", "1 unique movieid's within 1 holdout interactions were filtered. Reason: not in the training data.\n", "1 of 1208 userid's were filtered out from holdout. Reason: not enough items.\n", - "1 userid's were filtered out from testset. Reason: inconsistent with holdout.\n" + "1 userid's were filtered out from testset. Reason: inconsistent with holdout.\n", + "Done.\n" ] } ], @@ -494,7 +482,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "PureSVD training time: 0.430555454258s\n" + "PureSVD training time: 0.4176868981995412s\n" ] } ], @@ -555,7 +543,7 @@ { "data": { "text/plain": [ - "<1207x3687 sparse matrix of type ''\n", + "<1207x3687 sparse matrix of type ''\n", "\twith 3621 stored elements in Compressed Sparse Row format>" ] }, @@ -576,7 +564,7 @@ { "data": { "text/plain": [ - "<1207x3687 sparse matrix of type ''\n", + "<1207x3687 sparse matrix of type ''\n", "\twith 2346 stored elements in Compressed Sparse Row format>" ] }, @@ -597,7 +585,7 @@ { "data": { "text/plain": [ - "<1207x3687 sparse matrix of type ''\n", + "<1207x3687 sparse matrix of type ''\n", "\twith 1275 stored elements in Compressed Sparse Row format>" ] }, @@ -627,7 +615,7 @@ { "data": { "text/plain": [ - "<1207x3687 sparse matrix of type ''\n", + "<1207x3687 sparse matrix of type ''\n", "\twith 12070 stored elements in Compressed Sparse Row format>" ] }, @@ -648,7 +636,7 @@ { "data": { "text/plain": [ - "<1207x3687 sparse matrix of type ''\n", + "<1207x3687 sparse matrix of type ''\n", "\twith 3621 stored elements in Compressed Sparse Row format>" ] }, @@ -689,7 +677,7 @@ { "data": { "text/plain": [ - "0.064068896990696442" + "0.06406889699069644" ] }, "execution_count": 34, @@ -798,7 +786,7 @@ { "data": { "text/plain": [ - "Ranking(nDCG=0.1699440242225603, nDCL=0.064068896990696442)" + "Ranking(nDCG=0.1699440242225603, nDCL=0.06406889699069644)" ] }, "execution_count": 37, @@ -818,7 +806,7 @@ { "data": { "text/plain": [ - "Ranking(nDCG=0.1699440242225603, nDCL=0.064068896990696442)" + "Ranking(nDCG=0.1699440242225603, nDCL=0.06406889699069644)" ] }, "execution_count": 38, @@ -857,13 +845,6 @@ "svd.evaluate('hits', not_rated_penalty=None)" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "code", "execution_count": 40, @@ -872,7 +853,7 @@ { "data": { "text/plain": [ - "Relevance(precision=0.39215686274509803, recall=0.24247445457056063, fallout=0.068903617785142215, specifity=0.6096382214857774, miss_rate=0.68710301021817177)" + "Relevance(precision=0.39215686274509803, recall=0.24247445457056063, fallout=0.06890361778514222, specifity=0.6096382214857774, miss_rate=0.6871030102181718)" ] }, "execution_count": 40, @@ -917,7 +898,7 @@ { "data": { "text/plain": [ - "Ranking(nDCG=0.1699440242225603, nDCL=0.064068896990696442)" + "Ranking(nDCG=0.1699440242225603, nDCL=0.06406889699069644)" ] }, "execution_count": 43, @@ -944,7 +925,7 @@ { "data": { "text/plain": [ - "Ranking(nDCG=0.073593470418241977, nDCL=0.022039537078199615)" + "Ranking(nDCG=0.07359347041824198, nDCL=0.022039537078199615)" ] }, "execution_count": 44, @@ -1057,7 +1038,7 @@ } ], "source": [ - "print test_recs\n", + "print(test_recs)\n", "test_data" ] }, @@ -1124,7 +1105,7 @@ { "data": { "text/plain": [ - "array([1130])" + "array([1130], dtype=int64)" ] }, "execution_count": 51, @@ -1193,8 +1174,8 @@ { "data": { "text/plain": [ - "array([ 1. , 0.63092975, 0.5 , 0.43067656, 0.38685281,\n", - " 0.35620719, 0.33333333, 0.31546488, 0.30103 , 0.28906483])" + "array([1. , 0.63092975, 0.5 , 0.43067656, 0.38685281,\n", + " 0.35620719, 0.33333333, 0.31546488, 0.30103 , 0.28906483])" ] }, "execution_count": 55, @@ -1214,7 +1195,8 @@ { "data": { "text/plain": [ - "array([1045, 2469, 1126, 1173, 2489, 846, 2638, 524, 1130, 2553])" + "array([1045, 2469, 1126, 1173, 2489, 846, 2638, 524, 1130, 2553],\n", + " dtype=int32)" ] }, "execution_count": 56, @@ -1234,7 +1216,7 @@ { "data": { "text/plain": [ - "array([ 1. , 0.63092975, 0.5 ])" + "array([1. , 0.63092975, 0.5 ])" ] }, "execution_count": 57, @@ -1308,8 +1290,8 @@ } ], "source": [ - "print 'rec rank', np.where(np.isin(test_recs, test_data.movieid))[0] + 1\n", - "print 'rec item', test_recs[np.isin(test_recs, test_data.movieid)]" + "print('rec rank', np.where(np.isin(test_recs, test_data.movieid))[0] + 1)\n", + "print('rec item', test_recs[np.isin(test_recs, test_data.movieid)])" ] }, { @@ -1367,7 +1349,7 @@ { "data": { "text/plain": [ - "array([ 3.])" + "array([3.])" ] }, "execution_count": 63, @@ -1387,7 +1369,7 @@ { "data": { "text/plain": [ - "<1x2639 sparse matrix of type ''\n", + "<1x2639 sparse matrix of type ''\n", "\twith 1 stored elements in Compressed Sparse Row format>" ] }, @@ -1458,18 +1440,18 @@ "name": "stdout", "output_type": "stream", "text": [ - "dcg 1.50514997832\n", - "idcg 8.15464876786\n", - "ndcg 0.18457569678\n" + "dcg 1.505149978319906\n", + "idcg 8.154648767857287\n", + "ndcg 0.1845756967795682\n" ] } ], "source": [ "cg = lambda rel, pos: rel / np.log2(1+pos)\n", "\n", - "print 'dcg ', cg(5, 9)\n", - "print 'idcg', cg(5, 1) + cg(5, 2)\n", - "print 'ndcg', cg(5, 9) / (cg(5, 1) + cg(5, 2))" + "print('dcg ', cg(5, 9))\n", + "print('idcg', cg(5, 1) + cg(5, 2))\n", + "print('ndcg', cg(5, 9) / (cg(5, 1) + cg(5, 2)))" ] }, { @@ -1490,17 +1472,17 @@ "text": [ "dcl 0\n", "idcl 0\n", - "ndcl [ nan]\n" + "ndcl [nan]\n" ] } ], "source": [ "cl = lambda rel, pos: (np.exp(rel-4)-1) / (-np.log2(1+pos))\n", "\n", - "print 'dcl ', 0\n", - "print 'idcl', 0\n", + "print('dcl ', 0)\n", + "print('idcl', 0)\n", "with np.errstate(invalid='ignore'):\n", - " print 'ndcl', np.array([0.]) / np.array([0.])" + " print('ndcl', np.array([0.]) / np.array([0.]))" ] }, { @@ -1520,16 +1502,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "dcl 0.316060279414\n", + "dcl 0.31606027941427883\n", "idcl 0\n", - "ndcl [ inf]\n" + "ndcl [inf]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\evfro\\Anaconda3\\envs\\sc2\\lib\\site-packages\\ipykernel_launcher.py:6: RuntimeWarning: divide by zero encountered in divide\n", + "C:\\Users\\evfro\\Anaconda3\\envs\\py3_polara\\lib\\site-packages\\ipykernel_launcher.py:6: RuntimeWarning: divide by zero encountered in true_divide\n", " \n" ] } @@ -1537,10 +1519,10 @@ "source": [ "cl = lambda rel, pos: (np.exp(rel-4)-1) / (-np.log2(1+pos))\n", "\n", - "print 'dcl ', cl(3, 3)\n", - "print 'idcl', 0\n", + "print('dcl ', cl(3, 3))\n", + "print('idcl', 0)\n", "with np.errstate(invalid='ignore'): # will not catch an error\n", - " print 'ndcl', cl(3, 3) / np.array([0.])" + " print('ndcl', cl(3, 3) / np.array([0.]))" ] }, { @@ -1553,21 +1535,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2 [sc2]", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.14" + "pygments_lexer": "ipython3", + "version": "3.6.4" }, "toc": { "nav_menu": {}, From 01ed51aec5c6415adfbd1fbdd5d11e26f43eb70d Mon Sep 17 00:00:00 2001 From: Evgeny Frolov Date: Wed, 7 Mar 2018 14:54:11 +0300 Subject: [PATCH 13/13] update version number --- setup.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/setup.py b/setup.py index 54ac9c5..eb36ce4 100644 --- a/setup.py +++ b/setup.py @@ -17,7 +17,7 @@ opts = dict(name="polara", description="Fast and flexible recommender framework", keywords = "recommender system", - version = "0.5.0", + version = "0.5.1", license="MIT", author="Evgeny Frolov", platforms=["any"],