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| "<a href=\"https://colab.research.google.com/gist/uni-3/89ef1999772306213b9038095af80aff/implicit.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "SE9BsXJ1JIsH" | |
| }, | |
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| "https://github.com/benfred/implicit/blob/master/examples/lastfm.py" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "R9AmX4s4BqhG", | |
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| "base_uri": "https://localhost:8080/" | |
| }, | |
| "outputId": "6a1b1295-e47c-48f5-c5f1-ea08adc5e6ed" | |
| }, | |
| "source": [ | |
| "!pip install implicit" | |
| ], | |
| "execution_count": 1, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "Collecting implicit\n", | |
| " Downloading implicit-0.5.2-cp37-cp37m-manylinux2014_x86_64.whl (18.5 MB)\n", | |
| "\u001b[K |████████████████████████████████| 18.5 MB 1.3 MB/s \n", | |
| "\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from implicit) (1.21.5)\n", | |
| "Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.7/dist-packages (from implicit) (4.63.0)\n", | |
| "Requirement already satisfied: scipy>=0.16 in /usr/local/lib/python3.7/dist-packages (from implicit) (1.4.1)\n", | |
| "Installing collected packages: implicit\n", | |
| "Successfully installed implicit-0.5.2\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "fsyifWCQCK1W" | |
| }, | |
| "source": [ | |
| "import pandas as pd\n", | |
| "import numpy as np\n", | |
| "import implicit\n", | |
| "import scipy" | |
| ], | |
| "execution_count": 2, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "yagthZstCSs_", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 49, | |
| "referenced_widgets": [ | |
| "f179d940d66440a4b41db41dc3522533", | |
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| "outputId": "0ec18b2d-6676-4362-aceb-85f792a8aad5" | |
| }, | |
| "source": [ | |
| "from implicit.datasets.lastfm import get_lastfm\n", | |
| "artists, users, plays = get_lastfm()" | |
| ], | |
| "execution_count": 3, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
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| "0.00B [00:00, ?B/s]" | |
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| "metadata": { | |
| "id": "XSh4wSLJEgan", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 49, | |
| "referenced_widgets": [ | |
| "202ee6bed0b04b159b5409abfcef971e", | |
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| "source": [ | |
| "model = implicit.als.AlternatingLeastSquares(factors=50,\n", | |
| " regularization=0.01,\n", | |
| " iterations=25)\n", | |
| "model.fit(plays)" | |
| ], | |
| "execution_count": 49, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
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| "model_id": "202ee6bed0b04b159b5409abfcef971e", | |
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| " 0%| | 0/25 [00:00<?, ?it/s]" | |
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| }, | |
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| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "import tqdm\n", | |
| "user_items = plays.T.tocsr()\n", | |
| "with tqdm.tqdm(total=len(users[:5])) as progress:\n", | |
| " for userid, username in enumerate(users[:5]):\n", | |
| " artistids, scores = model.recommend(userid, user_items[userid], filter_already_liked_items=True)\n", | |
| " for artistid, score in zip(artistids, scores):\n", | |
| " if len(artists) < artistid:\n", | |
| " continue\n", | |
| " print((\"%s\\t%s\\t%s\\n\" % (username, artists[artistid], score)))\n", | |
| " progress.update(1)" | |
| ], | |
| "metadata": { | |
| "colab": { | |
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| }, | |
| "id": "K6OGVOyZE_8E", | |
| "outputId": "abab2f84-85f3-437f-c2ba-341a3edb0a95" | |
| }, | |
| "execution_count": 50, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stderr", | |
| "text": [ | |
| "44it [00:00, 1810.44it/s] " | |
| ] | |
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| "00000c289a1829a808ac09c00daf10bc3c4e223b\tsilly wizard\t0.32093942\n", | |
| "\n", | |
| "00000c289a1829a808ac09c00daf10bc3c4e223b\tbmc & l'assemblée\t0.3008999\n", | |
| "\n", | |
| "00000c289a1829a808ac09c00daf10bc3c4e223b\t@unbekannt (extreme g)\t0.27779818\n", | |
| "\n", | |
| "00000c289a1829a808ac09c00daf10bc3c4e223b\tpearson dunn strings orchestra\t0.2701014\n", | |
| "\n", | |
| "00000c289a1829a808ac09c00daf10bc3c4e223b\twilliam grant still\t0.25775927\n", | |
| "\n", | |
| "00000c289a1829a808ac09c00daf10bc3c4e223b\tthe gibson bros.\t0.25568268\n", | |
| "\n", | |
| "00000c289a1829a808ac09c00daf10bc3c4e223b\tnora below\t0.2555275\n", | |
| "\n", | |
| "00000c289a1829a808ac09c00daf10bc3c4e223b\tcorpus vile\t0.24885125\n", | |
| "\n", | |
| "00000c289a1829a808ac09c00daf10bc3c4e223b\tprima j\t0.24642985\n", | |
| "\n", | |
| "00001411dc427966b17297bf4d69e7e193135d89\tmixed by bong-ra\t0.002320768\n", | |
| "\n", | |
| "00001411dc427966b17297bf4d69e7e193135d89\tandré galluzzi\t0.0022442508\n", | |
| "\n", | |
| "00001411dc427966b17297bf4d69e7e193135d89\tfire bomber american\t0.0021687988\n", | |
| "\n", | |
| "00001411dc427966b17297bf4d69e7e193135d89\tlauren harris\t0.0021116708\n", | |
| "\n", | |
| "00001411dc427966b17297bf4d69e7e193135d89\tahp\t0.002070656\n", | |
| "\n", | |
| "00001411dc427966b17297bf4d69e7e193135d89\tpirron & knapp\t0.002061388\n", | |
| "\n", | |
| "00001411dc427966b17297bf4d69e7e193135d89\tluiz arruda paez\t0.0020361017\n", | |
| "\n", | |
| "00001411dc427966b17297bf4d69e7e193135d89\talka yagnik; amit kumar; kavita krishnamurthy; sonu nigam; sunidhi chauhan; udit narayan\t0.0020130437\n", | |
| "\n", | |
| "00001411dc427966b17297bf4d69e7e193135d89\tmimi ibarra\t0.0020004525\n", | |
| "\n", | |
| "00004d2ac9316e22dc007ab2243d6fcb239e707d\tאדיר אוחיון\t0.01643908\n", | |
| "\n", | |
| "00004d2ac9316e22dc007ab2243d6fcb239e707d\tadam harasiwicz\t0.014793498\n", | |
| "\n", | |
| "00004d2ac9316e22dc007ab2243d6fcb239e707d\tcovers i\t0.014467024\n", | |
| "\n", | |
| "00004d2ac9316e22dc007ab2243d6fcb239e707d\tcasino shanghai\t0.014415927\n", | |
| "\n", | |
| "00004d2ac9316e22dc007ab2243d6fcb239e707d\there are the facts you requested\t0.014056971\n", | |
| "\n", | |
| "00004d2ac9316e22dc007ab2243d6fcb239e707d\tâľ„ÃÀ\t0.0140068885\n", | |
| "\n", | |
| "00004d2ac9316e22dc007ab2243d6fcb239e707d\tahmet yildirim\t0.013593333\n", | |
| "\n", | |
| "00004d2ac9316e22dc007ab2243d6fcb239e707d\tfusio quartet\t0.013570644\n", | |
| "\n", | |
| "00004d2ac9316e22dc007ab2243d6fcb239e707d\ts.w.\t0.013510642\n", | |
| "\n", | |
| "00004d2ac9316e22dc007ab2243d6fcb239e707d\tmcnamara\t0.0134634925\n", | |
| "\n", | |
| "000063d3fe1cf2ba248b9e3c3f0334845a27a6bf\t'09$\t0.0018271955\n", | |
| "\n", | |
| "000063d3fe1cf2ba248b9e3c3f0334845a27a6bf\tarkaic\t0.0018102586\n", | |
| "\n", | |
| "000063d3fe1cf2ba248b9e3c3f0334845a27a6bf\tnihil fist\t0.0017790272\n", | |
| "\n", | |
| "000063d3fe1cf2ba248b9e3c3f0334845a27a6bf\tinmemory\t0.001728881\n", | |
| "\n", | |
| "000063d3fe1cf2ba248b9e3c3f0334845a27a6bf\taeronaut\t0.0016901582\n", | |
| "\n", | |
| "000063d3fe1cf2ba248b9e3c3f0334845a27a6bf\tno idea ?\t0.0016497249\n", | |
| "\n", | |
| "000063d3fe1cf2ba248b9e3c3f0334845a27a6bf\tbarefoot walker\t0.0016180675\n", | |
| "\n", | |
| "00007a47085b9aab8af55f52ec8846ac479ac4fe\tПроект БИ-2\t0.00072488165\n", | |
| "\n", | |
| "00007a47085b9aab8af55f52ec8846ac479ac4fe\tdan turéll\t0.0005463393\n", | |
| "\n", | |
| "00007a47085b9aab8af55f52ec8846ac479ac4fe\tensemble romula larrea & veronica larc\t0.00054521876\n", | |
| "\n", | |
| "00007a47085b9aab8af55f52ec8846ac479ac4fe\tmisha segal\t0.00049472187\n", | |
| "\n", | |
| "00007a47085b9aab8af55f52ec8846ac479ac4fe\tgod among insects\t0.00048513158\n", | |
| "\n", | |
| "00007a47085b9aab8af55f52ec8846ac479ac4fe\totra puse\t0.00047571148\n", | |
| "\n", | |
| "00007a47085b9aab8af55f52ec8846ac479ac4fe\tpyroclastic\t0.00047549844\n", | |
| "\n", | |
| "00007a47085b9aab8af55f52ec8846ac479ac4fe\tthe cairos\t0.0004738106\n", | |
| "\n", | |
| "00007a47085b9aab8af55f52ec8846ac479ac4fe\tearth stood still\t0.00047162396\n", | |
| "\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stderr", | |
| "text": [ | |
| "\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "qXvKRMx-GPvA", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "outputId": "5e657212-abfc-4502-de4c-2b81544ac74d" | |
| }, | |
| "source": [ | |
| "# artistid, other artistid, score\n", | |
| "user_count = np.ediff1d(plays.indptr)\n", | |
| "to_generate = sorted(np.arange(len(artists)), key=lambda x: -user_count[x])\n", | |
| "for artistid in to_generate[:5]:\n", | |
| " artist = artists[artistid]\n", | |
| " others, scores = model.similar_items(artistid, 11)\n", | |
| " for other, score in zip(others, scores):\n", | |
| " if len(artists) < other:\n", | |
| " continue\n", | |
| " print(f\"%s\\t%s\\t%s\\n\" % (artist, artists[other], score))\n", | |
| " " | |
| ], | |
| "execution_count": 52, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "radiohead\tradiohead\t1.0000001\n", | |
| "\n", | |
| "radiohead\tblack taxi\t0.89469194\n", | |
| "\n", | |
| "radiohead\tvibert / simmonds\t0.8650032\n", | |
| "\n", | |
| "radiohead\t銀杏boyz\t0.85511833\n", | |
| "\n", | |
| "radiohead\tbunky & jake\t0.85470194\n", | |
| "\n", | |
| "radiohead\tadrien sala\t0.8506106\n", | |
| "\n", | |
| "radiohead\tpremix\t0.8426455\n", | |
| "\n", | |
| "radiohead\tbioshock soundtrack\t0.838582\n", | |
| "\n", | |
| "radiohead\telisa fiorillo\t0.8345544\n", | |
| "\n", | |
| "radiohead\tthe coffin nails\t0.832676\n", | |
| "\n", | |
| "the beatles\tthe beatles\t1.0\n", | |
| "\n", | |
| "the beatles\tedu kehäkettunen & djpp\t0.9491118\n", | |
| "\n", | |
| "the beatles\tmuharrem ertaş\t0.9371736\n", | |
| "\n", | |
| "the beatles\tmarilyn mazurs future song\t0.9290759\n", | |
| "\n", | |
| "the beatles\tg. malone\t0.92577535\n", | |
| "\n", | |
| "the beatles\tagent 94\t0.92286485\n", | |
| "\n", | |
| "the beatles\tstyx & the contemporary youth orchestra\t0.91779476\n", | |
| "\n", | |
| "the beatles\tČertuf punk\t0.9173099\n", | |
| "\n", | |
| "the beatles\thawkeye\t0.9168076\n", | |
| "\n", | |
| "the beatles\tnation of boats\t0.91515106\n", | |
| "\n", | |
| "coldplay\tcoldplay\t1.0\n", | |
| "\n", | |
| "coldplay\tКоммунизм\t0.85884345\n", | |
| "\n", | |
| "coldplay\t赵鹏\t0.8561648\n", | |
| "\n", | |
| "coldplay\trobin hall and jimmie macgregor\t0.8549474\n", | |
| "\n", | |
| "coldplay\tasfixia\t0.8509144\n", | |
| "\n", | |
| "coldplay\tashford & simpson\t0.8365757\n", | |
| "\n", | |
| "coldplay\tcrystal castles vs the little ones\t0.83328277\n", | |
| "\n", | |
| "coldplay\twinter gloves\t0.8228376\n", | |
| "\n", | |
| "red hot chili peppers\tred hot chili peppers\t0.99999994\n", | |
| "\n", | |
| "red hot chili peppers\tmadbrenda\t0.91473454\n", | |
| "\n", | |
| "red hot chili peppers\tsümeyra\t0.900723\n", | |
| "\n", | |
| "red hot chili peppers\tthe privates\t0.8995463\n", | |
| "\n", | |
| "red hot chili peppers\tthe sugargliders\t0.8878148\n", | |
| "\n", | |
| "red hot chili peppers\tkill casino\t0.8871299\n", | |
| "\n", | |
| "red hot chili peppers\tbobby matos\t0.8856506\n", | |
| "\n", | |
| "red hot chili peppers\thugh dillon redemption choir\t0.88531375\n", | |
| "\n", | |
| "red hot chili peppers\tbajzel\t0.8838702\n", | |
| "\n", | |
| "muse\tmuse\t1.0000001\n", | |
| "\n", | |
| "muse\tavtomobili\t0.84405726\n", | |
| "\n", | |
| "muse\tad2\t0.83693504\n", | |
| "\n", | |
| "muse\tleon de juda\t0.8270184\n", | |
| "\n", | |
| "muse\tjudith edelman\t0.8172238\n", | |
| "\n", | |
| "muse\tsolal presents the moonshine sessions\t0.81517977\n", | |
| "\n", | |
| "muse\tannie´s trip\t0.8117278\n", | |
| "\n", | |
| "muse\tjez lowe\t0.81077415\n", | |
| "\n", | |
| "muse\tcheese on bread\t0.81030524\n", | |
| "\n", | |
| "muse\twilliam duckworth\t0.81024516\n", | |
| "\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "" | |
| ], | |
| "metadata": { | |
| "id": "85ENQUOMGkn5" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| } | |
| ] | |
| } |
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