{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Working notebook" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Notes on MUSE\n", "* Words in different languages have surprisingly low cosine similarity\n", " * compare this to antonyms in same language\n", "* Language is a direction" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\map22\\Anaconda3\\lib\\site-packages\\gensim\\utils.py:1197: UserWarning: detected Windows; aliasing chunkize to chunkize_serial\n", " warnings.warn(\"detected Windows; aliasing chunkize to chunkize_serial\")\n" ] } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "from gensim.models import KeyedVectors\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "drive = 'd'" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from numpy.linalg import norm\n", "def cos_sim(a,b):\n", " return np.dot(a,b) / (norm(a) * norm(b))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Merge MUSE embeddings across languages\n", "This takes some finesse. First, use linux cut to get first column as set:\n", "\n", "`cut -f1 -d \" \" wiki.multi.en-es-fr.vec > en_es_fr_tokens.txt `\n", "\n", "Then run `filter_muse` to filter one embedding from another.\n", "\n", "Then calculate size of new embedding using `cat` and first line of previous embedding (and use `tail -n+2 ...` to cut first, header line from previous embedding.\n", "\n", "Then `cat`: \n", "\n", "`cat header.txt wiki.multi.en-es.noheader.vec wiki.multi.fr.filter.vec > wiki.multi.en-es-fr.vec`" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def filter_muse(embedding1: str, embedding2: str):\n", " '''\n", " '''\n", " print('Loading first embedding to get tokens')\n", " df1 = pd.read_csv(embedding1, sep= '\\ ', skiprows = 1,\n", " header=None, usecols = [0])\n", " token_set = set(df1[0])\n", " print('Streaming and filtering second embedding')\n", " with open(embedding2, 'r', encoding='utf-8') as filter_file:\n", " with open(embedding2[:-4] + '.filter.vec', 'w', encoding='utf-8') as out_file:\n", " for line in filter_file:\n", " if line.split(' ')[0] not in token_set:\n", " out_file.write(line)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading first embedding to get tokens\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\map22\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:6: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n", " \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Streaming and filtering second embedding\n" ] } ], "source": [ "filter_muse(f'{drive}:/data/token_embeddings/muse/en_es_fr_tokens.txt',\n", " f'{drive}:/data/token_embeddings/muse/wiki.multi.vi.vec')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load MUSE models" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Wall time: 1min 22s\n" ] } ], "source": [ "%%time\n", "en_es_muse_model = KeyedVectors.load_word2vec_format(f'{drive}:/data/token_embeddings/muse/wiki.multi.en-es.vec')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Load bilingual dictionary" ] }, { "cell_type": "code", "execution_count": 160, "metadata": {}, "outputs": [], "source": [ "en_es_dict = (pd.read_csv(f'{drive}:/data/token_embeddings/muse/en-es.txt', sep = ' ',\n", " header = None, names = ['en', 'es'])\n", " .query('en != es'))\n", "en_count = en_es_dict['en'].value_counts().reset_index().rename(columns = {'en':'en_count', 'index':'en'})\n", "es_count = en_es_dict['es'].value_counts().reset_index().rename(columns = {'es':'es_count', 'index':'es'})\n", "en_es_dict = en_es_dict.merge(en_count, on = 'en').merge(es_count, on='es')" ] }, { "cell_type": "code", "execution_count": 161, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\map22\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:4: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " after removing the cwd from sys.path.\n" ] } ], "source": [ "en_es_dict['es_in_muse'] = en_es_dict['es'].apply(lambda row: row in en_es_muse_model)\n", "en_es_dict['en_in_muse'] = en_es_dict['en'].apply(lambda row: row in en_es_muse_model)\n", "simi_df = en_es_dict.query('en_in_muse and es_in_muse')\n", "simi_df['simi'] = simi_df.apply(lambda row: en_es_muse_model.similarity(row['en'], row['es']), axis = 1 )" ] }, { "cell_type": "code", "execution_count": 162, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " en_count es_count simi\n", "count 41353.000000 41353.000000 41353.000000\n", "mean 2.034266 1.778444 0.577634\n", "std 1.195149 0.934420 0.179978\n", "min 1.000000 1.000000 -0.000694\n", "25% 1.000000 1.000000 0.464513\n", "50% 2.000000 2.000000 0.620349\n", "75% 3.000000 2.000000 0.717639\n", "max 6.000000 6.000000 0.953020" ] }, "execution_count": 162, "metadata": {}, "output_type": "execute_result" } ], "source": [ "simi_df.describe()" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('cervecería', 0.7326526641845703),\n", " ('aguardiente', 0.620478093624115),\n", " ('campeón', 0.5997775793075562),\n", " ('queso', 0.5982909202575684),\n", " ('muestra', 0.5978140830993652),\n", " ('pacífico', 0.593805193901062),\n", " ('caña', 0.5887435078620911),\n", " ('habanos', 0.5859684348106384),\n", " ('abierta', 0.5799714922904968),\n", " ('productores', 0.5791232585906982)]" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "en_es_muse_model.most_similar('cerveza')" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('eggs', 0.8360580205917358),\n", " ('huevo', 0.7428090572357178),\n", " ('yolk', 0.699050784111023),\n", " ('yolks', 0.686025857925415),\n", " ('eggshell', 0.630234956741333),\n", " ('huevas', 0.6180562973022461),\n", " ('hatching', 0.6175849437713623),\n", " ('unfertilized', 0.6004554033279419),\n", " ('eggshells', 0.5988366603851318),\n", " ('hatchlings', 0.5922733545303345)]" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "en_es_muse_model.most_similar('egg')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Load most common words to see if there is more / less similarity depending on frequency" ] }, { "cell_type": "code", "execution_count": 164, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " word count\n", "0 the 23135851162" ] }, "execution_count": 164, "metadata": {}, "output_type": "execute_result" } ], "source": [ "norvig_df = pd.read_csv('d:/data/token_embeddings/norvig_word_counts.tsv', sep='\\t',names = ['word', 'count'])\n", "norvig_df.head(1)" ] }, { "cell_type": "code", "execution_count": 165, "metadata": {}, "outputs": [], "source": [ "simi_df = simi_df.merge(norvig_df, left_on='en', right_on='word', how='left')" ] }, { "cell_type": "code", "execution_count": 166, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "simi_df.sample(10000).plot.scatter('count','simi', alpha = 0.1)\n", "plt.xscale('log')" ] }, { "cell_type": "code", "execution_count": 169, "metadata": {}, "outputs": [], "source": [ "common_word_diffs = []\n", "for index, row in simi_df.iterrows():\n", " common_word_diffs.append(en_es_muse_model[row['en']] - en_es_muse_model[row['es']])\n", "common_word_diffs = np.array(common_word_diffs)\n", "common_direction = common_word_diffs.mean(axis = 0)\n", "simi_df['common_direction_simi'] = [cos_sim(x, common_direction) for x in common_word_diffs]" ] }, { "cell_type": "code", "execution_count": 170, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "simi_df.plot.scatter('count', 'common_direction_simi', alpha = 0.2)\n", "plt.xscale('log')" ] }, { "cell_type": "code", "execution_count": 176, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "simi_df.plot.scatter('simi', 'common_direction_simi', alpha = 0.1);" ] }, { "cell_type": "code", "execution_count": 174, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "simi_df.query('en_count> 1').plot.scatter('simi', 'common_direction_simi', alpha = 0.2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Appears due to string similarity" ] }, { "cell_type": "code", "execution_count": 179, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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enesen_countes_countes_in_museen_in_musesimiwordcountcommon_direction_simi
15582patronagepatrocinio24TrueTrue0.490353patronage990921.00.038627
16654floweringflorecimiento33TrueTrue0.426108flowering2151998.0-0.026972
27106pumpkincalabaza12TrueTrue0.558715pumpkin3457437.00.071745
25724enrichenriquecimiento43TrueTrue0.577924enrich1542232.0-0.051706
30651illuminatingesclarecedor12TrueTrue0.482093illuminating924257.00.132645
32452auditedcomprobados11TrueTrue0.423341audited2100803.00.129766
10675preferprefiere52TrueTrue0.599708prefer16005656.0-0.070273
28738computerizedinformatizado12TrueTrue0.577728computerized2455700.00.065501
775targetsobjetivos44TrueTrue0.588409targets14774632.00.138417
37310lustylujurioso12TrueTrue0.494442lusty702157.00.075398
\n", "
" ], "text/plain": [ " en es en_count es_count es_in_muse \\\n", "15582 patronage patrocinio 2 4 True \n", "16654 flowering florecimiento 3 3 True \n", "27106 pumpkin calabaza 1 2 True \n", "25724 enrich enriquecimiento 4 3 True \n", "30651 illuminating esclarecedor 1 2 True \n", "32452 audited comprobados 1 1 True \n", "10675 prefer prefiere 5 2 True \n", "28738 computerized informatizado 1 2 True \n", "775 targets objetivos 4 4 True \n", "37310 lusty lujurioso 1 2 True \n", "\n", " en_in_muse simi word count common_direction_simi \n", "15582 True 0.490353 patronage 990921.0 0.038627 \n", "16654 True 0.426108 flowering 2151998.0 -0.026972 \n", "27106 True 0.558715 pumpkin 3457437.0 0.071745 \n", "25724 True 0.577924 enrich 1542232.0 -0.051706 \n", "30651 True 0.482093 illuminating 924257.0 0.132645 \n", "32452 True 0.423341 audited 2100803.0 0.129766 \n", "10675 True 0.599708 prefer 16005656.0 -0.070273 \n", "28738 True 0.577728 computerized 2455700.0 0.065501 \n", "775 True 0.588409 targets 14774632.0 0.138417 \n", "37310 True 0.494442 lusty 702157.0 0.075398 " ] }, "execution_count": 179, "metadata": {}, "output_type": "execute_result" } ], "source": [ "simi_df.query('simi > 0.4 and simi < 0.6 and common_direction_simi < 0.2').sample(10)" ] }, { "cell_type": "code", "execution_count": 180, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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enesen_countes_countes_in_museen_in_musesimiwordcountcommon_direction_simi
8301liverpoolmadrid11TrueTrue0.495369liverpool10118816.00.425456
3713missionmisión21TrueTrue0.415513mission52716319.00.469778
7440reformreforma32TrueTrue0.457889reform22751438.00.467435
5367gardensjardín22TrueTrue0.404717gardens18454805.00.467310
12682coinmoneda23TrueTrue0.403037coin10095328.00.467231
1670combatcombate32TrueTrue0.549959combat14971773.00.526368
5138reservereserva23TrueTrue0.529485reserve35516087.00.430794
13039plainsllanos41TrueTrue0.402713plains7584638.00.436422
4709gallerygalería22TrueTrue0.544510gallery165671626.00.509782
37644sulpiciussulpicio11TrueTrue0.588917NaNNaN0.319610
\n", "
" ], "text/plain": [ " en es en_count es_count es_in_muse en_in_muse \\\n", "8301 liverpool madrid 1 1 True True \n", "3713 mission misión 2 1 True True \n", "7440 reform reforma 3 2 True True \n", "5367 gardens jardín 2 2 True True \n", "12682 coin moneda 2 3 True True \n", "1670 combat combate 3 2 True True \n", "5138 reserve reserva 2 3 True True \n", "13039 plains llanos 4 1 True True \n", "4709 gallery galería 2 2 True True \n", "37644 sulpicius sulpicio 1 1 True True \n", "\n", " simi word count common_direction_simi \n", "8301 0.495369 liverpool 10118816.0 0.425456 \n", "3713 0.415513 mission 52716319.0 0.469778 \n", "7440 0.457889 reform 22751438.0 0.467435 \n", "5367 0.404717 gardens 18454805.0 0.467310 \n", "12682 0.403037 coin 10095328.0 0.467231 \n", "1670 0.549959 combat 14971773.0 0.526368 \n", "5138 0.529485 reserve 35516087.0 0.430794 \n", "13039 0.402713 plains 7584638.0 0.436422 \n", "4709 0.544510 gallery 165671626.0 0.509782 \n", "37644 0.588917 NaN NaN 0.319610 " ] }, "execution_count": 180, "metadata": {}, "output_type": "execute_result" } ], "source": [ "simi_df.query('simi > 0.4 and simi < 0.6 and common_direction_simi > 0.3').sample(10)" ] }, { "cell_type": "code", "execution_count": 185, "metadata": {}, "outputs": [], "source": [ "simi_df['edit_similarity'] = simi_df.apply(lambda row: ratio(row['en'], row['es']), axis=1)" ] }, { "cell_type": "code", "execution_count": 197, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "simi_df.sample(10000).plot.scatter('simi', 'common_direction_simi', c = 'edit_similarity',alpha = 0.2, colormap = 'jet');" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "es_word_count_df = pd.read_csv('d:/data/token_embeddings/cavorite-ngrams-1gram.tsv', sep='\\t', \n", " names=['word', 'year', 'a', 'b'])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "word_count_agg_df = es_word_count_df.groupby('word').sum().reset_index()\n", "word_count_agg_df[['word', 'b']].to_csv('d:/data/token_embeddings/cavorite_word_counts_es.tsv', sep='\\t',\n", " index=False, header=None)" ] } ], "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": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }