In [1]:

    

import os,sys,inspect
currentdir = os.path.dirname(os.path.abspath(inspect.getfile(inspect.currentframe())))
parentdir = os.path.dirname(currentdir)
sys.path.insert(0,parentdir) 

import torch
import torch.nn as nn
import torch.autograd as autograd
import torch.optim as optim
import torch.nn.functional as F


class CBOW(nn.Module):

    def __init__(self, context_size=2, embedding_size=100, vocab_size=None):
        super(CBOW, self).__init__()
        self.embeddings = nn.Embedding(vocab_size, embedding_size)
        self.linear1 = nn.Linear(embedding_size, vocab_size)

    def forward(self, inputs):
        lookup_embeds = self.embeddings(inputs)
        embeds = lookup_embeds.sum(dim=1)
        out = self.linear1(embeds)
        return out


def make_context_vector(context, word_to_ix):
    idxs = [word_to_ix[w] for w in context]
    tensor = torch.LongTensor(idxs)
    return autograd.Variable(tensor)


    

In [80]:

    

def train(tokenized_words, epochs=100, context_size=2, embedding_size=10):
    """
    context_size: x words to the left, 2 to the right
    """
    vocab = set(tokenized_words)
    vocab_size = len(vocab)

    word_to_ix = {word: i for i, word in enumerate(vocab)}
    data = []
    for i in range(2, len(tokenized_words) - 2):
        context = [tokenized_words[i - 2], tokenized_words[i - 1],
                   tokenized_words[i + 1], tokenized_words[i + 2]]
        target = tokenized_words[i]
        data.append((context, target))

    loss_func = nn.CrossEntropyLoss()
    
    net = CBOW(context_size, embedding_size=embedding_size, vocab_size=vocab_size)
    optimizer = optim.SGD(net.parameters(), lr=0.01)
    
    print("Start training...")
    for epoch in range(epochs):
        total_loss = 0
        BSZ = 64
        input_batch = []
        target_batch = []
        n_batches = 0
        for context, target in data:
            context_var = make_context_vector(context, word_to_ix)
            target_ = torch.LongTensor([word_to_ix[target]])
            # Build batches
            input_batch.append(context_var)
            target_batch.append(target_)
            if len(input_batch) == BSZ:
                # Run completed batch
                input_batch = torch.stack(input_batch)
                target_batch = torch.stack(target_batch).long().squeeze()

                net.zero_grad()
                log_probs = net(input_batch)
                loss = loss_func(log_probs, target_batch)

                loss.backward()
                optimizer.step()

                total_loss += loss.item()
                
                input_batch = []
                target_batch = []
                n_batches += 1
        print(epoch, total_loss)
    
    return net, vocab, word_to_ix


    

In [4]:

    

from ptb import lang_util

PTB_TRAIN_PATH = "/Users/jgordon/nta/datasets/PTB/ptb.train.txt"

def tokenize(path):
    """Tokenizes a text file."""
    assert os.path.exists(path)
    all_words = []
    with open(path, "r", encoding="utf8") as f:
        for line in f:
            words = line.split() + ["<eos>"]
            all_words.extend(words)
    return all_words

tokenized_words = tokenize(PTB_TRAIN_PATH)


    

In [ ]:

    

ESIZE = 100
net, vocab, word_to_ix = train(tokenized_words, embedding_size=ESIZE, epochs=10)

filename = 'ptb_word2vec_%d.pt' % 100
torch.save(net.embeddings.weight, filename)
print("Saving %s, size: %s" % (filename, net.embeddings.weight.size()))


    

In [2]:

    

import matplotlib.pyplot as plt
from sklearn.decomposition import PCA

def visualize_embedding(embeddings):

    fig, ax = plt.subplots(dpi=300)

    plot_words = ['dog', 'cat', 'fish', 'cheese', 'bread', 
                  'colorado', 'travel', 'california', 'texas', 'apple',
                  'nevada', 'mississippi', "'s", "n't", "a", "the", "in", "to",
                  'lawsuit', 'legal', 'finance', 'financial', 
                  'money', 'currency', 'dollars', 'man', 'woman', 'boy', 'girl',
                 'orange', 'institution', 'bank', 'donation', 'investment']
    word_embeddings = []
    found_words = []
    for word in plot_words:
        if word in embeddings:
            word_embeddings.append(embeddings[word])
            found_words.append(word)
    word_embeddings = np.array(word_embeddings)
    print(word_embeddings.shape)
    pca = PCA(n_components=2)
    embed_pca = pca.fit_transform(word_embeddings)

    X = []
    Y = []

    for i, word in enumerate(found_words):
        x, y = embed_pca[i, :]
        X.append(x)
        Y.append(y)
        ax.text(x+0.03, y+0.03, word, fontsize=5)

    ax.scatter(X, Y, s=1.0, alpha=0.5)
    plt.show()


    

In [5]:

    

import fasttext

model = fasttext.train_unsupervised(PTB_TRAIN_PATH, model='skipgram')
filename = "ptb_fasttext.bin"
print("Saved %s" % filename)
model.save_model(filename)


    

    




Saved ptb_fasttext.bin

In [6]:

    

visualize_embedding(model)


    

    




---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
<ipython-input-6-24f879f0ca41> in <module>
----> 1 visualize_embedding(model)

<ipython-input-2-1de80871127f> in visualize_embedding(embeddings)
     18             word_embeddings.append(embeddings[word])
     19             found_words.append(word)
---> 20     word_embeddings = np.array(word_embeddings)
     21     print(word_embeddings.shape)
     22     pca = PCA(n_components=2)

NameError: name 'np' is not defined





    

In [8]:

    

from ptb import lang_util
import fasttext

# corpus = lang_util.Corpus("/Users/jgordon/nta/datasets/PTB")
ft_model = fasttext.load_model("/Users/jgordon/nta/datasets/embeddings/ptb_fasttext.bin")


    

In [9]:

    

len(ft_model.get_words())


    

    
Out[9]:





10000

In [13]:

    

print(ft_model.get_words('</s>'))


    

    




(['the', '<unk>', '</s>', 'N', 'of', 'to', 'a', 'in', 'and', "'s", 'that', 'for', '$', 'is', 'it', 'said', 'on', 'by', 'at', 'as', 'from', 'million', 'with', 'mr.', 'was', 'be', 'are', 'its', 'he', 'but', 'has', 'an', "n't", 'will', 'have', 'new', 'or', 'company', 'they', 'this', 'year', 'which', 'would', 'about', 'says', 'more', 'were', 'market', 'billion', 'his', 'had', 'their', 'up', 'u.s.', 'one', 'than', 'who', 'some', 'been', 'also', 'stock', 'other', 'share', 'not', 'we', 'corp.', 'if', 'when', 'i', 'last', 'president', 'shares', 'years', 'all', 'first', 'two', 'trading', 'because', 'after', 'could', 'inc.', 'sales', '&', 'there', 'out', 'business', 'only', 'do', 'such', 'can', 'most', 'into', 'york', 'may', 'over', 'co.', 'group', 'many', 'government', 'now', 'federal', 'companies', 'no', 'time', 'bank', 'so', 'any', 'cents', 'people', 'quarter', 'you', 'exchange', 'prices', 'even', 'what', 'price', 'investors', 'say', 'rose', 'down', 'while', 'much', 'yesterday', 'week', 'under', 'securities', 'months', 'them', 'bonds', 'big', 'next', 'interest', 'three', 'earlier', 'net', "'", 'earnings', 'make', 'major', 'state', 'american', 'chairman', 'financial', 'did', 'these', 'investment', 'board', 'through', 'still', 'stocks', 'those', 'just', 'chief', 'industry', 'executive', 'since', 'program', 'before', 'rate', 'made', 'officials', 'money', 'national', 'she', 'house', 'analysts', 'like', 'unit', 'month', 'expected', 'off', 'days', 'rates', 'japanese', 'against', 'plan', 'does', 'profit', 'between', 'both', 'capital', 'recent', 'income', 'sell', 'buy', 'issue', 'revenue', 'get', 'general', 'products', 'markets', 'firm', 'back', 'funds', 'own', 'ago', 'international', 'average', 'during', 'her', 'well', 'part', 'fell', 'japan', 'another', 'should', 'higher', 'debt', 'take', 'offer', 'including', 'among', 'court', 'being', 'each', 'according', 'index', 'tax', 'world', 'trade', 'reported', 'work', 'operations', 'then', 'computer', 'past', 'sale', 'our', 'however', 'way', 'lower', 'vice', 'plans', 'economic', 'end', 'department', 'yield', 'report', 'sold', 'insurance', 'high', 'growth', 'how', 'foreign', 'increase', 'less', 'common', 'closed', 'several', 'banks', 'issues', 'where', 'very', 'loss', 'pay', 'yen', 'bush', 'bid', 'five', 'due', 'bill', 'few', 'used', 'good', 'current', 'management', 'early', 'cash', 'use', 'oil', 'costs', 'bond', 'day', 'system', 'public', 'third', 'director', "'re", 'law', 'might', 'traders', 'treasury', 'friday', 'office', 'added', 'city', 'congress', 'concern', 'futures', 'officer', 'far', 'late', 'already', 'fund', 'least', 'number', 'assets', 'california', 'operating', 'small', 'spokesman', 'him', 'agency', 'british', 'based', 'san', 'too', 'case', 'real', 'value', 'news', 'september', 'same', 'oct.', 'until', 'think', 'contract', 'street', 'home', 'close', 'research', 'stake', 'union', 'services', 'going', 'today', 'little', 'ended', 'though', 'wall', 'move', 'agreement', 'dollar', 'help', 'second', 'put', 'service', 'former', 'power', 'maker', 'period', 'called', 'results', 'administration', 'agreed', 'total', 'here', 'four', 'third-quarter', 'without', 'control', 'long', 'economy', 'problems', 'corporate', 'credit', 'offering', 'country', 'want', 'production', 'cost', 'buying', 'loans', 'six', 'analyst', 'firms', 'annual', 'although', 'whether', 'increased', 'likely', 'compared', 'notes', 'committee', 'policy', 'point', 'recently', 'cut', 'see', 'west', 'large', 'right', 'monday', 'soviet', 'continue', 'half', 'go', 'around', 'set', 'political', 'life', 'further', 'losses', 'old', 'points', 'volume', 'yet', 'august', 'paper', 'selling', 'john', 'plant', 'judge', 'must', 'strong', 'expects', 'my', 'ual', 'nov.', 'london', 'result', 'largest', 'announced', 'declined', 'support', 'held', 'fiscal', 'wo', 'systems', 'francisco', 'takeover', 'weeks', 'times', 'priced', 'making', 'certain', 'earthquake', 'workers', 'composite', 'change', 'gain', 'become', 'businesses', 'problem', 'come', 'south', 'demand', 'industrial', 'record', 'give', 'nearly', 'white', 'development', 'series', 'inc', 'senior', 'association', 'dow', 'area', 'members', 'data', 'estimated', 'took', 'air', 'orders', 'official', 'trust', 'employees', 'estate', 'jones', 'decline', 'level', 'senate', 'line', 'show', 'health', 'latest', 'later', 'junk', 'acquisition', 'example', 'comment', 'drop', 'meeting', 'commission', 'tuesday', 'commercial', 'need', 'know', 'holding', 'ford', 'your', 'texas', 'chicago', 'building', 'despite', 'ms.', 'addition', 'paid', 'proposal', 'currently', 'executives', 'offered', 'possible', 'others', 'proposed', 'rise', 'purchase', 'deal', 'once', 'better', 'loan', 'return', 'technology', 'investor', 'us', 'spending', 'future', 'nation', 'drug', 'nine', 'almost', 'changes', 'robert', 'washington', 'received', 'damage', 'often', 'terms', 'product', 'east', 'october', 'named', 'expect', 'top', 'customers', 'charge', 'filed', 'within', 'order', 'information', 'decision', 'position', 'defense', 'rights', 'include', 'force', 'every', 'gas', 'division', 'america', 'amount', 'enough', 'began', 'came', 'trying', 'europe', 'outstanding', 'told', 'equipment', 'private', 'found', 'industries', 'gains', 'ltd.', 'again', 'dropped', 'united', 'makes', 'previous', 'james', 'programs', 'ca', 'july', 'fed', 'transaction', 'computers', 'budget', 'banking', 'european', 'following', 'finance', 'co', 'warner', 'local', 'jaguar', "'ve", 'never', 'provide', 'additional', 'consumer', 'lot', 'mortgage', 'keep', 'managers', 'corp', 'able', 'action', 'important', 'buy-out', 'shareholders', 'great', 'claims', 'got', 'charges', 'university', 'instead', 'steel', 'units', 'best', 'car', 'away', 'states', 'tokyo', 'financing', 'dollars', 'things', 'construction', 'marketing', 'continued', 'manager', 'run', 'asked', 'bills', 'auto', 'low', 'inflation', 'fall', 'march', 'family', 'whose', 'believe', 'equity', 'food', 'june', 'advertising', 'above', 'sept.', 'below', 'raise', 'personal', 'getting', 'suit', 'full', 'account', 'posted', 'lost', 'china', 'soon', 'taken', 'head', 'los', 'stores', 'rather', 'via', 'contracts', 'risk', 'potential', 'western', 'included', 'security', 'special', 'legal', 'options', 'figures', 'boston', 'restructuring', 'subsidiary', 'gold', 'tv', 'reports', 'mrs.', 'led', 'face', 'noted', 'using', 'place', 'dealers', 'fact', 'meanwhile', 'working', 'open', 'network', 'holders', 'countries', 'd.', 'find', 'effort', 'probably', 'statement', 'bought', 'available', 'itself', 'cases', 'approved', 'portfolio', '#', 'effect', 'long-term', 'pacific', 'lawyers', 'ibm', 'short', 'david', 'reached', 'increases', 'ad', 'left', 'labor', 'cars', 'airlines', 'efforts', 'germany', 'remain', 'along', 'dividend', 'either', 'domestic', 'similar', 'known', 'hard', 'talks', 'look', 'reduce', 'groups', 'chemical', 'having', 'school', 'previously', 'secretary', 'calls', 'center', 'reserve', 'saying', 'canada', 'parent', 'payments', 'given', 'clear', 'telephone', 'gained', 'party', 'approval', 'individual', 'eastern', 'looking', 'profits', 'manufacturing', 'north', 'standard', 'biggest', 'canadian', 'acquired', 'investments', 'slightly', 'savings', 'helped', 'directors', 'strategy', 'angeles', 'raised', 'black', 'marks', 'attorney', 'machines', 'percentage', 'institute', 'military', 'why', 'coming', 'television', 'act', 'bay', 'performance', 'makers', 'clients', 'medical', 'airline', 'team', 'britain', 'energy', 'different', 'german', 'heavy', 'growing', 'interests', 'hit', 'failed', 'particularly', 'something', 'william', 'magazine', 'estimates', 'communications', 'remains', 'lead', 'limited', 'fees', 'went', 'job', 'completed', 'call', 'levels', 'joint', 'year-earlier', 'michael', 'role', 'question', 'process', 'hong', 'includes', 'goods', 'district', 'lines', 'activity', 'project', 'legislation', 'view', 'free', 'columbia', 'toward', 'me', 'property', 'leading', 'merrill', 'leaders', 'name', 'seeking', 'venture', 'rep.', 'currency', 'reserves', 'wants', 'institutions', 'ever', 'deficit', 'concerns', 'huge', "'m", 'independent', 'owns', 'turn', 'involved', 'taking', 'lynch', 's&p', 'scheduled', 'outside', 'young', 'kong', 'doing', 'pressure', 'transportation', 'hold', 'gm', 'build', 'really', 'buyers', 'vote', 'basis', 'begin', 'always', 'calif.', 'measure', 'producers', 'april', 'staff', 'especially', 'brokerage', 'care', 'leader', 'daily', 'plants', 'key', 'related', 'means', 'competition', 'aid', 'projects', 'adds', 'disclosed', 'richard', 'themselves', 'acquire', 'range', 'impact', 'reason', 'central', 'conference', 'try', 'areas', 'campaign', 'drexel', 'started', 'poor', 'bad', 'abortion', 'largely', 'hours', 'j.', 'significant', 'estimate', 'holdings', 'issued', 'seems', 'test', 'reduced', 'allow', 'start', 'man', 'french', 'meet', 'thing', 'retail', 'accounts', 'morgan', 'majority', 'rules', 'course', 'quickly', 'press', 'seven', 'congressional', 'fourth', 'needed', 'wednesday', 'settlement', 'partners', 'journal', 'seen', 'longer', "'ll", 'traded', 'december', 'generally', 'done', 'community', 'yields', 'manufacturers', 'consider', 'dec.', 'supply', 'volatility', 'women', 'study', 'thursday', 'electric', 'shearson', 'parts', 'beginning', 'receive', 'form', 'simply', 'imports', 'thought', 'kind', 'men', 'a.', 'situation', 'prime', 'taxes', 'protection', 'eight', 'plc', 'turned', 'planned', 'convertible', 'brokers', 'note', 'near', 'democratic', 'boost', 'auction', 'recession', 'filing', 'short-term', 'subject', 'history', 'rally', 'changed', 'stock-index', 'required', 'sen.', 'ahead', 'space', 'perhaps', 'returns', 'became', 'summer', 'dr.', 'worth', 'arbitrage', 'base', 'war', 'produce', 'seek', 'software', 'showed', 'de', 'caused', 'increasing', 'considered', 'motor', 'moody', 'benefits', 'advanced', 'brothers', 'housing', 'creditors', 'france', 'exports', 'sent', 'delivery', 'anything', 'jumped', 'justice', 'indeed', 'red', 'noriega', 'francs', 'natural', 'preferred', 'hurt', 'continuing', 'earned', 'cbs', 'owned', 'cancer', 'floor', 'express', 'bankers', 'difficult', 'entertainment', 'americans', 'wanted', 'nothing', 'bankruptcy', 'children', 'george', 'let', 'usually', 'active', 'shareholder', 'per', 'crash', 'announcement', 'media', 'closing', 'block', 'attempt', 'merger', 'pilots', 'evidence', 'machine', 'digital', 'spokeswoman', 'minister', 'smaller', 'hand', 'limit', 'himself', 'veto', 'sharply', 'seem', 'irs', 'created', 'continues', 'article', 'quake', 'partner', 'resources', 'light', 'mark', 'overseas', 'unchanged', 'thrift', 'pound', 'age', 'tons', 'hugo', 'source', 'actually', 'size', 'won', 'night', 'sector', 'initial', 'minimum', 'term', 'apparently', 'side', 'questions', 'kidder', 'regulators', 'water', 'brand', 'game', 'quarterly', 'conditions', 'transactions', 'environmental', 'member', 'session', 'directly', 'post', 'believes', 'comes', 'giant', 'hopes', 'designed', 'built', 'moves', 'closely', 'field', 'decided', 'produced', 'survey', 'thus', 'strike', 'main', 'letter', 'partly', 'final', 'feel', 'separate', 'behind', 'rising', 'paying', 'woman', 'running', 'economists', 'response', 'sense', 'associates', 'sharp', 'rest', 'battle', 'play', 'smith', 'ways', 'consumers', 'brought', 'january', 'sec', 'sure', "'d", 'shows', 'capacity', 'single', 'allowed', 'fully', 'leveraged', 'bring', 'offices', 'supreme', 'effective', 'stop', 'unless', 'hurricane', 'spent', 'ability', 'sony', 'operation', 'newspaper', 'improve', 'democrats', 'jobs', 'par', 'rule', 'gorbachev', 'followed', 'trial', 'agencies', 'expenses', 'wage', 'peter', 'u.k.', 'hope', 'idea', 'funding', 'actual', 'emergency', 'serious', 'r.', 'forced', 'organization', 'whole', 'discount', 'across', 'pretax', 'package', 'figure', 'dinkins', 'quoted', 'pension', 'various', 'guber', 'direct', 'reagan', 'farmers', 'holds', 'together', 'quality', 'facilities', 'introduced', 'signed', 'economist', 'slow', 'talk', 'offset', 'matter', 'needs', 'payment', 'step', 'commerce', 'peters', 'jr.', 'headquarters', 'provision', 'cause', 'morning', 'spring', 'moreover', 'require', 'civil', 'county', 'partnership', 'ruling', 'instance', 'activities', 'human', 'specific', 'land', 'sign', 'decade', 'plunge', 'valued', 'add', 'flat', 'greater', 'poland', 'gave', 'interview', 'elected', 'resigned', 'margins', 'johnson', 'focus', 'researchers', 'qintex', 'ministry', 'trades', 'over-the-counter', 'death', 'section', 'opened', 'leave', 'lehman', 'institutional', 'declines', 'premium', 'developed', 'win', 'australia', 'santa', 'sports', 'fear', 'existing', 'forces', 'separately', 'takes', 'familiar', 'spend', 'valley', 'safety', 'overall', 'moved', 'avoid', 'nissan', 'cable', 'contributed', 'thomas', 'southern', 'managing', 'conservative', 'benefit', 'sometimes', 'owners', 'review', 'salomon', 'widely', 'trader', 'chain', 'cuts', 'electronic', 'willing', 'create', 'develop', 'baker', 'authority', 'provisions', 'book', 'properties', 'reflecting', 'improved', 'electronics', 'larger', 'totaled', 'indicated', 'asset', 'appear', 'beyond', 'debentures', 'opposition', 'relatively', 'deals', 'bell', 'engineering', 'provided', 'provides', 'materials', 'backed', 'met', 'appears', 'speculation', 'substantial', 'goes', 'measures', 'works', 'policies', 'hands', 'target', 'highly', 'internal', 'date', 'purchases', 'individuals', 'climbed', 'read', 'council', 'offers', 'proceeds', 'negative', 'houses', 'alone', 'stay', 'brands', 'motors', 'social', 'feet', 'nasdaq', 'tell', 'version', 'hutton', 'investigation', 'maintain', 'stanley', 'image', 'pence', 'adding', 'planning', 'appropriations', 'mutual', 'amounts', 'lawyer', 'someone', 'carrier', 'story', 'miles', 'class', 'treatment', 'disaster', 'customer', 'store', 'practice', 'students', 'reach', 'passed', 'so-called', 'charles', 'option', 'finally', 'lawmakers', 'regulatory', 'publicly', 'rating', 'everyone', 'consultant', 'lawson', 'necessary', 'positions', 'jury', 'chance', 'capital-gains', 'interested', 'education', 'worked', 'prevent', 'cited', 'drugs', 'commodity', 'soviets', 'neither', 'bids', 'republican', 'moving', 'police', 'standards', 'rejected', 'world-wide', 'minority', 'approach', 'success', 'tough', 'list', 'experts', 'else', 'negotiations', 'attributed', 'otc', 'ads', 'raising', 'accounting', 'attention', 'stand', 'swiss', 'eventually', 'expectations', 'reorganization', 'competitors', 'nor', 'northern', 'dividends', 'considering', 'popular', 'society', 'heavily', 'sought', 'mostly', 'lack', 'grand', 'fixed', 'retirement', 'spread', 'manhattan', 'entire', 'remaining', 'factors', 'mexico', 'petroleum', 'export', 'immediately', 'monetary', 'ones', 'magazines', 'art', 'real-estate', 'ownership', 'november', 'opening', 'anyone', '30-year', 'person', 'trend', 'brown', 'output', 'fight', 'typically', 'modest', 'access', 'giving', 'chapter', 'criminal', 'litigation', 'scientists', 'mean', 'improvement', 'risks', 'victims', 'events', 'exchanges', 'particular', 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'rear', 'appearances', 'sri', 'pons', 'mccormick', 'preclude', 'exclusivity', 'mildly', 'kurt', 'conditional', 'selective', 'binge', 'convictions', 'vickers', 'additionally', 'divisive', 'affordable', 'explosive', 'assure', 'communism', 'answered', 'ddb', 'esso', 'portrayed', 'renamed', 'monster', 'foam', 'influences', 'ceo', 'microwave', 'affects', 'attributable', 'dapuzzo', 'standpoint', 'respectable', 'duo', 'voter', 'euphoria', 'gut', 'leaks', 'staging', 'flaw', 'flush', 'culmination', 'combines', 'billed', 'downright', 'syrian', 'pullout', 'championship', 'life-insurance', 'durkin', 'voiced', 'faberge', 'recruited', 'renewal', 'abundant', 'mehta', 'uncomfortable', 'touting', 'r.i.', 'prerogatives', 'lesk', 'placing', 'supermarkets', 'episodes', 'underscore', 'alternatively', 'accumulated', 'infection', 'rider', 'wipe', 'coups', 'parkway', 'enthusiasts', 'resemble', 'sens.', 'taxed', 'cherokee', 'additions', 'wasted', 'friday-the-13th', 'midyear', 'runaway', 'attraction', 'lsi', 'reinforcing', 'subsidizing', 'ages', 'inception', 'traveled', 'dayton', 'chefs', 'custom', 'recognizes', 'honesty', 'cynthia', 'undo', 'steer', 'dodd', 'ratified', 'brink', 'corsica', 'briggs', 'cathcart', 'seldom', 'trespass', 'commanding', 'civic', 'bureaus', 'towers', 'lets', 'pleasure', 'sorry', 'restoring', 'midwestern', 'ken', 'reclaim', 'curtailed', 'listings', 'albany', 'istat', 'narcotics', 'madrid', 'morgenzon', 'pesetas', 'intervened', 'illusion', 'omni', 'neglected', 'investigated', 'pretrial', 'jackets', 'lowe', 'vacuum', 'shifts', 'dominates', 'mink', 'cadillac', 'aliens', 'homosexual', 'remark', 'halloween', 'hyman', 'x', 'quina', 'wilmington', 'productive', 'mega-issues', 'picket', 'rulings', 'toubro', 'oversubscribed', 'limbo', 'torn', 'forum', 'finnair', 'endangered', 'beefeater', 'notable', 'laughing', 'ramirez', 'fanfare', 'dating', 'stops', 'leslie', 'naczelnik', 'walks', 'long-awaited', 'aba', 'l.a.', 'drunk', 'doyle', 'beleaguered', 'broaden', 'dying', 'ferdinand', 'l.p.', 'incomes', 'peasant', 'anthrax', 'hurdle', 'theoretical', 'jets', 'bone', 'openness', 'tighten', 'deficiency', 'detect', 'fronts', 'fraser', 'abrams', 'bread-and-butter', 'surgeon', 'deb', 'adobe', 'liquidate', 'jayark', 'tro', 'bologna', 'rafale', 'pits', 'legislatures', "d'arcy", 'carolinas', 'helm', 'obligated', 'flies', 'ensuring', 'widens', 'narrows', 'unloading', 'dassault', 'heaviest', 'pall', 'minimum-wage', 'gerrymandering', 'broad-based', 'rick', 'kerry', 'matches', 'neuberger', 'logical', 'e', 'revealed', 'examples', 'soda', 'shrank', 'palace', 'measurement', 'metall', 'aga', 'abolished', 'similarity', 'ig', 'buckle', 'atoms', 'khan', 'burning', 'fossil', 'foreign-currency', 'rupert', 'hemorrhaging', 'solving', 'old-fashioned', 'whichever', 'frightened', 'unload', 'ifi', 'schaeffer', 'manufactures', 'compounded', 'lower-than-expected', 'shirts', 'crushed', 'sailing', 'pennies', 'tass', 'worthy', 'planted', 'taiwanese', 'salmonella', 'strengths', 'burke', 'spooked', 'collateralized', 'upgraded', 'clue', 'handicapped', 'eidsmo', 'thoughts', 'aspirations', 'eurodollar', 'envy', 'bomb', 'privileges', 'scaring', 'defaulted', 'legg', 'transformed', 'cycling', 'petco', 'tampa', 'prepayment', 'developing-country', 'jeans', 'protocol', 'distinguished', 'preceding', 'beth', 'daffynition', 'impetus', 'cheapest', 'trafficking', 'fleming', 'flags', 'hypothetical', 'bacterium', 'special-interest', 'watts', 'pile', 'dunes', 'rifenburgh', 'continent', 'modernization', 'wedge', 'cox', 'advertised', 'gallons', 'editions', 'pitched', 'republics', 'atmospheric', 'rig', 'elite', 'bloated', 'teagan', 'gangs', 'pravda', 'speeds', 'siemens', 'vault', 'bookings', 'cater', 'arkla', 'educated', 'stressing', 'controllers', 'zones', 'etc.', 'glazer', 'poughkeepsie', 'loser', 'inviting', 'greeted', 'appropriated', 'terrorist', 'glare', 'uv-b', 'eroding', 'masters', 'erich', 'carpets', 'bay-area', 'defenders', 'breathing', 'salvage', 'surging', 'dialing', 'hunting', 'prosecuted', 'intellectuals', 'thoroughbred', 'respectability', 'windsor', 'ncaa', 'geography', 'confronted', 'high-school', 'mullins', 'bunch', 'mad', 'ferranti', 'ninth', 'fdic', 'refined', 'contentious', 'craze', 'upgrading', 'refineries', 'kuwait', 'money-fund', 'pour', 'merchandising', 'shouting', 'milwaukee', 'reads', 'shere', 'coordinator', 'swelling', 'creeping', 'roh', 'ordinance', 'trimming', 'custody', 'encourages', 'sociologist', 'roadways', 'awareness', 'spurring', 'honduras', 'fasteners', 'schwab', 'gasb', 'fk-506', 'adjuster', 'hasbro', 'cooking', 'revamping', 'strictly', 'hammack', 'yankee', 'fool', 'sagan', 'linear', 'domination', 'washington-based', 'electronically', 'prentice', 'commissioners', 'brouwer', 'leery', 'cry', 'suing', 'deflator', 'nutritional', 'reoffered', 'incumbent', 'thwart', 'contemplated', 'remembered', 'motivated', 'crystals', 'nora', 'patch', 'triggering', 'multimillion-dollar', 'bounced', '190.58-point', 'looms', 'lumber', 'anacomp', 'seizure', 'craven', 'tainted', 'applies', 'gubernatorial', 'quack', 'redemptions', 'diplomat', 'fairfield', 'bullets', 'fabrication', 'painfully', 'distorted', 'firstsouth', 'gutfreund', 'jetliner', 'arrogant', 'fights', 'colonial', 'bureaucrat', 'redevelopment', 'endure', 'eurobonds', 'dissent', 'quickview', 'dai-ichi', 'civilian', 'mid-1990s', 'kangyo', 'mansion', 'oat', 'secretaries', 'endless', 'christies', 'sink', 'condemn', 'digs', 'focuses', 'brilliant', 'money-losing', 'weird', 'beaten', 'backdrop', 'blessing', 'traub', 'management-led', 'abused', 'cilcorp', 'blind', 'egyptian', 'maurice', 'loath', 'mania', 'four-year-old', 'ernest', 'cascade', 'ex-dividend', 'bakker', 'child-care', 'bottled', 'insider-trading', 'lovely', 'grasp', 'marc', 'peripherals', 'company-owned', 'instrumental', 'allowance', 'misconduct', 'compelling', 'shannon', 'clobbered', 'lipton', 'avon', 'tramp', 'lavelle', 'lid', 'fund-raising', 'acquitted', 'assessed', 'prepayments', 'modify', 'multibillion-dollar', 'burmah', 'refiners', 'chair', 'edgar', 'justices', 'ohbayashi', 'faltered', 'enserch', 'posner', 'liberation', 'intervene', 'adversary', 'conception', 'two-tier', 'billion-dollar', 'n.v', 'boyer', 'inserted', 'potato', 'restricts', 'idaho', 'salvador', 'caci', 'uninsured', '13-week', 'deere', 'bare-faced', 'searched', 'wellcome', 'remedy', 'dallas-based', 'footing', 'conspired', 'dishonesty', 'aroused', 'atlas', 'recycling', 'blunt', 'brunt', "o'connell", 'kevin', 'balls', 'airbus', 'skyrocketed', 'outlawed', 'eroded', 'comsat', 'drum', 'harmony', 'hazard', 'matthews', 'trapped', 'relying', 'dogged', 'sporadic', 'natural-gas', 'dialysis', 'coates', 'wanting', 'property\\/casualty', 'michelin', 'cooling', 'abandoning', 'clean-air', 'chestman', 'poorer', 'presumed', 'mit', 'fray', 'centerpiece', 'broadway', 'tremor', 'alongside', 'depress', 'espn', 'recognizing', 'posed', 'reruns', 'bunny', '\\*\\*', 'switches', 'zip', 'viewpoint', 'sheep', 'drawings', 'simultaneous', 'coda', 'rocket', 'incorrect', 'revoke', 'hung', 'dlj', 'bronner', 'chicken', 'provinces', 'medication', 'exceptionally', 'tritium', 'tangible', 'hilton', 'irrelevant', 'mom', 'uncle', 'suites', 'primerica', 'overbuilt', 'foreclosed', 'mouth', 'high-interest', 'armco', 'barron', 'bomber', 'numbered', 'acknowledging', 'prescribed', 'yetnikoff', 'amicable', 'subpoena', 'vendors', 'nye', 'prohibition', 'sagged', 'brewery', 'colors', 'blanket', 'shelves', 'unfilled', 'sworn', 'haskins', 'h.h.', 'stevenson', 'elliott', 'reupke', 'cutler', 'iafp', 'pediatric', 'simpler', 'businessland', 'trecker', 'verge', 'f-14', 'killer', 'slim', 'butcher', 'satisfying', 'battled', 'short-lived', 'reuter', 'bougainville', 'cie.', 'booked', 'egypt', 'undoubtedly', 'reinvest', 'await', 'parsow', 'tightly', 'patience', 'bizarre', 'marched', 'benton', 'rooted', 'constructed', 'alabama', 'extract', 'soul', 'bozell', 'butter', 'alice', 'marble', 'mundane', 'frustrating', 'olympic', 'okla.', 's&ls', 'confessed', 'a.g.', 'classical', 'hangs', 'rep', 'fleets', 'dig', 'giorgio', 'collectors', 'wherever', 'micro', 'accessible', 'clifford', 'intentionally', 'unraveled', 'accustomed', 'rout', 'gently', 'flom', 'fearful', 'turnpike', 'convey', 'libya', 'agip', 'portrait', 'sloppy', 'trendy', 'depended', 'incredible', 'blaming', 'booklets', 'instruction', 'supplying', 'actress', 'liked', 'persian', 'roller', 'roller-coaster', 'diversity', 'recoup', 'stanza', 'enron', 'leaping', 'shanghai', 'first-time', 'adjacent', 'deliberations', 'discouraged', 'plumbing', 'vessel', 'diversion', 'format', '24-hour', 'cftc', 'anti-nuclear', 'lobbied', 'permitting', 'weakest', 'ala.', '45-year-old', 'delegates', 'disclosing', 'feat', 'committing', 'centered', 'havoc', 'grossly', 'pitching', 'wooden', 'conclusions', 'specialize', 'pete', 'racked', 'midmorning', 'cheered', 'educate', 'heroes', 'endanger', 'insight', '14-year-old', 'detergent', 'makeup', 'update', 'resilience', 'competitiveness', 'bail', 'pepsi', 'recycled', 'rode', 'koreans', 'accomplished', 'greens', 'neatly', 'neutral', 'prevailing', 'erased', 'butler', 'worrisome', 'scheduling', 'negotiator', 'rationale', 'twelve', 'parade', 'performer', 'excited', 'concert', 'knock', 'looming', 'excesses', 'lancaster', 'r.h.', 'contested', 'piano', 'retrieve', 'freed', 'reveals', 'clarify', 'shooting', 'blues', 'professors', 'loud', 'barnett', 'coated', 'chunks', 'upbeat', 'revise', 'naked', 'market-share', 'warehouses', 'define', 'tailored', 'dashed', 'reassuring', 'holt', 'grey', 'g.m.b', 'uneasy', 'carla', 'emigration', 'carr', 'ferry', 'refrigerators', 'outsider', 'restructurings', 'namibia', 'centuries', 'novelist', 'outperformed', 'teeth', 'brushed', 'balloting', 'western-style', 'commerzbank', 'bulls', 'tally', 'subdued', 'kan.', 'amortization', 'mighty', 'nonsense', 'gregory', 'incompetent', 'distributing', 'permanently', 'mice', 'prone', 'touted', 'termination', 'tacked', 'leipzig', 'arising', 'cocaine', 'magnified', 'decisive', 'lama', 'orderly', 'reimburse', 'emerson', 'aborted', 'dusty', 'legitimacy', 'peninsula', 'inventor', 'explicit', 'outperform', 'permissible', 'poised', 'restraints', 'microprocessors', 'fleischmann', 'construct', 'emergence', 'translation', 'southmark', 'bankruptcy-court', 'struggles', 'rattled', 'domestically', 'gartner', 'bowed', 'recital', 'telephones', 'yorker', 'hints', 'buffer', 'reinvested', 'byrd', 'rewrite', 'distributions', 'fleeting', 'interrupted', 'dial', 'backgrounds', 'danny', 'smiling', 'receiver', 'occasion', 'buffet', 'celebrating', 'cubans', 'blue-collar', '26-week', 'predictably', 'bets', 'runway', 'revolving', 'peat', 'downgrading', 'kohlberg', 'hastily', 'reeling', 'unstable', 'greedy', 'divergence', 'entrepreneurial', 'jeopardy', 'managua', 'sigh', 'sexual', 'shipment', 'wooing', 'disk-drive', 'russians', 'chlorofluorocarbons', 'doubtful', 'bond-equivalent', 'negligible', 'flamboyant', 'celebrity', 'invests', 'price-earnings', 'caller', 'pasta', 'chaotic', 'prints', 'shv', 'sharpest', 'profitably', 'geared', 'mimic', 'vivid', 'mo.', 'cancellation', 'bat', 'environmentally', 'andy', 'fad', 'whoever', 'cost-sharing', 'restricting', 'aeroflot', 'coping', 'backlash', 'playoffs', 'headaches', 'manpower', 'sits', 'drastic', 'plaintiff', 'steering', 'prediction', 'court-appointed', 'unicorp', 'cara', 'contrasts', 'wichita', 'infringed', 'warehouse', 'bargain-hunting', 'calculate', 'scary', 'till', 'dillon', 'equation', 'advertiser', 'baring', 'crandall', 'halts', 'behaved', 'hectic', 'syndicated', 'afloat', 'intensely', 'barrett', 'irish', 'plummet', 'swung', 'weirton', 'nagging', 'mmi', 'shouted', 'etc', 'inning', 'stir', 'trusted', 'showroom', 'johnston', 'hertz', 'besieged', 'subscription', 'influx', 'dignity', 'sporting', 'propane', 'nervously', 'jan', 'infringement', 'fossett', 'cubs', 'shah', 'black-and-white', 'tunnel', 'certified', 'non-interest', 'outset', 'farrell', 'rebounding', 'subway', 'on-site', 'geographic', 'elephant', 'recorder', 'dictaphone', 'arrow', 'bausch', 'nurses', 'bsn', 'rosenthal', 'lenses', 'callers', 'interactive', 'hut', 'novello', 'minimills', 'massage', 'massages', 'willful', 'ncr', 'justin', 'programmers', 'palmer', 'skipper', 'kia', 'memotec', 'mlx', 'ipo', 'nahb', 'punts', 'hydro-quebec', 'rake', 'guterman', 'gitano', 'regatta', 'fromstein', 'cluett', 'rubens', 'sim', 'centrust', 'biscuits', 'snack-food', 'ssangyong', 'calloway', 'swapo', 'photography', 'berlitz', 'wachter', 'flat-rolled', 'isi', 'daewoo', 'banknote', 'ferc', 'aer'], array([50770, 45020, 42068, ...,     1,     1,     1]))

In [8]:

    

import torch
import matplotlib.pyplot as plt

all_vals = []
i = 0
for word in ft_model.get_words():
    all_vals.extend(ft_model[word])
    if i > 100:
        break

print(min(all_vals), max(all_vals))

plt.hist(all_vals)
plt.show()


    

    




-1.6982269 1.4514699






    

In [ ]:

    

embedding = {}
for word_id, word in enumerate(corpus.dictionary.idx2word):
    embedded = ft_model[word]
    embedding[word_id] = torch.tensor(embedded)