From d467618b24ab6ae9aef903f7d79cfd1f6bd5ede9 Mon Sep 17 00:00:00 2001 From: jweber97 Date: Thu, 23 Apr 2020 16:53:41 -0400 Subject: [PATCH 1/5] update to template format --- rnn/rnn.py | 226 ++++++++++++++++++++++++++++++++++------------------- 1 file changed, 145 insertions(+), 81 deletions(-) diff --git a/rnn/rnn.py b/rnn/rnn.py index 403b9a1..03c2ffa 100644 --- a/rnn/rnn.py +++ b/rnn/rnn.py @@ -1,12 +1,18 @@ -# RNN model used to predict number of "stars" (1-5) given a corresponding yelp review -# Model uses pytorch nn.RNN -# utilizes pretrained word2vec word embeddings from GoogleNews -# helpful links: https://blog.floydhub.com/a-beginners-guide-on-recurrent-neural-networks-with-pytorch/ -# https://pytorch.org/docs/stable/nn.html +""" +RNN model used to predict number of "stars" (1-5) given a corresponding yelp review +Model uses pytorch nn.RNN +utilizes pretrained word2vec word embeddings from GoogleNews +helpful links: https://blog.floydhub.com/a-beginners-guide-on-recurrent-neural-networks-with-pytorch/ +https://pytorch.org/docs/stable/nn.html + +Changing hidden dim will affect the accuracy and time to run +To run with different word embeds or other hyper params the code must be changed +04/23/2020 Jack Weber (jlw422@cornell.edu) +""" -# To run with different hidden dim size, change call to main() -# Changing hidden dim will affect the accuracy and time to run -# To run with different word embeds or other hyper params the code must be changed +import sys +import os +sys.path.append(os.path.join(os.path.dirname(__file__), os.pardir)) import numpy as np import torch @@ -15,18 +21,24 @@ import torch.optim as optim import math import random -import os -import sys import json import gensim +from torch.utils.data import DataLoader +from torchvision import transforms +from utils import parse_model_args, train, inference, save_model from gensim.models import Word2Vec, KeyedVectors from sklearn.metrics import accuracy_score +# ------------------------------------------------------------------------- +# RNN for sentiment prediction +# ------------------------------------------------------------------------- + class RNN(nn.Module): def __init__(self, input_size, hidden_size, vocab_size, output_size): super(RNN, self).__init__() + self.hidden_size = hidden_size self.rnn = nn.RNN(input_size, hidden_size, 1, batch_first=True) @@ -47,6 +59,20 @@ def forward(self, input): output = self.i2o(output) return output, hidden +# ------------------------------------------------------------------------- +# Workload specific command line arguments +# ------------------------------------------------------------------------- + + +def extra_arg_parser(parser): + parser.add_argument('--lr', default=0.01, type=int, + help="learning rate") + parser.add_argument('--hd', default=10, type=int, + help="hidden dimension") + + + + #returns: # vocab = A set of strings corresponding to the vocabulary @@ -63,30 +89,45 @@ def make_vocab(data): # word2index = A dictionary mapping word/token to its index (a number in 0, ..., V - 1) # index2word = A dictionary inverting the mapping of word2index def make_indices(vocab): - vocab_list = sorted(vocab) - word2index = {} - index2word = {} - for index, word in enumerate(vocab_list): - word2index[word] = index - index2word[index] = word - return vocab, word2index, index2word + vocab_list = sorted(vocab) + word2index = {} + index2word = {} + for index, word in enumerate(vocab_list): + word2index[word] = index + index2word[index] = word + return vocab, word2index, index2word def fetch_data(): - with open('training.json') as training_f: - training = json.load(training_f) - with open('validation.json') as valid_f: - validation = json.load(valid_f) - tra = [] - val = [] - for elt in training: - tra.append((elt["text"].split(),int(elt["stars"]-1))) - for elt in validation: - val.append((elt["text"].split(),int(elt["stars"]-1))) - return tra, val - - -def main(hidden_dim): - print("Fetching data") + with open('training.json') as training_f: + training = json.load(training_f) + with open('validation.json') as valid_f: + validation = json.load(valid_f) + tra = [] + val = [] + for elt in training: + tra.append((elt["text"].split(),int(elt["stars"]-1))) + for elt in validation: + val.append((elt["text"].split(),int(elt["stars"]-1))) + return tra, val + + + +# ------------------------------------------------------------------------- +# Main +# ------------------------------------------------------------------------- + +if __name__ == "__main__": + + # --------------------------------------------------------------------- + # Parse command line arguments + # --------------------------------------------------------------------- + + args = parse_model_args(extra_arg_parser) + + # --------------------------------------------------------------------- + # Prepare Dataset + # --------------------------------------------------------------------- + train_data, valid_data = fetch_data() vocab = make_vocab(train_data) @@ -99,78 +140,101 @@ def main(hidden_dim): # GoogleNews-vectors-negative300.bin w2v = KeyedVectors.load_word2vec_format('GoogleNews-vectors-negative300.bin', binary=True) - print("Fetched and indexed data") + # --------------------------------------------------------------------- + # Model creation and loading + # --------------------------------------------------------------------- + + LEARNING_RATE = args.lr + HIDDEN_DIM = args.hd - model = RNN(embedding_dim, hidden_size = hidden_dim, vocab_size= len(vocab), output_size = 5) + model = RNN(embedding_dim, hidden_size = HIDDEN_DIM, vocab_size= len(vocab), output_size = 5) # changing these parameters will effect accuracy of model - optimizer = optim.SGD(model.parameters(),lr=0.01, momentum=0.9) + optimizer = optim.SGD(model.parameters(),lr=LEARNING_RATE, momentum=0.9) # use CEL to compute loss for back prop criterion = nn.CrossEntropyLoss() + # Load pretrained model if necessary + if args.load_model: + model.load_state_dict(torch.load(args.model_filename)) + + # Move model to HammerBlade if using HB + if args.hammerblade: + model.to(torch.device("hammerblade")) + + + print(model) + + # Quit here if dry run + if args.dry: + exit(0) + + # --------------------------------------------------------------------- # Training - number_of_epochs = 10 + # --------------------------------------------------------------------- + + if args.training: - print("Training for {} epochs".format(number_of_epochs)) - random.shuffle(train_data) - for epoch in range(number_of_epochs): - print("training epoch num: " + str(epoch + 1)) - for sent, target in train_data: + EPOCHS = args.nepoch - inp = [] - targets = [] - #adds word embedding corresponding to inp words to inp - #if word not in pretrained embeddings assign zero vec - for w in sent: - try: - inp.append(torch.tensor(w2v[w])) - except KeyError: - inp.append(torch.zeros(embedding_dim)) + random.shuffle(train_data) + for epoch in range(EPOCHS): + for sent, target in train_data: - output, hidden = model(inp) + inp = [] + targets = [] - targets = torch.tensor([target for i in range(0,output.shape[0])], dtype=torch.long) + #adds word embedding corresponding to inp words to inp + #if word not in pretrained embeddings assign zero vec + for w in sent: + try: + inp.append(torch.tensor(w2v[w])) + except KeyError: + inp.append(torch.zeros(embedding_dim)) - # back prop loss - loss = criterion(output, targets) - model.zero_grad() - loss.backward() - optimizer.step() + output, hidden = model(inp) - print("Finished Training") + targets = torch.tensor([target for i in range(0,output.shape[0])], dtype=torch.long) - #do inference on validation set - y_pred = [] - y_actual = [] - model.train(False) - with torch.no_grad(): - for sent in valid_data: - sent_tag =sent[1] - inp = [] + # back prop loss + loss = criterion(output, targets) + model.zero_grad() + loss.backward() + optimizer.step() - for w in sent[0]: - try: - inp.append(torch.tensor(w2v[w])) - except KeyError: - inp.append(torch.zeros(embedding_dim)) + # --------------------------------------------------------------------- + # Inference + # --------------------------------------------------------------------- - class_scores, hidden = model(inp) - y_pred.append(str(class_scores.max(dim=1)[1].numpy()[0])) + if args.inference: - y_actual.append(str(sent_tag)) - print(accuracy_score(y_actual, y_pred)) + y_pred = [] + y_actual = [] + model.train(False) + with torch.no_grad(): + for sent in valid_data: + sent_tag =sent[1] + inp = [] + for w in sent[0]: + try: + inp.append(torch.tensor(w2v[w])) + except KeyError: + inp.append(torch.zeros(embedding_dim)) -# print("run with hidden dim 40") -# main(hidden_dim = 40) + class_scores, hidden = model(inp) + y_pred.append(str(class_scores.max(dim=1)[1].numpy()[0])) -print("run with hidden dim 10") -main(10) + y_actual.append(str(sent_tag)) + print(accuracy_score(y_actual, y_pred)) + # --------------------------------------------------------------------- + # Model saving + # --------------------------------------------------------------------- -# print("run with hidden dim 50") -# main(50) + if args.save_model: + save_model(model, args.model_filename) From 242e9a2bfa5b1009e572847a55d76a1a0ba22daf Mon Sep 17 00:00:00 2001 From: Jack Weber Date: Thu, 23 Apr 2020 21:45:14 -0400 Subject: [PATCH 2/5] Update rnn.py --- rnn/rnn.py | 59 +++++++++++++++--------------------------------------- 1 file changed, 16 insertions(+), 43 deletions(-) diff --git a/rnn/rnn.py b/rnn/rnn.py index 03c2ffa..8897cd2 100644 --- a/rnn/rnn.py +++ b/rnn/rnn.py @@ -1,7 +1,6 @@ """ RNN model used to predict number of "stars" (1-5) given a corresponding yelp review -Model uses pytorch nn.RNN -utilizes pretrained word2vec word embeddings from GoogleNews +Model uses pytorch nn.RNN helpful links: https://blog.floydhub.com/a-beginners-guide-on-recurrent-neural-networks-with-pytorch/ https://pytorch.org/docs/stable/nn.html @@ -22,11 +21,7 @@ import math import random import json -import gensim -from torch.utils.data import DataLoader -from torchvision import transforms from utils import parse_model_args, train, inference, save_model -from gensim.models import Word2Vec, KeyedVectors from sklearn.metrics import accuracy_score # ------------------------------------------------------------------------- @@ -67,35 +62,13 @@ def forward(self, input): def extra_arg_parser(parser): parser.add_argument('--lr', default=0.01, type=int, help="learning rate") + parser.add_argument('--hd', default=10, type=int, help="hidden dimension") - - - - -#returns: -# vocab = A set of strings corresponding to the vocabulary -def make_vocab(data): - vocab = set() - for document, _ in data: - for word in document: - vocab.add(word) - return vocab - + parser.add_argument('--ed', default=10, type=int, + help="embedding dimension") -# Returns: -# vocab = A set of strings corresponding to the vocabulary -# word2index = A dictionary mapping word/token to its index (a number in 0, ..., V - 1) -# index2word = A dictionary inverting the mapping of word2index -def make_indices(vocab): - vocab_list = sorted(vocab) - word2index = {} - index2word = {} - for index, word in enumerate(vocab_list): - word2index[word] = index - index2word[index] = word - return vocab, word2index, index2word def fetch_data(): with open('training.json') as training_f: @@ -130,15 +103,18 @@ def fetch_data(): train_data, valid_data = fetch_data() - vocab = make_vocab(train_data) - vocab, word2index, index2word = make_indices(vocab) + vocab = set() + for document, _ in train_data: + for word in document: + vocab.add(word) - # this is dim on pretrained embeddings - embedding_dim = 300 + vocab_list = sorted(vocab) + + word2index = {} + for index, word in enumerate(vocab_list): + word2index[word] = index - #alternative embedddings knowledge-vectors-skipgram1000.bin - # GoogleNews-vectors-negative300.bin - w2v = KeyedVectors.load_word2vec_format('GoogleNews-vectors-negative300.bin', binary=True) + embeds = nn.Embeddings(len(word2index), EMBEDDING_DIM) # --------------------------------------------------------------------- # Model creation and loading @@ -191,10 +167,7 @@ def fetch_data(): #adds word embedding corresponding to inp words to inp #if word not in pretrained embeddings assign zero vec for w in sent: - try: - inp.append(torch.tensor(w2v[w])) - except KeyError: - inp.append(torch.zeros(embedding_dim)) + inp.append(embeds(torch.tensor([word2index[w]], dtype=torch.long))) output, hidden = model(inp) @@ -237,4 +210,4 @@ def fetch_data(): # --------------------------------------------------------------------- if args.save_model: - save_model(model, args.model_filename) + save_model(model, args.model_filename) \ No newline at end of file From 53aa281d2e1b907c6867d08be80fb165dceabc77 Mon Sep 17 00:00:00 2001 From: jlw422 Date: Thu, 23 Apr 2020 23:01:20 -0400 Subject: [PATCH 3/5] simpler embeddings rnn --- rnn/rnn.py | 30 ++++++++++++++++-------------- 1 file changed, 16 insertions(+), 14 deletions(-) diff --git a/rnn/rnn.py b/rnn/rnn.py index 8897cd2..9609e7f 100644 --- a/rnn/rnn.py +++ b/rnn/rnn.py @@ -101,9 +101,14 @@ def fetch_data(): # Prepare Dataset # --------------------------------------------------------------------- - train_data, valid_data = fetch_data() + train_data, valid_data = fetch_data() + + EMBEDDING_DIM = args.ed vocab = set() + + # use to create embedding for unknown words during inference + vocab.add("unk") for document, _ in train_data: for word in document: vocab.add(word) @@ -114,7 +119,7 @@ def fetch_data(): for index, word in enumerate(vocab_list): word2index[word] = index - embeds = nn.Embeddings(len(word2index), EMBEDDING_DIM) + embeds = nn.Embedding(len(word2index), EMBEDDING_DIM) # --------------------------------------------------------------------- # Model creation and loading @@ -124,7 +129,7 @@ def fetch_data(): LEARNING_RATE = args.lr HIDDEN_DIM = args.hd - model = RNN(embedding_dim, hidden_size = HIDDEN_DIM, vocab_size= len(vocab), output_size = 5) + model = RNN(EMBEDDING_DIM, hidden_size = HIDDEN_DIM, vocab_size= len(vocab), output_size = 5) # changing these parameters will effect accuracy of model optimizer = optim.SGD(model.parameters(),lr=LEARNING_RATE, momentum=0.9) @@ -153,7 +158,7 @@ def fetch_data(): # --------------------------------------------------------------------- if args.training: - + print("training") EPOCHS = args.nepoch @@ -163,11 +168,8 @@ def fetch_data(): inp = [] targets = [] - - #adds word embedding corresponding to inp words to inp - #if word not in pretrained embeddings assign zero vec for w in sent: - inp.append(embeds(torch.tensor([word2index[w]], dtype=torch.long))) + inp.append(embeds(torch.tensor(word2index[w], dtype=torch.long))) output, hidden = model(inp) @@ -184,7 +186,7 @@ def fetch_data(): # --------------------------------------------------------------------- if args.inference: - + print("started inference") y_pred = [] y_actual = [] model.train(False) @@ -194,10 +196,10 @@ def fetch_data(): inp = [] for w in sent[0]: - try: - inp.append(torch.tensor(w2v[w])) - except KeyError: - inp.append(torch.zeros(embedding_dim)) + if w in vocab: + inp.append(embeds(torch.tensor(word2index[w], dtype=torch.long))) + else: + inp.append(embeds(torch.tensor(word2index["unk"], dtype=torch.long))) class_scores, hidden = model(inp) y_pred.append(str(class_scores.max(dim=1)[1].numpy()[0])) @@ -210,4 +212,4 @@ def fetch_data(): # --------------------------------------------------------------------- if args.save_model: - save_model(model, args.model_filename) \ No newline at end of file + save_model(model, args.model_filename) From a5604ffbb8c495479d26154c18847f7381092488 Mon Sep 17 00:00:00 2001 From: jlw422 Date: Wed, 16 Sep 2020 16:27:10 -0400 Subject: [PATCH 4/5] updated version --- rnn/rnn.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/rnn/rnn.py b/rnn/rnn.py index 9609e7f..75b06c2 100644 --- a/rnn/rnn.py +++ b/rnn/rnn.py @@ -13,7 +13,7 @@ import os sys.path.append(os.path.join(os.path.dirname(__file__), os.pardir)) -import numpy as np +import numpy import torch import torch.nn as nn from torch.nn import init @@ -145,7 +145,7 @@ def fetch_data(): # Move model to HammerBlade if using HB if args.hammerblade: model.to(torch.device("hammerblade")) - + embeds.to(torch.device("hammerblade")) print(model) @@ -169,11 +169,11 @@ def fetch_data(): inp = [] targets = [] for w in sent: - inp.append(embeds(torch.tensor(word2index[w], dtype=torch.long))) + inp.append(embeds(torch.tensor(word2index[w], dtype=torch.long, device="hammerblade"))) output, hidden = model(inp) - targets = torch.tensor([target for i in range(0,output.shape[0])], dtype=torch.long) + targets = torch.tensor([target for i in range(0,output.shape[0])], dtype=torch.long, device="hammeblade") # back prop loss loss = criterion(output, targets) From f848e39024c5c9d7e5d02012e71e04dba3ae6b2c Mon Sep 17 00:00:00 2001 From: jlw422 Date: Fri, 21 May 2021 13:29:39 -0400 Subject: [PATCH 5/5] simple rnn and data --- rnn/data/data_simple_rnn/names/Arabic.txt | 2000 ++++ rnn/data/data_simple_rnn/names/Chinese.txt | 268 + rnn/data/data_simple_rnn/names/Czech.txt | 519 + rnn/data/data_simple_rnn/names/Dutch.txt | 297 + rnn/data/data_simple_rnn/names/English.txt | 3668 +++++++ rnn/data/data_simple_rnn/names/French.txt | 277 + rnn/data/data_simple_rnn/names/German.txt | 724 ++ rnn/data/data_simple_rnn/names/Greek.txt | 203 + rnn/data/data_simple_rnn/names/Irish.txt | 232 + rnn/data/data_simple_rnn/names/Italian.txt | 709 ++ rnn/data/data_simple_rnn/names/Japanese.txt | 991 ++ rnn/data/data_simple_rnn/names/Korean.txt | 94 + rnn/data/data_simple_rnn/names/Polish.txt | 139 + rnn/data/data_simple_rnn/names/Portuguese.txt | 74 + rnn/data/data_simple_rnn/names/Russian.txt | 9408 +++++++++++++++++ rnn/data/data_simple_rnn/names/Scottish.txt | 100 + rnn/data/data_simple_rnn/names/Spanish.txt | 298 + rnn/data/data_simple_rnn/names/Vietnamese.txt | 73 + rnn/simple_rnn.py | 183 + 19 files changed, 20257 insertions(+) create mode 100644 rnn/data/data_simple_rnn/names/Arabic.txt create mode 100644 rnn/data/data_simple_rnn/names/Chinese.txt create mode 100644 rnn/data/data_simple_rnn/names/Czech.txt create mode 100644 rnn/data/data_simple_rnn/names/Dutch.txt create mode 100644 rnn/data/data_simple_rnn/names/English.txt create mode 100644 rnn/data/data_simple_rnn/names/French.txt create mode 100644 rnn/data/data_simple_rnn/names/German.txt create mode 100644 rnn/data/data_simple_rnn/names/Greek.txt create mode 100644 rnn/data/data_simple_rnn/names/Irish.txt create mode 100644 rnn/data/data_simple_rnn/names/Italian.txt create mode 100644 rnn/data/data_simple_rnn/names/Japanese.txt create mode 100644 rnn/data/data_simple_rnn/names/Korean.txt create mode 100644 rnn/data/data_simple_rnn/names/Polish.txt create mode 100644 rnn/data/data_simple_rnn/names/Portuguese.txt create mode 100644 rnn/data/data_simple_rnn/names/Russian.txt create mode 100644 rnn/data/data_simple_rnn/names/Scottish.txt create mode 100644 rnn/data/data_simple_rnn/names/Spanish.txt create mode 100644 rnn/data/data_simple_rnn/names/Vietnamese.txt create mode 100644 rnn/simple_rnn.py diff --git a/rnn/data/data_simple_rnn/names/Arabic.txt b/rnn/data/data_simple_rnn/names/Arabic.txt new file mode 100644 index 0000000..292459b --- /dev/null +++ b/rnn/data/data_simple_rnn/names/Arabic.txt @@ -0,0 +1,2000 @@ +Khoury +Nahas +Daher +Gerges +Nazari +Maalouf +Gerges +Naifeh +Guirguis +Baba +Sabbagh +Attia +Tahan +Haddad +Aswad +Najjar +Dagher +Maloof +Isa +Asghar +Nader +Gaber +Abboud +Maalouf +Zogby +Srour +Bahar +Mustafa +Hanania +Daher +Tuma +Nahas +Saliba +Shamoon +Handal +Baba +Amari +Bahar +Atiyeh +Said +Khouri +Tahan +Baba +Mustafa +Guirguis +Sleiman +Seif +Dagher +Bahar +Gaber +Harb +Seif +Asker +Nader +Antar +Awad +Srour +Shadid +Hajjar +Hanania +Kalb +Shadid +Bazzi +Mustafa +Masih +Ghanem +Haddad +Isa +Antoun +Sarraf +Sleiman +Dagher +Najjar +Malouf +Nahas +Naser +Saliba +Shamon +Malouf +Kalb +Daher +Maalouf +Wasem +Kanaan +Naifeh +Boutros +Moghadam +Masih +Sleiman +Aswad +Cham +Assaf +Quraishi +Shalhoub +Sabbag +Mifsud +Gaber +Shammas +Tannous +Sleiman +Bazzi +Quraishi +Rahal +Cham +Ghanem +Ghanem +Naser +Baba +Shamon +Almasi +Basara +Quraishi +Bata +Wasem +Shamoun +Deeb +Touma +Asfour +Deeb +Hadad +Naifeh +Touma +Bazzi +Shamoun +Nahas +Haddad +Arian +Kouri +Deeb +Toma +Halabi +Nazari +Saliba +Fakhoury +Hadad +Baba +Mansour +Sayegh +Antar +Deeb +Morcos +Shalhoub +Sarraf +Amari +Wasem +Ganim +Tuma +Fakhoury +Hadad +Hakimi +Nader +Said +Ganim +Daher +Ganem +Tuma +Boutros +Aswad +Sarkis +Daher +Toma +Boutros +Kanaan +Antar +Gerges +Kouri +Maroun +Wasem +Dagher +Naifeh +Bishara +Ba +Cham +Kalb +Bazzi +Bitar +Hadad +Moghadam +Sleiman +Shamoun +Antar +Atiyeh +Koury +Nahas +Kouri +Maroun +Nassar +Sayegh +Haik +Ghanem +Sayegh +Salib +Cham +Bata +Touma +Antoun +Antar +Bata +Botros +Shammas +Ganim +Sleiman +Seif +Moghadam +Ba +Tannous +Bazzi +Seif +Salib +Hadad +Quraishi +Halabi +Essa +Bahar +Kattan +Boutros +Nahas +Sabbagh +Kanaan +Sayegh +Said +Botros +Najjar +Toma +Bata +Atiyeh +Halabi +Tannous +Kouri +Shamoon +Kassis +Haddad +Tuma +Mansour +Antar +Kassis +Kalb +Basara +Rahal +Mansour +Handal +Morcos +Fakhoury +Hadad +Morcos +Kouri +Quraishi +Almasi +Awad +Naifeh +Koury +Asker +Maroun +Fakhoury +Sabbag +Sarraf +Shamon +Assaf +Boutros +Malouf +Nassar +Qureshi +Ghanem +Srour +Almasi +Qureshi +Ghannam +Mustafa +Najjar +Kassab +Shadid +Shamoon +Morcos +Atiyeh +Isa +Ba +Baz +Asker +Seif +Asghar +Hajjar +Deeb +Essa +Qureshi +Abboud +Ganem +Haddad +Koury +Nassar +Abadi +Toma +Tannous +Harb +Issa +Khouri +Mifsud +Kalb +Gaber +Ganim +Boulos +Samaha +Haddad +Sabbag +Wasem +Dagher +Rahal +Atiyeh +Antar +Asghar +Mansour +Awad +Boulos +Sarraf +Deeb +Abadi +Nazari +Daher +Gerges +Shamoon +Gaber +Amari +Sarraf 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-0,0 +1,268 @@ +Ang +Au-Yong +Bai +Ban +Bao +Bei +Bian +Bui +Cai +Cao +Cen +Chai +Chaim +Chan +Chang +Chao +Che +Chen +Cheng +Cheung +Chew +Chieu +Chin +Chong +Chou +Chu +Cui +Dai +Deng +Ding +Dong +Dou +Duan +Eng +Fan +Fei +Feng +Foong +Fung +Gan +Gauk +Geng +Gim +Gok +Gong +Guan +Guang +Guo +Gwock +Han +Hang +Hao +Hew +Hiu +Hong +Hor +Hsiao +Hua +Huan +Huang +Hui +Huie +Huo +Jia +Jiang +Jin +Jing +Joe +Kang +Kau +Khoo +Khu +Kong +Koo +Kwan +Kwei +Kwong +Lai +Lam +Lang +Lau +Law +Lew +Lian +Liao +Lim +Lin +Ling +Liu +Loh +Long +Loong +Luo +Mah +Mai +Mak +Mao +Mar +Mei +Meng +Miao +Min +Ming +Moy +Mui +Nie +Niu +Ou-Yang +Ow-Yang +Pan +Pang +Pei +Peng +Ping +Qian +Qin +Qiu +Quan +Que +Ran +Rao +Rong +Ruan +Sam +Seah +See +Seow +Seto +Sha +Shan +Shang +Shao +Shaw +She +Shen +Sheng +Shi +Shu +Shuai +Shui +Shum +Siew +Siu +Song +Sum +Sun +Sze +Tan +Tang +Tao +Teng +Teoh +Thean +Thian +Thien +Tian +Tong +Tow +Tsang +Tse +Tsen +Tso +Tze +Wan +Wang +Wei +Wen +Weng +Won +Wong +Woo +Xiang +Xiao 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+Tholberg +Tillens +Tunison +Tunneson +Vandale +Vandroogenbroeck +Vann diff --git a/rnn/data/data_simple_rnn/names/English.txt b/rnn/data/data_simple_rnn/names/English.txt new file mode 100644 index 0000000..2b875fd --- /dev/null +++ b/rnn/data/data_simple_rnn/names/English.txt @@ -0,0 +1,3668 @@ +Abbas +Abbey +Abbott +Abdi +Abel +Abraham +Abrahams +Abrams +Ackary +Ackroyd +Acton +Adair +Adam +Adams +Adamson +Adanet +Addams +Adderley +Addinall +Addis +Addison +Addley +Aderson +Adey +Adkins +Adlam +Adler +Adrol +Adsett +Agar +Ahern +Aherne +Ahmad +Ahmed +Aikman +Ainley +Ainsworth +Aird +Airey +Aitchison +Aitken +Akhtar +Akram +Alam +Alanson +Alber +Albert +Albrighton +Albutt +Alcock +Alden +Alder +Aldersley +Alderson +Aldred +Aldren +Aldridge +Aldworth +Alesbury +Alexandar +Alexander +Alexnader +Alford +Algar +Ali +Alker +Alladee +Allam +Allan +Allard +Allaway +Allcock +Allcott +Alldridge +Alldritt +Allen +Allgood +Allington +Alliott +Allison +Allkins +Allman +Allport +Allsop +Allum 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+Yarnold +Yarwood +Yasmin +Yates +Yeadon +Yeardley +Yeardsley +Yeates +Yeatman +Yeldon +Yeoman +Yeomans +Yetman +Yeung +Yoman +Yomkins +York +Yorke +Yorston +Youlden +Young +Younge +Younis +Youssouf +Yule +Yusuf +Zaoui diff --git a/rnn/data/data_simple_rnn/names/French.txt b/rnn/data/data_simple_rnn/names/French.txt new file mode 100644 index 0000000..b1f811c --- /dev/null +++ b/rnn/data/data_simple_rnn/names/French.txt @@ -0,0 +1,277 @@ +Abel +Abraham +Adam +Albert +Allard +Archambault +Armistead +Arthur +Augustin +Babineaux +Baudin +Beauchene +Beaulieu +Beaumont +Bélanger +Bellamy +Bellerose +Belrose +Berger +Béringer +Bernard +Bertrand +Bisset +Bissette +Blaise +Blanc +Blanchet +Blanchett +Bonfils +Bonheur +Bonhomme +Bonnaire +Bonnay +Bonner +Bonnet +Borde +Bordelon +Bouchard +Boucher +Brisbois +Brodeur +Bureau +Caron +Cavey +Chaput +Charbonneau +Charpentier +Charron +Chastain +Chevalier +Chevrolet +Cloutier +Colbert +Comtois +Cornett +Coté +Coupe +Courtemanche +Cousineau +Couture +Daniau +D'aramitz +Daviau +David +Deforest +Degarmo +Delacroix +De la fontaine +Deniau +Deniaud +Deniel +Denis +De sauveterre +Deschamps +Descoteaux +Desjardins +Desrochers +Desrosiers +Dubois +Duchamps +Dufort +Dufour +Duguay +Dupond +Dupont +Durand +Durant +Duval +Émile +Eustis +Fabian +Fabre +Fabron +Faucher +Faucheux +Faure +Favager +Favre +Favreau +Fay +Félix +Firmin +Fontaine +Forest +Forestier +Fortier +Foss +Fournier +Gage +Gagne +Gagnier +Gagnon +Garcon +Gardinier +Germain +Géroux +Giles +Girard +Giroux +Glaisyer +Gosse +Gosselin +Granger +Guérin +Guillory +Hardy +Harman +Hébert +Herbert +Herriot +Jacques +Janvier +Jordan +Joubert +Labelle +Lachance +Lachapelle +Lamar +Lambert +Lane +Langlais +Langlois +Lapointe +Larue +Laurent +Lavigne +Lavoie +Leandres +Lebeau +Leblanc +Leclair +Leclerc +Lécuyer +Lefebvre +Lefévre +Lefurgey +Legrand +Lemaire +Lémieux +Leon +Leroy +Lesauvage +Lestrange +Lévêque +Lévesque +Linville +Lyon +Lyon +Maçon +Marchand +Marie +Marion +Martel +Martel +Martin +Masson +Masson +Mathieu +Mercier +Merle +Michaud +Michel +Monet +Monette +Montagne +Moreau +Moulin +Mullins +Noel +Oliver +Olivier +Page +Paget +Palomer +Pan +Pape +Paquet +Paquet +Parent +Paris +Parris +Pascal +Patenaude +Paternoster +Paul +Pelletier +Perrault +Perreault +Perrot +Petit +Pettigrew +Pierre +Plamondon +Plourde +Poingdestre +Poirier +Porcher +Poulin +Proulx +Renaud +Rey +Reyer +Richard +Richelieu +Robert +Roche +Rome +Romilly +Rose +Rousseau +Roux +Roy +Royer +Salomon +Salvage +Samson +Samuel +Sargent +Sarkozi +Sarkozy +Sartre +Sault +Sauvage +Sauvageau +Sauvageon +Sauvageot +Sauveterre +Savatier +Segal +Sergeant +Séverin +Simon +Solomon +Soucy +St martin +St pierre +Tailler +Tasse +Thayer +Thibault +Thomas +Tobias +Tolbert +Traver +Travere +Travers +Traverse +Travert +Tremblay +Tremble +Victor +Victors +Villeneuve +Vincent +Vipond +Voclain +Yount diff --git a/rnn/data/data_simple_rnn/names/German.txt b/rnn/data/data_simple_rnn/names/German.txt new file mode 100644 index 0000000..2069385 --- /dev/null +++ b/rnn/data/data_simple_rnn/names/German.txt @@ -0,0 +1,724 @@ +Abbing +Abel +Abeln +Abt +Achilles +Achterberg +Acker +Ackermann +Adam +Adenauer +Adler +Adlersflügel +Aeschelman +Albert +Albrecht +Aleshire +Aleshite +Althaus +Amsel +Andres +Armbrüster +Armbruster +Artz +Aue +Auer +Augustin +Aust +Autenburg +Auttenberg +Baasch +Bach +Bachmeier +Bäcker +Bader +Bähr +Bambach +Bauer +Bauers +Baum +Baumann +Baumbach +Baumgärtner +Baumgartner +Baumhauer +Bayer +Beck +Becke +Beckenbauer +Becker +Beckert +Behrend +Behrends +Beitel +Beltz +Benn +Berg +Berger +Bergfalk +Beringer +Bernat +Best +Beutel +Beyer +Beyersdorf +Bieber +Biermann +Bischoffs +Blau +Blecher +Bleier +Blumenthal +Blumstein +Bocker +Boehler +Boer +Boesch +Böhler +Böhm +Böhme +Böhmer +Bohn +Borchard +Bösch +Bosch +Böttcher +Brahms +Brand +Brandt +Brant +Brauer +Braun +Braune +Breiner +Breisacher +Breitbarth +Bretz +Brinkerhoff +Brodbeck +Brose +Brotz +Bruhn +Brun +Brune +Buchholz +Buckholtz +Buhr +Bumgarner +Burgstaller +Busch +Carver +Chevrolet +Cline +Dahl +Denzel +Derrick +Diefenbach +Dieter +Dietrich +Dirchs +Dittmar +Dohman +Drechsler +Dreher +Dreschner +Dresdner +Dressler +Duerr +Dunkle +Dunst +Dürr +Eberhardt +Ebner +Ebner +Eckstein +Egger +Eichel +Eilerts +Engel +Enns +Esser +Essert +Everhart +Fabel +Faerber +Falk +Falkenrath +Färber +Fashingbauer +Faust +Feigenbaum +Feld +Feldt +Fenstermacher +Fertig +Fiedler +Fischer +Flater +Fleischer +Foerstner +Forst +Förstner +Foth +Frank +Franke +Frei +Freud +Freudenberger +Freund +Fried +Friedrich +Fromm +Frost +Fuchs +Fuhrmann +Fürst +Fux +Gabler +Gaertner +Garb +Garber +Gärtner +Garver +Gass +Gehrig +Gehring +Geier +Geiger +Geisler +Geissler +Geiszler +Gensch +Gerber +Gerhard +Gerhardt +Gerig +Gerst +Gerstle +Gerver +Giehl +Giese +Glöckner +Goebel +Goldschmidt +Gorman +Gott +Gotti +Gottlieb +Gottschalk +Graner +Greenberg +Groos +Gros +Gross +Groß +Große +Grosse +Größel +Großel +Großer +Grosser +Grosz 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+Oelberg +Ohme +Oliver +Oppenheimer +Ott +Otto +Oursler +Pahlke +Papke +Papp +Paternoster +Paul +Paulis +Pawlitzki +Penzig +Peter +Peters +Pfaff +Pfenning +Plank +Pletcher +Porsche +Portner +Prinz +Protz +Rademacher +Rademaker +Rapp +Raske +Raskob +Raskop +Raskoph +Regenbogen +Reier +Reiher +Reiter +Rettig +Reuter +Reuter +Richard +Richter +Rier +Riese +Ritter +Rose +Rosenberg +Rosenberger +Rosenfeld +Rot +Roth +Rothbauer +Rothenberg +Rothschild +Sachs +Saller +Saller +Salomon +Salzwedel +Samuel +Sander +Sauber +Schäfer +Scheer +Scheinberg +Schenck +Schermer +Schindler +Schirmer +Schlender +Schlimme +Schlusser +Schmeling +Schmid +Schmidt +Schmitt +Schmitz +Schneider +Schnoor +Schnur +Schoettmer +Schräder +Schrader +Schreck +Schreier +Schröder +Schröder +Schroeder +Schroeter +Schröter +Schubert +Schuchard +Schuchardt +Schuchert +Schuhart +Schuhmacher +Schuler +Schult +Schulte +Schultes +Schultheis +Schultheiss +Schultheiß +Schultz +Schultze +Schulz +Schulze +Schumacher +Schuster +Schuttmann +Schwangau +Schwartz +Schwarz +Schwarzenegger +Schwenke +Schwinghammer +Seelenfreund +Seidel +Senft +Senft +Sheinfeld +Shriver +Siegel +Siegel +Siekert +Siemon +Silverstein +Simen +Simmon +Simon +Simons +Siskin +Siskind +Sitz +Sitz +Slusser +Solberg +Sommer +Sommer +Sommer +Sommer +Sonnen +Sorg +Sorge +Spannagel +Specht +Spellmeyer +Spitznogle +Sponaugle +Stark +Stauss +Steen +Steffen +Stein +Steinmann +Stenger +Sternberg +Steube +Steuben +Stieber +Stoppelbein +Stoppelbein +Strand +Straub +Strobel +Strohkirch +Stroman +Stuber +Stueck +Stumpf +Sturm +Suess +Sulzbach +Swango +Switzer +Tangeman +Tanzer +Teufel +Tiedeman +Tifft +Tillens +Tobias +Tolkien +Tresler +Tritten +Trumbauer +Tschida +Unkle +Unruh +Unterbrink +Ursler +Vann +Van tonder +Vieth +Vogel +Vogt +Vogts +Voigt +Voigts +Volk +Voll +Von brandt +Von essen +Von grimmelshausen +Von ingersleben +Vonnegut +Von wegberg +Voss +Voß +Wägner +Wagner +Wähner +Wahner +Waldfogel +Waldvogel +Walkenhorst +Walter +Walther +Waltz +Wang +Warner +Waxweiler +Weber +Wechsler +Wedekind +Weeber +Wegener +Wegner +Wehner +Wehunt +Weigand +Weiman +Weiner +Weiss +Weiß +Welter +Wendel +Wendell +Werner +Wernher +West +Westerberg +Wetterman +Wetzel +Wexler +Wieck +Wiegand +Wildgrube +Winter +Winther +Winther +Wirner +Wirnhier +Wirt +Wirth +Wolf +Wolff +Wolter +Wörner +Wörnhör +Wruck +Wyman +Xylander +Zellweger +Zilberschlag +Zimmerman +Zimmermann diff --git a/rnn/data/data_simple_rnn/names/Greek.txt b/rnn/data/data_simple_rnn/names/Greek.txt new file mode 100644 index 0000000..80d1505 --- /dev/null +++ b/rnn/data/data_simple_rnn/names/Greek.txt @@ -0,0 +1,203 @@ +Adamidis +Adamou +Agelakos +Akrivopoulos +Alexandropoulos +Anetakis +Angelopoulos +Antimisiaris +Antipas +Antonakos +Antoniadis +Antonopoulos +Antonopoulos +Antonopoulos +Arvanitoyannis +Avgerinos +Banos +Batsakis +Bekyros +Belesis +Bertsimas +Bilias +Blades +Bouloukos +Brisimitzakis +Bursinos +Calogerakis +Calpis +Chellos +Christakos +Christodoulou +Christou +Chrysanthopoulos +Chrysanthopoulos +Comino +Close +Close +Close +Close +Close +Close +Close +Close +Dalianis +Danas +Dasios +Demakis +Demarchis +Demas +Demetrious +Dertilis +Diakogeorgiou +Dioletis +Dounias +Dritsas +Drivakis +Eatros +Egonidis +Eliopoulos +Forakis +Fotopoulos +Fourakis +Frangopoulos +Galanopoulos +Garofalis +Gavril +Gavrilopoulos +Georgeakopoulos +Geracimos +Gianakopulos +Giannakopoulos +Giannakos +Glynatsis +Gomatos +Grammatakakis +Gravari +Hadjiyianakies +Hagias +Haritopoulos +Honjas +Horiatis +Houlis +Jamussa +Kaglantge +Kalakos +Kalogeria +Kaloxylos +Kanavos +Kapsimalles +Karahalios +Karameros +Karkampasis +Karnoupakis +Katsourinis +Kefalas +Kokkali +Kokoris +Kolovos +Konstantatos +Kosmas +Kotsilimbas +Kotsiopoulos +Kouches +Koulaxizis +Koumanidis +Kourempes +Kouretas +Kouropoulos +Kouros +Koustoubos +Koutsoubos +Kreskas +Kringos +Kyritsis +Laganas +Leontarakis +Letsos +Liatos +Lillis +Lolos +Louverdis +Makricosta +Malihoudis +Maneates +Manos +Manoukarakis +Matsoukis +Mentis +Mersinias +Metrofanis +Michalaras +Milionis +Missiakos +Moraitopoulos +Nikolaou +Nomikos +Paitakes +Paloumbas +Panayiotopoulos +Panoulias +Pantelakos +Pantelas +Papadelias +Papadopulos +Papageorge +Papoutsis +Pappayiorgas +Paraskevopoulos +Paraskos +Paschalis +Patrianakos +Patselas +Pefanis +Petimezas +Petrakis +Pezos +Phocas +Pispinis +Polites +Polymenakou +Poniros +Protopsaltis +Rallis +Rigatos +Rorris +Rousses +Ruvelas +Sakelaris +Sakellariou +Samios +Sardelis +Sfakianos +Sklavenitis +Sortras +Sotiris +Spyridis +Stamatas +Stamatelos +Stavropoulos +Strilakos +Stroggylis +Tableriou +Taflambas +Tassioglou +Telis +Tsoumada +Theofilopoulos +Theohari +Totolos +Tourna +Tsahalis +Tsangaris +Tselios +Tsogas +Vamvakidis +Varvitsiotes +Vassilikos +Vassilopulos +Vlahos +Vourlis +Xydis +Zaloumi +Zouvelekis diff --git a/rnn/data/data_simple_rnn/names/Irish.txt b/rnn/data/data_simple_rnn/names/Irish.txt new file mode 100644 index 0000000..c0190ab --- /dev/null +++ b/rnn/data/data_simple_rnn/names/Irish.txt @@ -0,0 +1,232 @@ +Adam +Ahearn +Aodh +Aodha +Aonghuis +Aonghus +Bhrighde +Bradach +Bradan +Braden +Brady +Bran +Brannon +Brian +Callaghan +Caomh +Carey +Casey +Cassidy +Cathain +Cathan +Cathasach +Ceallach +Ceallachan +Cearbhall +Cennetig +Ciardha +Clark +Cleirich +Cleirigh +Cnaimhin +Coghlan +Coilean +Collins +Colman +Conall +Conchobhar +Conn +Connell +Connolly +Cormac +Corraidhin +Cuidightheach +Curran +Dúbhshlaine +Dalach +Daly +Damhain +Damhan +Delaney +Desmond +Devin +Diarmaid +Doherty +Domhnall +Donnchadh +Donndubhan +Donnell +Donoghue +Donovan +Doyle +Dubhain +Dubhan +Duncan +Eoghan +Eoin +Eoin +Faolan +Farrell +Fearghal +Fergus +Finn +Finnegan +Fionn +Flanagan +Flann +Flynn +Gallchobhar +Gerald +Giolla +Gorman +Hayden +Ivor +John +Kavanagh +Keefe +Kelly +Kennedy +Lennon +Login +Macclelland +Macdermott +Maceachthighearna +Macfarland +Macghabhann +Maciomhair +Macshuibhne +Madaidhin +Madden +Maguire +Mahoney +Maille +Malone +Manus +Maolmhuaidh +Mathghamhain +Maurice +Mcguire +Mckay +Mclain +Mcmahon +Mcnab +Mcneil +Meadhra +Michael +Milligan +Mochan +Mohan +Molloy +Monahan +Mooney +Muirchertach +Mullen +Mulryan +Murchadh +Murphy +Names +Naoimhin +Naomhan +Neil +Neville +Nevin +Niadh +Niall +Nolan +Nuallan +O'Boyle +O'Brien +O'Byrne +O'Donnell +O'Hannagain +O'Hannigain +O'Keefe +O'Mooney +O'Neal +O'Boyle +O'Bree +O'Brian +O'Brien +O'Callaghann +O'Connell +O'Connor +O'Dell +O'Doherty +O'Donnell +O'Donoghue +O'Dowd +O'Driscoll +O'Gorman +O'Grady +O'Hagan +O'Halloran +O'Hanlon +O'Hara +O'Hare +O'Kane +O'Keefe +O'Keeffe +O'Kelly +O'Leary +O'Loughlin +O'Mahoney +O'Mahony +O'Malley +O'Meara +O'Neal +O'Neill +O'Reilly +O'Rourke +O'Ryan +O'Shea +O'Sullivan +O'Toole +Patrick +Peatain +Pharlain +Power +Quigley +Quinn +Quirke +Raghailligh +Reagan +Register +Reilly +Reynold +Rhys +Riagain +Riagan +Riain +Rian +Rinn +Roach +Rodagh +Rory +Ruadh +Ruadhain +Ruadhan +Ruaidh +Samuel +Scolaidhe +Seaghdha +Sechnall +Seighin +Shannon +Sheehy +Simon +Sioda +Sloan +Sluaghadhan +Suaird +Sullivan +Tadhg +Tadhgan +Taidhg +Teagan +Teague +Tighearnach +Tracey +Treasach +Whalen +Whelan +William diff --git a/rnn/data/data_simple_rnn/names/Italian.txt b/rnn/data/data_simple_rnn/names/Italian.txt new file mode 100644 index 0000000..b62a4c4 --- /dev/null +++ b/rnn/data/data_simple_rnn/names/Italian.txt @@ -0,0 +1,709 @@ +Abandonato +Abatangelo +Abatantuono +Abate +Abategiovanni +Abatescianni +Abbà +Abbadelli +Abbascia +Abbatangelo +Abbatantuono +Abbate +Abbatelli +Abbaticchio +Abbiati +Abbracciabene +Abbracciabeni +Abelli +Abelló +Abrami +Abramo +Acardi +Accardi +Accardo +Acciai +Acciaio +Acciaioli +Acconci +Acconcio +Accorsi +Accorso +Accosi +Accursio +Acerbi +Acone +Aconi +Acqua +Acquafredda +Acquarone +Acquati +Adalardi +Adami +Adamo +Adamoli +Addario +Adelardi +Adessi +Adimari +Adriatico +Affini +Africani +Africano +Agani +Aggi +Aggio +Agli +Agnelli +Agnellutti +Agnusdei +Agosti +Agostini +Agresta +Agrioli +Aiello +Aiolfi +Airaldi +Airò +Aita +Ajello +Alagona +Alamanni +Albanesi +Albani +Albano +Alberghi +Alberghini +Alberici +Alberighi +Albero +Albini +Albricci +Albrici +Alcheri +Aldebrandi +Alderisi +Alduino +Alemagna +Aleppo +Alesci +Alescio +Alesi +Alesini +Alesio +Alessandri +Alessi +Alfero +Aliberti +Alinari +Aliprandi +Allegri +Allegro +Alò +Aloia +Aloisi +Altamura +Altimari +Altoviti +Alunni +Amadei +Amadori +Amalberti +Amantea +Amato +Amatore +Ambrogi +Ambrosi +Amello +Amerighi +Amoretto +Angioli +Ansaldi +Anselmetti +Anselmi +Antonelli +Antonini +Antonino +Aquila +Aquino +Arbore +Ardiccioni +Ardizzone +Ardovini +Arena +Aringheri +Arlotti +Armani +Armati +Armonni +Arnolfi +Arnoni +Arrighetti +Arrighi +Arrigucci +Aucciello +Azzarà +Baggi +Baggio +Baglio +Bagni +Bagnoli +Balboni +Baldi +Baldini +Baldinotti +Baldovini +Bandini +Bandoni +Barbieri +Barone +Barsetti +Bartalotti +Bartolomei +Bartolomeo +Barzetti +Basile +Bassanelli +Bassani +Bassi +Basso +Basurto +Battaglia +Bazzoli +Bellandi 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+Serafini +Serpico +Sessa +Sgro +Siena +Silvestri +Sinagra +Sinagra +Soldati +Somma +Sordi +Soriano +Sorrentino +Spada +Spanò +Sparacello +Speziale +Spini +Stabile +Stablum +Stilo +Sultana +Tafani +Tamàro +Tamboia +Tanzi +Tarantino +Taverna +Tedesco +Terranova +Terzi +Tessaro +Testa +Tiraboschi +Tivoli +Todaro +Toloni +Tornincasa +Toselli +Tosetti +Tosi +Tosto +Trapani +Traversa +Traversi +Traversini +Traverso +Trucco +Trudu +Tumicelli +Turati +Turchi +Uberti +Uccello +Uggeri +Ughi +Ungaretti +Ungaro +Vacca +Vaccaro +Valenti +Valentini +Valerio +Varano +Ventimiglia +Ventura +Verona +Veronesi +Vescovi +Vespa +Vestri +Vicario +Vico +Vigo +Villa +Vinci +Vinci +Viola +Vitali +Viteri +Voltolini +Zambrano +Zanetti +Zangari +Zappa +Zeni +Zini +Zino +Zunino diff --git a/rnn/data/data_simple_rnn/names/Japanese.txt b/rnn/data/data_simple_rnn/names/Japanese.txt new file mode 100644 index 0000000..961a8b8 --- /dev/null +++ b/rnn/data/data_simple_rnn/names/Japanese.txt @@ -0,0 +1,991 @@ +Abe +Abukara +Adachi +Aida +Aihara +Aizawa +Ajibana +Akaike +Akamatsu +Akatsuka +Akechi +Akera +Akimoto +Akita +Akiyama +Akutagawa +Amagawa +Amaya +Amori +Anami +Ando +Anzai +Aoki +Arai +Arakawa +Araki +Arakida +Arato +Arihyoshi +Arishima +Arita +Ariwa +Ariwara +Asahara +Asahi +Asai +Asano +Asanuma +Asari +Ashia +Ashida +Ashikaga +Asuhara +Atshushi +Ayabito +Ayugai +Baba +Baisotei +Bando +Bunya +Chiba +Chikamatsu +Chikanatsu +Chino +Chishu +Choshi +Daishi +Dan +Date +Dazai +Deguchi +Deushi +Doi +Ebina +Ebisawa +Eda +Egami +Eguchi +Ekiguchi +Endo +Endoso +Enoki +Enomoto +Erizawa +Eto +Etsuko +Ezakiya +Fuchida +Fugunaga +Fujikage +Fujimaki +Fujimoto +Fujioka +Fujishima +Fujita +Fujiwara +Fukao +Fukayama +Fukuda +Fukumitsu +Fukunaka +Fukuoka +Fukusaku +Fukushima +Fukuyama +Fukuzawa +Fumihiko +Funabashi +Funaki +Funakoshi +Furusawa +Fuschida +Fuse +Futabatei +Fuwa +Gakusha +Genda +Genji +Gensai +Godo +Goto +Gushiken +Hachirobei +Haga +Hagino +Hagiwara +Hama +Hamacho +Hamada +Hamaguchi +Hamamoto +Hanabusa +Hanari +Handa +Hara +Harada +Haruguchi +Hasegawa +Hasekura +Hashimoto +Hasimoto +Hatakeda +Hatakeyama +Hatayama +Hatoyama +Hattori +Hayakawa +Hayami +Hayashi +Hayashida +Hayata +Hayuata +Hida +Hideaki +Hideki +Hideyoshi +Higashikuni +Higashiyama +Higo +Higoshi +Higuchi +Hike +Hino +Hira +Hiraga +Hiraki +Hirano +Hiranuma +Hiraoka +Hirase +Hirasi +Hirata +Hiratasuka +Hirayama +Hiro +Hirose +Hirota +Hiroyuki +Hisamatsu +Hishida +Hishikawa +Hitomi +Hiyama +Hohki +Hojo +Hokusai +Honami +Honda +Hori +Horigome +Horigoshi +Horiuchi +Horri +Hoshino +Hosokawa +Hosokaya +Hotate +Hotta +Hyata +Hyobanshi +Ibi +Ibu +Ibuka +Ichigawa +Ichihara +Ichikawa +Ichimonji +Ichiro +Ichisada +Ichiyusai +Idane +Iemochi +Ienari +Iesada +Ieyasu +Ieyoshi +Igarashi +Ihara +Ii +Iida +Iijima +Iitaka +Ijichi +Ijiri +Ikeda +Ikina +Ikoma +Imada +Imagawa +Imai +Imaizumi +Imamura +Imoo +Ina +Inaba +Inao +Inihara +Ino +Inoguchi +Inokuma +Inoue +Inouye +Inukai +Ippitsusai +Irie +Iriye +Isayama +Ise 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+Kimiyama +Kimura +Kinashita +Kinoshita +Kinugasa +Kira +Kishi +Kiski +Kita +Kitabatake +Kitagawa +Kitamura +Kitano +Kitao +Kitoaji +Ko +Kobayashi +Kobi +Kodama +Koga +Kogara +Kogo +Koguchi +Koiso +Koizumi +Kojima +Kokan +Komagata +Komatsu +Komatsuzaki +Komine +Komiya +Komon +Komura +Kon +Konae +Konda +Kondo +Konishi +Kono +Konoe +Koruba +Koshin +Kotara +Kotoku +Koyama +Koyanagi +Kozu +Kubo +Kubota +Kudara +Kudo +Kuga +Kumagae +Kumasaka +Kunda +Kunikida +Kunisada +Kuno +Kunomasu +Kuramochi +Kuramoto +Kurata +Kurkawa +Kurmochi +Kuroda +Kurofuji +Kurogane +Kurohiko +Kuroki +Kurosawa +Kurusu +Kusatsu +Kusonoki +Kusuhara +Kusunoki +Kuwabara +Kwakami +Kyubei +Maeda +Maehata +Maeno +Maita +Makiguchi +Makino +Makioka +Makuda +Marubeni +Marugo +Marusa +Maruya +Maruyama +Masanobu +Masaoka +Mashita +Masoni +Masudu +Masuko +Masuno +Masuzoe +Matano +Matokai +Matoke +Matsuda +Matsukata +Matsuki +Matsumara +Matsumoto +Matsumura +Matsuo +Matsuoka +Matsura +Matsushina +Matsushita +Matsuya +Matsuzawa 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+Takashita +Takasu +Takasugi +Takayama +Takecare +Takeda +Takei +Takekawa +Takemago +Takemitsu +Takemura +Takenouchi +Takeshita +Taketomo +Takeuchi +Takewaki +Takimoto +Takishida +Takishita +Takizawa +Taku +Takudo +Takudome +Tamazaki +Tamura +Tamuro +Tanaka +Tange +Tani +Taniguchi +Tanizaki +Tankoshitsu +Tansho +Tanuma +Tarumi +Tatenaka +Tatsuko +Tatsuno +Tatsuya +Tawaraya +Tayama +Temko +Tenshin +Terada +Terajima +Terakado +Terauchi +Teshigahara +Teshima +Tochikura +Togo +Tojo +Tokaji +Tokuda +Tokudome +Tokuoka +Tomika +Tomimoto +Tomioka +Tommii +Tomonaga +Tomori +Tono +Torii +Torisei +Toru +Toshishai +Toshitala +Toshusai +Toyama +Toyoda +Toyoshima +Toyota +Toyotomi +Tsubouchi +Tsucgimoto +Tsuchie +Tsuda +Tsuji +Tsujimoto +Tsujimura +Tsukada +Tsukade +Tsukahara +Tsukamoto +Tsukatani +Tsukawaki +Tsukehara +Tsukioka +Tsumemasa +Tsumura +Tsunoda +Tsurimi +Tsuruga +Tsuruya +Tsushima +Tsutaya +Tsutomu +Uboshita +Uchida +Uchiyama +Ueda +Uehara +Uemura +Ueshima +Uesugi +Uetake +Ugaki +Ui +Ukiyo +Umari +Umehara +Umeki +Uno +Uoya +Urogataya +Usami +Ushiba +Utagawa +Wakai +Wakatsuki +Watabe +Watanabe +Watari +Watnabe +Watoga +Yakuta +Yamabe +Yamada +Yamagata +Yamaguchi +Yamaguchiya +Yamaha +Yamahata +Yamakage +Yamakawa +Yamakazi +Yamamoto +Yamamura +Yamana +Yamanaka +Yamanouchi +Yamanoue +Yamaoka +Yamashita +Yamato +Yamawaki +Yamazaki +Yamhata +Yamura +Yanagawa +Yanagi +Yanagimoto +Yanagita +Yano +Yasuda +Yasuhiro +Yasui +Yasujiro +Yasukawa +Yasutake +Yoemon +Yokokawa +Yokoyama +Yonai +Yosano +Yoshida +Yoshifumi +Yoshihara +Yoshikawa +Yoshimatsu +Yoshinobu +Yoshioka +Yoshitomi +Yoshizaki +Yoshizawa +Yuasa +Yuhara +Yunokawa diff --git a/rnn/data/data_simple_rnn/names/Korean.txt b/rnn/data/data_simple_rnn/names/Korean.txt new file mode 100644 index 0000000..1dae577 --- /dev/null +++ b/rnn/data/data_simple_rnn/names/Korean.txt @@ -0,0 +1,94 @@ +Ahn +Baik +Bang +Byon +Cha +Chang +Chi +Chin +Cho +Choe +Choi +Chong +Chou +Chu +Chun +Chung +Chweh +Gil +Gu +Gwang +Ha +Han +Ho +Hong +Hung +Hwang +Hyun +Jang +Jeon +Jeong +Jo +Jon +Jong +Jung +Kang +Kim +Ko +Koo +Ku +Kwak +Kwang +Lee +Li +Lim +Ma +Mo +Moon +Nam +Ngai +Noh +Oh +Pae +Pak +Park +Ra +Rhee +Rheem +Ri +Rim +Ron +Ryom +Ryoo +Ryu +San +Seo +Seok +Shim +Shin +Shon +Si +Sin +So +Son +Song +Sook +Suh +Suk +Sun +Sung +Tsai +Wang +Woo +Yang +Yeo +Yeon +Yi +Yim +Yoo +Yoon +You +Youj +Youn +Yu +Yun diff --git a/rnn/data/data_simple_rnn/names/Polish.txt b/rnn/data/data_simple_rnn/names/Polish.txt new file mode 100644 index 0000000..d2286c3 --- /dev/null +++ b/rnn/data/data_simple_rnn/names/Polish.txt @@ -0,0 +1,139 @@ +Adamczak +Adamczyk +Andrysiak +Auttenberg +Bartosz +Bernard +Bobienski +Bosko +Broż +Brzezicki +Budny +Bukoski +Bukowski +Chlebek +Chmiel +Czajka +Czajkowski +Dubanowski +Dubicki +Dunajski +Dziedzic +Fabian +Filipek +Filipowski +Gajos +Gniewek +Gomolka +Gomulka +Gorecki +Górka +Górski +Grzeskiewicz +Gwozdek +Jagoda +Janda +Janowski +Jaskolski +Jaskulski +Jedynak +Jelen +Jez +Jordan +Kaczka 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new file mode 100644 index 0000000..58df0dc --- /dev/null +++ b/rnn/data/data_simple_rnn/names/Portuguese.txt @@ -0,0 +1,74 @@ +Abreu +Albuquerque +Almeida +Alves +Araújo +Araullo +Barros +Basurto +Belo +Cabral +Campos +Cardozo +Castro +Coelho +Costa +Crespo +Cruz +D'cruz +D'cruze +Delgado +De santigo +Duarte +Estéves +Fernandes +Ferreira +Ferreiro +Ferro +Fonseca +Franco +Freitas +Garcia +Gaspar +Gomes +Gouveia +Guerra +Henriques +Lobo +Machado +Madeira +Magalhães +Maria +Mata +Mateus +Matos +Medeiros +Melo +Mendes +Moreno +Nunes +Palmeiro +Paredes +Pereira +Pinheiro +Pinho +Ramires +Ribeiro +Rios +Rocha +Rodrigues +Romão +Rosario +Salazar +Santana +Santiago +Santos +Serafim +Silva +Silveira +Simões +Soares +Souza +Torres +Vargas +Ventura diff --git a/rnn/data/data_simple_rnn/names/Russian.txt b/rnn/data/data_simple_rnn/names/Russian.txt new file mode 100644 index 0000000..ea12b11 --- /dev/null +++ b/rnn/data/data_simple_rnn/names/Russian.txt @@ -0,0 +1,9408 @@ +Ababko +Abaev +Abagyan 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+Zinnatov +Zinnurov +Zinov +Zinoviev +Zinovin +Zinyuhin +Zis +Zitev +Zitserman +Ziyakov +Ziyatdinov +Ziyazov +Zobanov +Zobkob +Zobnin +Zobov +Zogalev +Zolin +Zolkin +Zoloev +Zolotai +Zolotar +Zolotarev +Zolotarevsky +Zolotarsky +Zolotavin +Zolotdinov +Zolotenkov +Zolotilin +Zolotkov +Zolotnitsky +Zolotnitzky +Zozrov +Zozulya +Zukerman diff --git a/rnn/data/data_simple_rnn/names/Scottish.txt b/rnn/data/data_simple_rnn/names/Scottish.txt new file mode 100644 index 0000000..c69f51e --- /dev/null +++ b/rnn/data/data_simple_rnn/names/Scottish.txt @@ -0,0 +1,100 @@ +Smith +Brown +Wilson +Campbell +Stewart +Thomson +Robertson +Anderson +Macdonald +Scott +Reid +Murray +Taylor +Clark +Ross +Watson +Morrison +Paterson +Young +Mitchell +Walker +Fraser +Miller +Mcdonald +Gray +Henderson +Hamilton +Johnston +Duncan +Graham +Ferguson +Kerr +Davidson +Bell +Cameron +Kelly +Martin +Hunter +Allan +Mackenzie +Grant +Simpson +Mackay +Mclean +Macleod +Black +Russell +Marshall +Wallace +Gibson +Kennedy +Gordon +Burns +Sutherland +Stevenson +Munro +Milne +Watt +Murphy +Craig +Wood +Muir +Wright +Mckenzie +Ritchie +Johnstone +Sinclair +White +Mcmillan +Williamson +Dickson +Hughes +Cunningham +Mckay +Bruce +Millar +Crawford +Mcintosh +Douglas +Docherty +King +Jones +Boyle +Fleming +Mcgregor +Aitken +Christie +Shaw +Maclean +Jamieson +Mcintyre +Hay +Lindsay +Alexander +Ramsay +Mccallum +Whyte +Jackson +Mclaughlin +Hill diff --git a/rnn/data/data_simple_rnn/names/Spanish.txt b/rnn/data/data_simple_rnn/names/Spanish.txt new file mode 100644 index 0000000..d52a444 --- /dev/null +++ b/rnn/data/data_simple_rnn/names/Spanish.txt @@ -0,0 +1,298 @@ +Abana +Abano +Abarca +Abaroa +Abascal +Abasolo +Abel +Abelló +Aberquero +Abreu +Acosta +Agramunt +Aiza +Alamilla +Albert +Albuquerque +Aldana +Alfaro +Alvarado +Álvarez +Alves +Amador +Andreu +Antúnez +Aqua +Aquino +Araújo +Araullo +Araya +Arce +Arechavaleta +Arena +Aritza +Armando +Arreola +Arriola +Asis +Asturias +Avana +Azarola +Banderas +Barros +Basurto +Bautista +Bello +Belmonte +Bengochea +Benitez +Bermúdez +Blanco +Blanxart +Bolívar +Bonaventura +Bosque +Bustillo +Busto +Bustos +Cabello +Cabrera +Campo +Campos +Capello +Cardona +Caro +Casales +Castell +Castellano +Castillion +Castillo +Castro +Chavarría +Chavez +Colón +Costa +Crespo +Cruz +Cuéllar +Cuevas +D'cruz +D'cruze +De la cruz +De la fuente +Del bosque +De leon +Delgado +Del olmo +De santigo +Díaz +Dominguez +Duarte +Durante +Echevarría +Echeverría +Elizondo +Escamilla +Escárcega +Escarrà +Esparza +Espina +Espino +Espinosa +Espinoza +Estévez +Etxebarria +Etxeberria +Félix +Fernández +Ferrer +Fierro +Flores +Fonseca +Franco +Fuentes +Gallego +Gallo +García +Garrastazu +Garza +Gaspar +Gebara +Gomez +Gonzales +Gonzalez +Grec +Guadarrama +Guerra +Guerrero +Gutiérrez +Gutierrez +Hernandez +Herrera +Herrero +Hierro +Holguín +Huerta +Ibáñez +Ibarra +Iñíguez +Iturburua +Jaso +Jasso +Jimenez +Jordà +Juárez +Lobo +Lopez +Losa +Loyola +Machado +Macías +Maradona +María +Marino +Márquez +Martell +Martí +Martínez +Martinez +Mas +Mata +Mateu +Medina +Melendez +Méndez +Mendoza +Menendez +Merlo +Michel +Mingo +Moles +Molina +Montero +Morales +Moralez +Moreno +Narváez +Nieves +Noguerra +Núñez +Obando +Ochoa +Ojeda +Ola +Oleastro +Olguin +Oliver +Olmos +Oquendo +Orellana +Oriol +Ortega +Ortiz +Palomo +Paredes +Pavia +Peláez +Peña +Pérez +Perez +Petit +Picasso +Porra +Porras +Prieto +Puerta +Puga +Puig +Quinones +Quintana +Quirós +Ramírez +Ramos +Rana +Rendón +Rey +Reyes +Rios +Rivera +Rivero +Robledo +Robles +Rocha +Rodríguez +Rodriquez +Roig +Rojas +Rojo +Roldán +Romà +Romà +Romero +Rosa +Rosales +Rubio +Ruiz +Sala +Salamanca +Salazar +Salcedo +Salinas +Sanchez +Sandoval +San nicolas +Santana +Santiago +Santillian +Santos +Sastre +Sepúlveda +Sierra +Silva +Soler +Solo +Solos +Soto +Suárez +Suero +Tapia +Terrazas +Tomàs +Torres +Tos +Tosell +Toset +Travieso +Trujillo +Ubina +Urbina +Ureña +Valdez +Valencia +Varela +Vargas +Vásquez +Vázquez +Vega +Vela +Vela +Velazquez +Ventura +Vicario +Vilaró +Villa +Villalobos +Villanueva +Villaverde +Viola +Viteri +Vivas +Vives +Ybarra +Zabala +Zambrano +Zamorano +Zapatero +Zavala +Zubizarreta +Zuñiga diff --git a/rnn/data/data_simple_rnn/names/Vietnamese.txt b/rnn/data/data_simple_rnn/names/Vietnamese.txt new file mode 100644 index 0000000..ba98cdf --- /dev/null +++ b/rnn/data/data_simple_rnn/names/Vietnamese.txt @@ -0,0 +1,73 @@ +Nguyen +Tron +Le +Pham +Huynh +Hoang +Phan +Vu +Vo +Dang +Bui +Do +Ho +Ngo +Duong +Ly +An +an +Bach +Banh +Cao +Chau +Chu +Chung +Chu +Diep +Doan +Dam +Dao +Dinh +Doan +Giang +Ha +Han +Kieu +Kim +La +Lac +Lam +Lieu +Luc +Luong +Luu +Ma +Mach +Mai +Nghiem +Phi +Pho +Phung +Quach +Quang +Quyen +Ta +Thach +Thai +Sai +Thi +Than +Thao +Thuy +Tieu +To +Ton +Tong +Trang +Trieu +Trinh +Truong +Van +Vinh +Vuong +Vuu diff --git a/rnn/simple_rnn.py b/rnn/simple_rnn.py new file mode 100644 index 0000000..8d40437 --- /dev/null +++ b/rnn/simple_rnn.py @@ -0,0 +1,183 @@ +from __future__ import unicode_literals, print_function, division +from io import open +import glob +import os +import torch + +import unicodedata +import string +import random + +import torch.nn as nn + +class RNN(nn.Module): + def __init__(self, input_size, hidden_size, output_size): + super(RNN, self).__init__() + + self.hidden_size = hidden_size + + self.i2h = nn.Linear(input_size + hidden_size, hidden_size) + self.i2o = nn.Linear(input_size + hidden_size, output_size) + self.softmax = nn.LogSoftmax(dim=1) + + def forward(self, input, hidden): + combined = torch.cat((input, hidden), 1) + hidden = self.i2h(combined) + output = self.i2o(combined) + output = self.softmax(output) + return output, hidden + + def initHidden(self): + + return torch.zeros(1, self.hidden_size, device="hammerblade") +# return torch.zeros(1, self.hidden_size) + + + +def train(category_tensor, line_tensor): + hidden = rnn.initHidden() + + rnn.zero_grad() + + for i in range(line_tensor.size()[0]): + output, hidden = rnn(line_tensor[i], hidden) + + loss = criterion(output, category_tensor) + loss.backward() + + # Add parameters' gradients to their values, multiplied by learning rate + for p in rnn.parameters(): + p.data.add_(p.grad.data, alpha=-learning_rate) + return output, loss.item() + + + +def findFiles(path): return glob.glob(path) + +# Turn a Unicode string to plain ASCII, thanks to https://stackoverflow.com/a/518232/2809427 +def unicodeToAscii(s): + return ''.join( + c for c in unicodedata.normalize('NFD', s) + if unicodedata.category(c) != 'Mn' + and c in all_letters + ) + + +# Read a file and split into lines +def readLines(filename): + lines = open(filename, encoding='utf-8').read().strip().split('\n') + return [unicodeToAscii(line) for line in lines] + + +# Find letter index from all_letters, e.g. "a" = 0 +def letterToIndex(letter): + return all_letters.find(letter) + +# Just for demonstration, turn a letter into a <1 x n_letters> Tensor +def letterToTensor(letter): + tensor = torch.zeros(1, n_letters) + tensor = torch.zeros(1, n_letters, device="hammerblade") +# tensor[0][letterToIndex(letter)] = 1 + return tensor + +# Turn a line into a , +# or an array of one-hot letter vectors +def lineToTensor(line): + tensor = torch.zeros(len(line), 1, n_letters, device="hammerblade") +# tensor = torch.zeros(len(line), 1, n_letters) + for li, letter in enumerate(line): + tensor[li][0][letterToIndex(letter)] = 1 + return tensor + +def randomChoice(l): + return l[random.randint(0, len(l) - 1)] + +def randomTrainingExample(): + category = randomChoice(all_categories) + line = randomChoice(category_lines[category]) +# category_tensor = torch.tensor([all_categories.index(category)], dtype=torch.long) + category_tensor = torch.tensor([all_categories.index(category)], dtype=torch.long, device="hammerblade") + line_tensor = lineToTensor(line) + return category, line, category_tensor, line_tensor + +def categoryFromOutput(output): + output = output.cpu() + top_n, top_i = output.topk(1) + category_i = top_i[0].item() + return all_categories[category_i], category_i + + +def evaluate(line_tensor): + hidden = rnn.initHidden() + + for i in range(line_tensor.size()[0]): + output, hidden = rnn(line_tensor[i], hidden) + + return output + +if __name__ == "__main__": + + category_lines = {} + all_categories = [] + all_letters = string.ascii_letters + " .,;'" + n_letters = len(all_letters) + + for filename in findFiles('data/data_simple_rnn/names/*.txt'): + category = os.path.splitext(os.path.basename(filename))[0] + all_categories.append(category) + lines = readLines(filename) + category_lines[category] = lines + + + n_categories = len(all_categories) + + + n_hidden = 128 + print("input size: " + str(n_letters)) + print("output size: " + str(n_categories)) + rnn = RNN(n_letters, n_hidden, n_categories) + rnn.to(device="hammerblade") + criterion = nn.NLLLoss() + learning_rate = 0.005 + + n_iters = 100000 + +# Keep track of losses for plotting + current_loss = 0 + + torch.hammerblade.profiler.enable() + + print("training") + for iter in range(1, 2): + # print(iter) + category, line, category_tensor, line_tensor = randomTrainingExample() + output, loss = train(category_tensor, line_tensor) + current_loss += loss + +# confusion = torch.zeros(n_categories, n_categories) +# n_confusion = 10000 + +# correct = 0 + # Go through a bunch of examples and record which are correctly guessed +# for i in range(n_confusion): +# category, line, category_tensor, line_tensor = randomTrainingExample() +# output = evaluate(line_tensor) +# guess, guess_i = categoryFromOutput(output) +# category_i = all_categories.index(category) + +# if category_i == guess_i: +# correct += 1 +# confusion[category_i][guess_i] += 1 + +# print(correct/n_confusion) +# Normalize by dividing every row by its sum +# for i in range(n_categories): +# confusion[i] = confusion[i] / confusion[i].sum() + + + + torch.hammerblade.profiler.disable() + print(torch.hammerblade.profiler.exec_time.raw_stack()) + print(torch.hammerblade.profiler.exec_time.fancy_print()) + +