From 132a26af01ae96162b101274ba4fbbe3736e6c5f Mon Sep 17 00:00:00 2001 From: caoying03 Date: Wed, 14 Jun 2017 18:42:18 +0800 Subject: [PATCH 1/2] refine NER. --- {word_embedding => hsigmoid}/README.md | 0 {word_embedding => hsigmoid}/hsigmoid_conf.py | 0 .../hsigmoid_predict.py | 0 .../hsigmoid_train.py | 0 .../images/binary_tree.png | Bin .../images/network_conf.png | Bin .../images/path_to_1.png | Bin {word_embedding => hsigmoid}/index.html | 0 sequence_tagging_for_ner/.gitignore | 2 + sequence_tagging_for_ner/conll03.py | 123 - sequence_tagging_for_ner/data/download.sh | 4 +- sequence_tagging_for_ner/data/test | 2 - sequence_tagging_for_ner/data/train | 2 - sequence_tagging_for_ner/data/vocab.txt | 100232 +++++++++++++++ sequence_tagging_for_ner/infer.py | 62 + sequence_tagging_for_ner/ner.py | 267 - sequence_tagging_for_ner/network_conf.py | 109 + sequence_tagging_for_ner/reader.py | 68 + sequence_tagging_for_ner/train.py | 101 + sequence_tagging_for_ner/utils.py | 28 + 20 files changed, 100604 insertions(+), 396 deletions(-) rename {word_embedding => hsigmoid}/README.md (100%) rename {word_embedding => hsigmoid}/hsigmoid_conf.py (100%) rename {word_embedding => hsigmoid}/hsigmoid_predict.py (100%) rename {word_embedding => hsigmoid}/hsigmoid_train.py (100%) rename {word_embedding => hsigmoid}/images/binary_tree.png (100%) rename {word_embedding => hsigmoid}/images/network_conf.png (100%) rename {word_embedding => hsigmoid}/images/path_to_1.png (100%) rename {word_embedding => hsigmoid}/index.html (100%) create mode 100644 sequence_tagging_for_ner/.gitignore delete mode 100644 sequence_tagging_for_ner/conll03.py create mode 100644 sequence_tagging_for_ner/data/vocab.txt create mode 100644 sequence_tagging_for_ner/infer.py delete mode 100644 sequence_tagging_for_ner/ner.py create mode 100644 sequence_tagging_for_ner/network_conf.py create mode 100644 sequence_tagging_for_ner/reader.py create mode 100644 sequence_tagging_for_ner/train.py create mode 100644 sequence_tagging_for_ner/utils.py diff --git a/word_embedding/README.md b/hsigmoid/README.md similarity index 100% rename from word_embedding/README.md rename to hsigmoid/README.md diff --git a/word_embedding/hsigmoid_conf.py b/hsigmoid/hsigmoid_conf.py similarity index 100% rename from word_embedding/hsigmoid_conf.py rename to hsigmoid/hsigmoid_conf.py diff --git a/word_embedding/hsigmoid_predict.py b/hsigmoid/hsigmoid_predict.py similarity index 100% rename from word_embedding/hsigmoid_predict.py rename to hsigmoid/hsigmoid_predict.py diff --git a/word_embedding/hsigmoid_train.py b/hsigmoid/hsigmoid_train.py similarity index 100% rename from word_embedding/hsigmoid_train.py rename to hsigmoid/hsigmoid_train.py diff --git a/word_embedding/images/binary_tree.png b/hsigmoid/images/binary_tree.png similarity index 100% rename from word_embedding/images/binary_tree.png rename to hsigmoid/images/binary_tree.png diff --git a/word_embedding/images/network_conf.png b/hsigmoid/images/network_conf.png similarity index 100% rename from word_embedding/images/network_conf.png rename to hsigmoid/images/network_conf.png diff --git a/word_embedding/images/path_to_1.png b/hsigmoid/images/path_to_1.png similarity index 100% rename from word_embedding/images/path_to_1.png rename to hsigmoid/images/path_to_1.png diff --git a/word_embedding/index.html b/hsigmoid/index.html similarity index 100% rename from word_embedding/index.html rename to hsigmoid/index.html diff --git a/sequence_tagging_for_ner/.gitignore b/sequence_tagging_for_ner/.gitignore new file mode 100644 index 0000000000..c281422d17 --- /dev/null +++ b/sequence_tagging_for_ner/.gitignore @@ -0,0 +1,2 @@ +*.pyc +*.tar.gz diff --git a/sequence_tagging_for_ner/conll03.py b/sequence_tagging_for_ner/conll03.py deleted file mode 100644 index d74ae48de3..0000000000 --- a/sequence_tagging_for_ner/conll03.py +++ /dev/null @@ -1,123 +0,0 @@ -""" -Conll03 dataset. -""" - -import tarfile -import gzip -import itertools -import collections -import re -import numpy as np - -__all__ = ['train', 'test', 'get_dict', 'get_embedding'] - -UNK_IDX = 0 - - -def canonicalize_digits(word): - if any([c.isalpha() for c in word]): return word - word = re.sub("\d", "DG", word) - if word.startswith("DG"): - word = word.replace(",", "") # remove thousands separator - return word - - -def canonicalize_word(word, wordset=None, digits=True): - word = word.lower() - if digits: - if (wordset != None) and (word in wordset): return word - word = canonicalize_digits(word) # try to canonicalize numbers - if (wordset == None) or (word in wordset): return word - else: return "UUUNKKK" # unknown token - - -def load_dict(filename): - d = dict() - with open(filename, 'r') as f: - for i, line in enumerate(f): - d[line.strip()] = i - return d - - -def get_dict(vocab_file='data/vocab.txt', target_file='data/target.txt'): - """ - Get the word and label dictionary. - """ - word_dict = load_dict(vocab_file) - label_dict = load_dict(target_file) - return word_dict, label_dict - - -def get_embedding(emb_file='data/wordVectors.txt'): - """ - Get the trained word vector. - """ - return np.loadtxt(emb_file, dtype=float) - - -def corpus_reader(filename='data/train'): - def reader(): - sentence = [] - labels = [] - with open(filename) as f: - for line in f: - if re.match(r"-DOCSTART-.+", line) or (len(line.strip()) == 0): - if len(sentence) > 0: - yield sentence, labels - sentence = [] - labels = [] - else: - segs = line.strip().split() - sentence.append(segs[0]) - # transform from I-TYPE to BIO schema - if segs[-1] != 'O' and (len(labels) == 0 or - labels[-1][1:] != segs[-1][1:]): - labels.append('B' + segs[-1][1:]) - else: - labels.append(segs[-1]) - - f.close() - - return reader - - -def reader_creator(corpus_reader, word_dict, label_dict): - """ - Conll03 train set creator. - - The dataset can be obtained according to http://www.clips.uantwerpen.be/conll2003/ner/. - It returns a reader creator, each sample in the reader includes word id sequence, label id sequence and raw sentence for purpose of print. - - :return: Training reader creator - :rtype: callable - """ - - def reader(): - for sentence, labels in corpus_reader(): - word_idx = [ - word_dict.get(canonicalize_word(w, word_dict), UNK_IDX) - for w in sentence - ] - mark = [1 if w[0].isupper() else 0 for w in sentence] - label_idx = [label_dict.get(w) for w in labels] - yield word_idx, mark, label_idx, sentence - - return reader - - -def train(data_file='data/train', - vocab_file='data/vocab.txt', - target_file='data/target.txt'): - return reader_creator( - corpus_reader(data_file), - word_dict=load_dict(vocab_file), - label_dict=load_dict(target_file)) - - -def test(data_file='data/test', - vocab_file='data/vocab.txt', - target_file='data/target.txt'): - return reader_creator( - corpus_reader(data_file), - word_dict=load_dict(vocab_file), - label_dict=load_dict(target_file)) diff --git a/sequence_tagging_for_ner/data/download.sh b/sequence_tagging_for_ner/data/download.sh index cdc10f66f2..9782c63b35 100644 --- a/sequence_tagging_for_ner/data/download.sh +++ b/sequence_tagging_for_ner/data/download.sh @@ -1,6 +1,6 @@ wget http://cs224d.stanford.edu/assignment2/assignment2.zip unzip assignment2.zip -cp assignment2_release/data/ner/wordVectors.txt data/ -cp assignment2_release/data/ner/vocab.txt data/ +cp assignment2_release/data/ner/wordVectors.txt ./ +cp assignment2_release/data/ner/vocab.txt ./ rm -rf assignment2.zip assignment2_release diff --git a/sequence_tagging_for_ner/data/test b/sequence_tagging_for_ner/data/test index ca2f212896..66163e1a86 100644 --- a/sequence_tagging_for_ner/data/test +++ b/sequence_tagging_for_ner/data/test @@ -1,5 +1,3 @@ --DOCSTART- -X- O O - CRICKET NNP I-NP O - : O O LEICESTERSHIRE NNP I-NP I-ORG diff --git a/sequence_tagging_for_ner/data/train b/sequence_tagging_for_ner/data/train index ffe131a2d2..cbf3e678c5 100644 --- a/sequence_tagging_for_ner/data/train +++ b/sequence_tagging_for_ner/data/train @@ -1,5 +1,3 @@ --DOCSTART- -X- O O - EU NNP I-NP I-ORG rejects VBZ I-VP O German JJ I-NP I-MISC diff --git a/sequence_tagging_for_ner/data/vocab.txt b/sequence_tagging_for_ner/data/vocab.txt new file mode 100644 index 0000000000..3c8c45a2dd --- /dev/null +++ b/sequence_tagging_for_ner/data/vocab.txt @@ -0,0 +1,100232 @@ + +the +, +. +of +and +in +" +a +to +was +is +for +as +) +( +on +with +by +'s +he +that +from +it +his +at +an +are +were +which + + +this +be +or +also +has +had +their +one +not +first +but +new +its +they +have +who +after +DGDGDGDG +' +her +been +other +she +; +two +when +% +there +all +into +time +during +: +more +school +years +most +can +some +only +over +many +used +such +would +up +out +city +may +him +world +where +- +later +under +these +between +then +about +made +state +known +than +united +DGDG.DG +DGDGDG +however +while +year +being +states +part +three +university +became +both +through +them +no +including 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+externalism +machel +stoat +crenellated +wigglesworth +captiva +aediles +plamondon +uni-president +ectodermal +dodie +gallego +stilo +testarossa +y-shaped +doremi +1993-1998 +9,600 +dynasts +fragmenting +mux +roofless +mesta +chuen +anare +tishman +shadyside +jager +relevancy +nogi +zerilli +1996-98 +fusco +fuga +lorazepam +co-manager +centerpoint +protuberance +conniff +elham +n'dour +tlr +oreste +yoakum +regen +kbo +legations +hokuriku +self-assured +hyades +o'riley +day-use +wolpe +marshallese +fitts +aplastic +capstar +breathalyzer +ayia +misinterpret +mactavish +multimillion +27-24 +unicom +cell-phone +adcs +outlands +o'regan +photojournalists +targ +ild +vorderman +mabillard +jaane +abhorrence +photodiode +robichaud +affectation +assonet +comic-strip +mtf +3.57 +goodwrench +kptv +arditi +osm +onr +reeducation +codice_23 +pasi +paulk +32-page +rollicking +1917-1918 +vadivelu +osterley +quem +metronidazole +homebuilding +neuritis +single-user +symbolical +toseland +sub-system +clubbers +ebersol +compacta +bitterest +neuer +caistor +scott-heron +hafizullah +nowa +presupposition +valmet +trampolining +undermanned +kombi +320th +antidotes +adenomas +charente-maritime +wetherell +plimsoll +basant diff --git a/sequence_tagging_for_ner/infer.py b/sequence_tagging_for_ner/infer.py new file mode 100644 index 0000000000..a37d9b8981 --- /dev/null +++ b/sequence_tagging_for_ner/infer.py @@ -0,0 +1,62 @@ +import gzip + +import reader +from network_conf import * +from utils import * + + +def infer(model_path, batch_size, test_data_file, vocab_file, target_file): + def _infer_a_batch(inferer, test_data, id_2_word, id_2_label): + probs = inferer.infer(input=test_data, field=["id"]) + assert len(probs) == sum(len(x[0]) for x in test_data) + + for idx, test_sample in enumerate(test_data): + start_id = 0 + pred_str = "" + for w, tag in zip(test_sample[0], + probs[start_id:start_id + len(test_sample[0])]): + pred_str += "%s[%s] " % (id_2_word[w], id_2_label[tag]) + print(pred_str.strip()) + start_id += len(test_sample[0]) + + word_dict = load_dict(vocab_file) + word_dict_len = len(word_dict) + word_reverse_dict = load_reverse_dict(vocab_file) + + label_dict = load_dict(target_file) + label_reverse_dict = load_reverse_dict(target_file) + label_dict_len = len(label_dict) + + # initialize PaddlePaddle + paddle.init(use_gpu=False, trainer_count=1) + parameters = paddle.parameters.Parameters.from_tar( + gzip.open(model_path, "r")) + + predict = ner_net( + word_dict_len=word_dict_len, + label_dict_len=label_dict_len, + is_train=False) + + inferer = paddle.inference.Inference( + output_layer=predict, parameters=parameters) + + test_data = [] + for i, item in enumerate( + reader.data_reader(test_data_file, word_dict, label_dict)()): + test_data.append([item[0], item[1]]) + if len(test_data) == batch_size: + _infer_a_batch(inferer, test_data, word_reverse_dict, + label_reverse_dict) + test_data = [] + + _infer_a_batch(inferer, test_data, word_reverse_dict, label_reverse_dict) + test_data = [] + + +if __name__ == "__main__": + infer( + model_path="models/params_pass_0.tar.gz", + batch_size=2, + test_data_file="data/test", + vocab_file="data/vocab.txt", + target_file="data/target.txt") diff --git a/sequence_tagging_for_ner/ner.py b/sequence_tagging_for_ner/ner.py deleted file mode 100644 index b219aeb3de..0000000000 --- a/sequence_tagging_for_ner/ner.py +++ /dev/null @@ -1,267 +0,0 @@ -import math -import gzip -import paddle.v2 as paddle -import paddle.v2.evaluator as evaluator -import conll03 -import itertools - -# init dataset -train_data_file = 'data/train' -test_data_file = 'data/test' -vocab_file = 'data/vocab.txt' -target_file = 'data/target.txt' -emb_file = 'data/wordVectors.txt' - -train_data_reader = conll03.train(train_data_file, vocab_file, target_file) -test_data_reader = conll03.test(test_data_file, vocab_file, target_file) -word_dict, label_dict = conll03.get_dict(vocab_file, target_file) -word_vector_values = conll03.get_embedding(emb_file) - -# init hyper-params -word_dict_len = len(word_dict) -label_dict_len = len(label_dict) -mark_dict_len = 2 -word_dim = 50 -mark_dim = 5 -hidden_dim = 300 - -mix_hidden_lr = 1e-3 -default_std = 1 / math.sqrt(hidden_dim) / 3.0 -emb_para = paddle.attr.Param( - name='emb', initial_std=math.sqrt(1. / word_dim), is_static=True) -std_0 = paddle.attr.Param(initial_std=0.) -std_default = paddle.attr.Param(initial_std=default_std) - - -def d_type(size): - return paddle.data_type.integer_value_sequence(size) - - -def ner_net(is_train): - word = paddle.layer.data(name='word', type=d_type(word_dict_len)) - mark = paddle.layer.data(name='mark', type=d_type(mark_dict_len)) - - word_embedding = paddle.layer.mixed( - name='word_embedding', - size=word_dim, - input=paddle.layer.table_projection(input=word, param_attr=emb_para)) - mark_embedding = paddle.layer.mixed( - name='mark_embedding', - size=mark_dim, - input=paddle.layer.table_projection(input=mark, param_attr=std_0)) - emb_layers = [word_embedding, mark_embedding] - - word_caps_vector = paddle.layer.concat( - name='word_caps_vector', input=emb_layers) - hidden_1 = paddle.layer.mixed( - name='hidden1', - size=hidden_dim, - act=paddle.activation.Tanh(), - bias_attr=std_default, - input=[ - paddle.layer.full_matrix_projection( - input=word_caps_vector, param_attr=std_default) - ]) - - rnn_para_attr = paddle.attr.Param(initial_std=0.0, learning_rate=0.1) - hidden_para_attr = paddle.attr.Param( - initial_std=default_std, learning_rate=mix_hidden_lr) - - rnn_1_1 = paddle.layer.recurrent( - name='rnn1-1', - input=hidden_1, - act=paddle.activation.Relu(), - bias_attr=std_0, - param_attr=rnn_para_attr) - rnn_1_2 = paddle.layer.recurrent( - name='rnn1-2', - input=hidden_1, - act=paddle.activation.Relu(), - reverse=1, - bias_attr=std_0, - param_attr=rnn_para_attr) - - hidden_2_1 = paddle.layer.mixed( - name='hidden2-1', - size=hidden_dim, - bias_attr=std_default, - act=paddle.activation.STanh(), - input=[ - paddle.layer.full_matrix_projection( - input=hidden_1, param_attr=hidden_para_attr), - paddle.layer.full_matrix_projection( - input=rnn_1_1, param_attr=rnn_para_attr) - ]) - hidden_2_2 = paddle.layer.mixed( - name='hidden2-2', - size=hidden_dim, - bias_attr=std_default, - act=paddle.activation.STanh(), - input=[ - paddle.layer.full_matrix_projection( - input=hidden_1, param_attr=hidden_para_attr), - paddle.layer.full_matrix_projection( - input=rnn_1_2, param_attr=rnn_para_attr) - ]) - - rnn_2_1 = paddle.layer.recurrent( - name='rnn2-1', - input=hidden_2_1, - act=paddle.activation.Relu(), - reverse=1, - bias_attr=std_0, - param_attr=rnn_para_attr) - rnn_2_2 = paddle.layer.recurrent( - name='rnn2-2', - input=hidden_2_2, - act=paddle.activation.Relu(), - bias_attr=std_0, - param_attr=rnn_para_attr) - - hidden_3 = paddle.layer.mixed( - name='hidden3', - size=hidden_dim, - bias_attr=std_default, - act=paddle.activation.STanh(), - input=[ - paddle.layer.full_matrix_projection( - input=hidden_2_1, param_attr=hidden_para_attr), - paddle.layer.full_matrix_projection( - input=rnn_2_1, - param_attr=rnn_para_attr), paddle.layer.full_matrix_projection( - input=hidden_2_2, param_attr=hidden_para_attr), - paddle.layer.full_matrix_projection( - input=rnn_2_2, param_attr=rnn_para_attr) - ]) - - output = paddle.layer.mixed( - name='output', - size=label_dict_len, - bias_attr=False, - input=[ - paddle.layer.full_matrix_projection( - input=hidden_3, param_attr=std_default) - ]) - - if is_train: - target = paddle.layer.data(name='target', type=d_type(label_dict_len)) - - crf_cost = paddle.layer.crf( - size=label_dict_len, - input=output, - label=target, - param_attr=paddle.attr.Param( - name='crfw', - initial_std=default_std, - learning_rate=mix_hidden_lr)) - - crf_dec = paddle.layer.crf_decoding( - size=label_dict_len, - input=output, - label=target, - param_attr=paddle.attr.Param(name='crfw')) - - return crf_cost, crf_dec, target - else: - predict = paddle.layer.crf_decoding( - size=label_dict_len, - input=output, - param_attr=paddle.attr.Param(name='crfw')) - - return predict - - -def ner_net_train(data_reader=train_data_reader, num_passes=1): - # define network topology - crf_cost, crf_dec, target = ner_net(is_train=True) - evaluator.sum(name='error', input=crf_dec) - evaluator.chunk( - name='ner_chunk', - input=crf_dec, - label=target, - chunk_scheme='IOB', - num_chunk_types=(label_dict_len - 1) / 2) - - # create parameters - parameters = paddle.parameters.create(crf_cost) - parameters.set('emb', word_vector_values) - - # create optimizer - optimizer = paddle.optimizer.Momentum( - momentum=0, - learning_rate=2e-4, - regularization=paddle.optimizer.L2Regularization(rate=8e-4), - gradient_clipping_threshold=25, - model_average=paddle.optimizer.ModelAverage( - average_window=0.5, max_average_window=10000), ) - - trainer = paddle.trainer.SGD( - cost=crf_cost, - parameters=parameters, - update_equation=optimizer, - extra_layers=crf_dec) - - reader = paddle.batch( - paddle.reader.shuffle(data_reader, buf_size=8192), batch_size=64) - - feeding = {'word': 0, 'mark': 1, 'target': 2} - - def event_handler(event): - if isinstance(event, paddle.event.EndIteration): - if event.batch_id % 100 == 0: - print "Pass %d, Batch %d, Cost %f, %s" % ( - event.pass_id, event.batch_id, event.cost, event.metrics) - if event.batch_id % 1000 == 0: - result = trainer.test(reader=reader, feeding=feeding) - print "\nTest with Pass %d, Batch %d, %s" % ( - event.pass_id, event.batch_id, result.metrics) - - if isinstance(event, paddle.event.EndPass): - # save parameters - with gzip.open('params_pass_%d.tar.gz' % event.pass_id, 'w') as f: - parameters.to_tar(f) - result = trainer.test(reader=reader, feeding=feeding) - print "\nTest with Pass %d, %s" % (event.pass_id, result.metrics) - - trainer.train( - reader=reader, - event_handler=event_handler, - num_passes=num_passes, - feeding=feeding) - - return parameters - - -def ner_net_infer(data_reader=test_data_reader, model_file='ner_model.tar.gz'): - test_data = [] - test_sentences = [] - for item in data_reader(): - test_data.append([item[0], item[1]]) - test_sentences.append(item[-1]) - if len(test_data) == 10: - break - - predict = ner_net(is_train=False) - - lab_ids = paddle.infer( - output_layer=predict, - parameters=paddle.parameters.Parameters.from_tar(gzip.open(model_file)), - input=test_data, - field='id') - - flat_data = [word for word in itertools.chain.from_iterable(test_sentences)] - - labels_reverse = {} - for (k, v) in label_dict.items(): - labels_reverse[v] = k - pre_lab = [labels_reverse[lab_id] for lab_id in lab_ids] - - for word, label in zip(flat_data, pre_lab): - print word, label - - -if __name__ == '__main__': - paddle.init(use_gpu=False, trainer_count=1) - ner_net_train(data_reader=train_data_reader, num_passes=1) - ner_net_infer( - data_reader=test_data_reader, model_file='params_pass_0.tar.gz') diff --git a/sequence_tagging_for_ner/network_conf.py b/sequence_tagging_for_ner/network_conf.py new file mode 100644 index 0000000000..a2a8f8bea3 --- /dev/null +++ b/sequence_tagging_for_ner/network_conf.py @@ -0,0 +1,109 @@ +import math + +import paddle.v2 as paddle +import paddle.v2.evaluator as evaluator + + +def stacked_rnn(input_layer, + hidden_size, + hidden_para_attr, + rnn_para_attr, + stack_num=3, + reverse=False): + for i in range(stack_num): + hidden = paddle.layer.fc( + size=hidden_size, + act=paddle.activation.Tanh(), + bias_attr=paddle.attr.Param(initial_std=1.), + input=[input_layer] if not i else [hidden, rnn], + param_attr=[rnn_para_attr] + if not i else [hidden_para_attr, rnn_para_attr]) + + rnn = paddle.layer.recurrent( + input=hidden, + act=paddle.activation.Relu(), + bias_attr=paddle.attr.Param(initial_std=1.), + reverse=reverse, + param_attr=rnn_para_attr) + return hidden, rnn + + +def ner_net(word_dict_len, label_dict_len, stack_num=3, is_train=True): + mark_dict_len = 2 + word_dim = 50 + mark_dim = 5 + hidden_dim = 128 + + word = paddle.layer.data( + name='word', + type=paddle.data_type.integer_value_sequence(word_dict_len)) + word_embedding = paddle.layer.embedding( + input=word, + size=word_dim, + param_attr=paddle.attr.Param( + name='emb', initial_std=math.sqrt(1. / word_dim), is_static=True)) + + mark = paddle.layer.data( + name='mark', + type=paddle.data_type.integer_value_sequence(mark_dict_len)) + mark_embedding = paddle.layer.embedding( + input=mark, + size=mark_dim, + param_attr=paddle.attr.Param(initial_std=math.sqrt(1. / word_dim))) + + emb_layers = [word_embedding, mark_embedding] + + word_caps_vector = paddle.layer.concat(input=emb_layers) + + mix_hidden_lr = 1e-3 + rnn_para_attr = paddle.attr.Param(initial_std=0.0, learning_rate=0.1) + hidden_para_attr = paddle.attr.Param( + initial_std=1 / math.sqrt(hidden_dim), learning_rate=mix_hidden_lr) + + forward_hidden, rnn_forward = stacked_rnn(word_caps_vector, hidden_dim, + hidden_para_attr, rnn_para_attr) + backward_hidden, rnn_backward = stacked_rnn( + word_caps_vector, + hidden_dim, + hidden_para_attr, + rnn_para_attr, + reverse=True) + + fea = paddle.layer.fc( + size=hidden_dim, + bias_attr=paddle.attr.Param(initial_std=1.), + act=paddle.activation.STanh(), + input=[forward_hidden, rnn_forward, backward_hidden, rnn_backward], + param_attr=[ + hidden_para_attr, rnn_para_attr, hidden_para_attr, rnn_para_attr + ]) + + emission = paddle.layer.fc( + size=label_dict_len, + bias_attr=False, + input=fea, + param_attr=rnn_para_attr) + + if is_train: + target = paddle.layer.data( + name='target', + type=paddle.data_type.integer_value_sequence(label_dict_len)) + + crf = paddle.layer.crf( + size=label_dict_len, + input=emission, + label=target, + param_attr=paddle.attr.Param(name='crfw', initial_std=1e-3)) + + crf_dec = paddle.layer.crf_decoding( + size=label_dict_len, + input=emission, + label=target, + param_attr=paddle.attr.Param(name='crfw')) + return crf, crf_dec, target + else: + predict = paddle.layer.crf_decoding( + size=label_dict_len, + input=emission, + param_attr=paddle.attr.Param(name='crfw')) + return predict diff --git a/sequence_tagging_for_ner/reader.py b/sequence_tagging_for_ner/reader.py new file mode 100644 index 0000000000..7a0eef4feb --- /dev/null +++ b/sequence_tagging_for_ner/reader.py @@ -0,0 +1,68 @@ +""" +Conll03 dataset. +""" + +from utils import * + +__all__ = ["data_reader"] + + +def canonicalize_digits(word): + if any([c.isalpha() for c in word]): return word + word = re.sub("\d", "DG", word) + if word.startswith("DG"): + word = word.replace(",", "") # remove thousands separator + return word + + +def canonicalize_word(word, wordset=None, digits=True): + word = word.lower() + if digits: + if (wordset != None) and (word in wordset): return word + word = canonicalize_digits(word) # try to canonicalize numbers + if (wordset == None) or (word in wordset): return word + else: return "" # unknown token + + +def data_reader(data_file, word_dict, label_dict): + """ + Conll03 train set creator. + + The dataset can be obtained according to http://www.clips.uantwerpen.be/conll2003/ner/. + It returns a reader creator, each sample in the reader includes: + word id sequence, label id sequence and raw sentence. + + :return: reader creator + :rtype: callable + """ + + def reader(): + UNK_IDX = word_dict[""] + + sentence = [] + labels = [] + with open(data_file, "r") as f: + for line in f: + if len(line.strip()) == 0: + if len(sentence) > 0: + word_idx = [ + word_dict.get( + canonicalize_word(w, word_dict), UNK_IDX) + for w in sentence + ] + mark = [1 if w[0].isupper() else 0 for w in sentence] + label_idx = [label_dict[l] for l in labels] + yield word_idx, mark, label_idx + sentence = [] + labels = [] + else: + segs = line.strip().split() + sentence.append(segs[0]) + # transform I-TYPE to BIO schema + if segs[-1] != "O" and (len(labels) == 0 or + labels[-1][1:] != segs[-1][1:]): + labels.append("B" + segs[-1][1:]) + else: + labels.append(segs[-1]) + + return reader diff --git a/sequence_tagging_for_ner/train.py b/sequence_tagging_for_ner/train.py new file mode 100644 index 0000000000..aa7f69087d --- /dev/null +++ b/sequence_tagging_for_ner/train.py @@ -0,0 +1,101 @@ +import gzip +import numpy as np + +import reader +from utils import * +from network_conf import * + + +def main(train_data_file, + test_data_file, + vocab_file, + target_file, + emb_file, + num_passes=10, + batch_size=32): + word_dict = load_dict(vocab_file) + label_dict = load_dict(target_file) + + word_vector_values = get_embedding(emb_file) + + word_dict_len = len(word_dict) + label_dict_len = len(label_dict) + + paddle.init(use_gpu=False, trainer_count=1) + + # define network topology + crf_cost, crf_dec, target = ner_net(word_dict_len, label_dict_len) + evaluator.sum(name="error", input=crf_dec) + evaluator.chunk( + name="ner_chunk", + input=crf_dec, + label=target, + chunk_scheme="IOB", + num_chunk_types=(label_dict_len - 1) / 2) + + # create parameters + parameters = paddle.parameters.create(crf_cost) + parameters.set("emb", word_vector_values) + + # create optimizer + optimizer = paddle.optimizer.Momentum( + momentum=0, + learning_rate=2e-4, + regularization=paddle.optimizer.L2Regularization(rate=8e-4), + gradient_clipping_threshold=25, + model_average=paddle.optimizer.ModelAverage( + average_window=0.5, max_average_window=10000), ) + + trainer = paddle.trainer.SGD( + cost=crf_cost, + parameters=parameters, + update_equation=optimizer, + extra_layers=crf_dec) + + train_reader = paddle.batch( + paddle.reader.shuffle( + reader.data_reader(train_data_file, word_dict, label_dict), + buf_size=1000), + batch_size=batch_size) + test_reader = paddle.batch( + paddle.reader.shuffle( + reader.data_reader(test_data_file, word_dict, label_dict), + buf_size=1000), + batch_size=batch_size) + + feeding = {"word": 0, "mark": 1, "target": 2} + + def event_handler(event): + if isinstance(event, paddle.event.EndIteration): + if event.batch_id % 1 == 0: + logger.info("Pass %d, Batch %d, Cost %f, %s" % ( + event.pass_id, event.batch_id, event.cost, event.metrics)) + if event.batch_id % 1 == 0: + result = trainer.test(reader=test_reader, feeding=feeding) + logger.info("\nTest with Pass %d, Batch %d, %s" % + (event.pass_id, event.batch_id, result.metrics)) + + if isinstance(event, paddle.event.EndPass): + # save parameters + with gzip.open("models/params_pass_%d.tar.gz" % event.pass_id, + "w") as f: + parameters.to_tar(f) + + result = trainer.test(reader=test_reader, feeding=feeding) + logger.info("\nTest with Pass %d, %s" % (event.pass_id, + result.metrics)) + + trainer.train( + reader=train_reader, + event_handler=event_handler, + num_passes=num_passes, + feeding=feeding) + + +if __name__ == "__main__": + main( + train_data_file='data/train', + test_data_file='data/test', + vocab_file='data/vocab.txt', + target_file='data/target.txt', + emb_file='data/wordVectors.txt') diff --git a/sequence_tagging_for_ner/utils.py b/sequence_tagging_for_ner/utils.py new file mode 100644 index 0000000000..0fd1048c55 --- /dev/null +++ b/sequence_tagging_for_ner/utils.py @@ -0,0 +1,28 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*- +import logging +import os +import re +import argparse +import numpy as np +from collections import defaultdict + +logger = logging.getLogger("logger") +logger.setLevel(logging.INFO) + + +def get_embedding(emb_file='data/wordVectors.txt'): + """ + Get the trained word vector. + """ + return np.loadtxt(emb_file, dtype=float) + + +def load_dict(dict_path): + return dict((line.strip().split("\t")[0], idx) + for idx, line in enumerate(open(dict_path, "r").readlines())) + + +def load_reverse_dict(dict_path): + return dict((idx, line.strip().split("\t")[0]) + for idx, line in enumerate(open(dict_path, "r").readlines())) From ba0ff690366f6b36a13ad9117a7c46b93a764a18 Mon Sep 17 00:00:00 2001 From: caoying03 Date: Mon, 19 Jun 2017 16:09:07 +0800 Subject: [PATCH 2/2] fix incorrect parameter sharing between bidirectional rnns. --- sequence_tagging_for_ner/network_conf.py | 80 +++++++++++------------- sequence_tagging_for_ner/train.py | 2 + 2 files changed, 39 insertions(+), 43 deletions(-) diff --git a/sequence_tagging_for_ner/network_conf.py b/sequence_tagging_for_ner/network_conf.py index a2a8f8bea3..7074ae96d8 100644 --- a/sequence_tagging_for_ner/network_conf.py +++ b/sequence_tagging_for_ner/network_conf.py @@ -4,31 +4,7 @@ import paddle.v2.evaluator as evaluator -def stacked_rnn(input_layer, - hidden_size, - hidden_para_attr, - rnn_para_attr, - stack_num=3, - reverse=False): - for i in range(stack_num): - hidden = paddle.layer.fc( - size=hidden_size, - act=paddle.activation.Tanh(), - bias_attr=paddle.attr.Param(initial_std=1.), - input=[input_layer] if not i else [hidden, rnn], - param_attr=[rnn_para_attr] - if not i else [hidden_para_attr, rnn_para_attr]) - - rnn = paddle.layer.recurrent( - input=hidden, - act=paddle.activation.Relu(), - bias_attr=paddle.attr.Param(initial_std=1.), - reverse=reverse, - param_attr=rnn_para_attr) - return hidden, rnn - - -def ner_net(word_dict_len, label_dict_len, stack_num=3, is_train=True): +def ner_net(word_dict_len, label_dict_len, stack_num=2, is_train=True): mark_dict_len = 2 word_dim = 50 mark_dim = 5 @@ -51,37 +27,55 @@ def ner_net(word_dict_len, label_dict_len, stack_num=3, is_train=True): size=mark_dim, param_attr=paddle.attr.Param(initial_std=math.sqrt(1. / word_dim))) - emb_layers = [word_embedding, mark_embedding] - - word_caps_vector = paddle.layer.concat(input=emb_layers) + word_caps_vector = paddle.layer.concat( + input=[word_embedding, mark_embedding]) mix_hidden_lr = 1e-3 rnn_para_attr = paddle.attr.Param(initial_std=0.0, learning_rate=0.1) hidden_para_attr = paddle.attr.Param( initial_std=1 / math.sqrt(hidden_dim), learning_rate=mix_hidden_lr) - forward_hidden, rnn_forward = stacked_rnn(word_caps_vector, hidden_dim, - hidden_para_attr, rnn_para_attr) - backward_hidden, rnn_backward = stacked_rnn( - word_caps_vector, - hidden_dim, - hidden_para_attr, - rnn_para_attr, - reverse=True) - - fea = paddle.layer.fc( + # the first rnn layer shares the input-to-hidden mappings. + hidden = paddle.layer.fc( + name="__hidden00__", + size=hidden_dim, + act=paddle.activation.Tanh(), + bias_attr=paddle.attr.Param(initial_std=1.), + input=word_caps_vector, + param_attr=hidden_para_attr) + + fea = [] + for direction in ["fwd", "bwd"]: + for i in range(stack_num): + if i: + hidden = paddle.layer.fc( + name="__hidden%02d_%s__" % (i, direction), + size=hidden_dim, + act=paddle.activation.STanh(), + bias_attr=paddle.attr.Param(initial_std=1.), + input=[hidden, rnn], + param_attr=[hidden_para_attr, rnn_para_attr]) + + rnn = paddle.layer.recurrent( + name="__rnn%02d_%s__" % (i, direction), + input=hidden, + act=paddle.activation.Relu(), + bias_attr=paddle.attr.Param(initial_std=1.), + reverse=i % 2 if direction == "fwd" else not i % 2, + param_attr=rnn_para_attr) + fea += [hidden, rnn] + + rnn_fea = paddle.layer.fc( size=hidden_dim, bias_attr=paddle.attr.Param(initial_std=1.), act=paddle.activation.STanh(), - input=[forward_hidden, rnn_forward, backward_hidden, rnn_backward], - param_attr=[ - hidden_para_attr, rnn_para_attr, hidden_para_attr, rnn_para_attr - ]) + input=fea, + param_attr=[hidden_para_attr, rnn_para_attr] * 2) emission = paddle.layer.fc( size=label_dict_len, bias_attr=False, - input=fea, + input=rnn_fea, param_attr=rnn_para_attr) if is_train: diff --git a/sequence_tagging_for_ner/train.py b/sequence_tagging_for_ner/train.py index aa7f69087d..11a7e5890a 100644 --- a/sequence_tagging_for_ner/train.py +++ b/sequence_tagging_for_ner/train.py @@ -5,6 +5,8 @@ from utils import * from network_conf import * +from paddle.v2.layer import parse_network + def main(train_data_file, test_data_file,