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 0000000000000000000000000000000000000000..c281422d174b37b53a951b59f67748920f0cf857 --- /dev/null +++ b/sequence_tagging_for_ner/.gitignore @@ -0,0 +1,2 @@ +*.pyc +*.tar.gz diff --git a/sequence_tagging_for_ner/README.md b/sequence_tagging_for_ner/README.md index fadfe4564a912641119d6864e36d2ba0874ff96e..0f635a52909250b294ef913ebe52be3f1326e45b 100644 --- a/sequence_tagging_for_ner/README.md +++ b/sequence_tagging_for_ner/README.md @@ -1,23 +1,40 @@ # 命名实体识别 +以下是本例的简要目录结构及说明： + +```text +. +├── data # 存储运行本例所依赖的数据 +│   ├── download.sh +├── images # README 文档中的图片 +├── index.html +├── infer.py # 测试脚本 +├── network_conf.py # 模型定义 +├── reader.py # 数据读取接口 +├── README.md # 文档 +├── train.py # 训练脚本 +└── utils.py # 定义同样的函数 +``` + + +## 简介 + 命名实体识别（Named Entity Recognition，NER）又称作“专名识别”，是指识别文本中具有特定意义的实体，主要包括人名、地名、机构名、专有名词等，是自然语言处理研究的一个基础问题。NER任务通常包括实体边界识别、确定实体类别两部分，可以将其作为序列标注问题解决。 -序列标注可以分为Sequence Classification、Segment Classification和Temporal Classification三类[[1](#参考文献)]，本例只考虑Segment Classification，即对输入序列中的每个元素在输出序列中给出对应的标签。对于NER任务，由于需要标识边界，一般采用[BIO方式](http://book.paddlepaddle.org/07.label_semantic_roles/)定义的标签集，如下是一个NER的标注结果示例： +序列标注可以分为Sequence Classification、Segment Classification和Temporal Classification三类[[1](#参考文献)]，本例只考虑Segment Classification，即对输入序列中的每个元素在输出序列中给出对应的标签。对于NER任务，由于需要标识边界，一般采用[BIO标注方法](http://book.paddlepaddle.org/07.label_semantic_roles/)定义的标签集，如下是一个NER的标注结果示例：

图1. BIO标注方法示例
-根据序列标注结果可以直接得到实体边界和实体类别。类似的，分词、词性标注、语块识别、[语义角色标注](http://book.paddlepaddle.org/07.label_semantic_roles/index.cn.html)等任务同样可通过序列标注来解决。 - -由于序列标注问题的广泛性，产生了[CRF](http://book.paddlepaddle.org/07.label_semantic_roles/index.cn.html)等经典的序列模型，这些模型大多只能使用局部信息或需要人工设计特征。随着深度学习研究的发展，循环神经网络（Recurrent Neural Network，RNN等序列模型能够处理序列元素之间前后关联问题，能够从原始输入文本中学习特征表示，而更加适合序列标注任务，更多相关知识可参考PaddleBook中[语义角色标注](https://github.com/PaddlePaddle/book/blob/develop/07.label_semantic_roles/README.cn.md)一课。 +根据序列标注结果可以直接得到实体边界和实体类别。类似的，分词、词性标注、语块识别、[语义角色标注](http://book.paddlepaddle.org/07.label_semantic_roles/index.cn.html)等任务都可通过序列标注来解决。使用神经网络模型解决问题的思路通常是：前层网络学习输入的特征表示，网络的最后一层在特征基础上完成最终的任务；对于序列标注问题，通常：使用基于RNN的网络结构学习特征，将学习到的特征接入CRF完成序列标注。实际上是将传统CRF中的线性模型换成了非线性神经网络。沿用CRF的出发点是：CRF使用句子级别的似然概率，能够更好的解决标记偏置问题[[2](#参考文献)]。本例也将基于此思路建立模型。虽然，这里以NER任务作为示例，但所给出的模型可以应用到其他各种序列标注任务中。 -使用神经网络模型解决问题的思路通常是：前层网络学习输入的特征表示，网络的最后一层在特征基础上完成最终的任务；对于序列标注问题，通常：使用基于RNN的网络结构学习特征，将学习到的特征接入CRF完成序列标注。实际上是将传统CRF中的线性模型换成了非线性神经网络。沿用CRF的出发点是：CRF使用句子级别的似然概率，能够更好的解决标记偏置问题[[2](#参考文献)]。本例也将基于此思路建立模型。虽然，这里以NER任务作为示例，但所给出的模型可以应用到其他各种序列标注任务中。 +由于序列标注问题的广泛性，产生了[CRF](http://book.paddlepaddle.org/07.label_semantic_roles/index.cn.html)等经典的序列模型，这些模型大多只能使用局部信息或需要人工设计特征。随着深度学习研究的发展，循环神经网络（Recurrent Neural Network，RNN等 序列模型能够处理序列元素之间前后关联问题，能够从原始输入文本中学习特征表示，而更加适合序列标注任务，更多相关知识可参考PaddleBook中[语义角色标注](https://github.com/PaddlePaddle/book/blob/develop/07.label_semantic_roles/README.cn.md)一课。 -## 模型说明 +## 模型详解 -NER任务的输入是"一句话"，目标是识别句子中的实体边界及类别，我们参照论文\[[2](#参考文献)\]仅对原始句子进行了一些预处理工作：将每个词转换为小写，并将原词是否大写另作为一个特征，共同作为模型的输入。按照上述处理序列标注问题的思路，可构造如下结构的模型（图2是模型结构示意图）： +NER任务的输入是"一句话"，目标是识别句子中的实体边界及类别，我们参照论文\[[2](#参考文献)\]仅对原始句子进行了一些简单的预处理工作：将每个词转换为小写，并将原词是否大写另作为一个特征，共同作为模型的输入。模型如图2所示，工作流程如下： 1. 构造输入 - 输入1是句子序列，采用one-hot方式表示 @@ -28,51 +45,47 @@ NER任务的输入是"一句话"，目标是识别句子中的实体边界及类

-图2. NER模型的网络结构图 +图2. NER 模型网络结构图
## 数据说明 -在本例中，我们使用CoNLL 2003 NER任务中开放出的数据集。该任务（见[此页面](http://www.clips.uantwerpen.be/conll2003/ner/)）只提供了标注工具的下载，原始Reuters数据由于版权原因需另外申请免费下载。在获取原始数据后可参照标注工具中README生成所需数据文件，完成后将包括如下三个数据文件： +在本例中，我们以 [CoNLL 2003 NER任务](http://www.clips.uantwerpen.be/conll2003/ner/)为例，原始Reuters数据由于版权原因需另外申请免费下载，请大家按照原网站说明获取。 -| 文件名 | 描述 | -|---|---| -| eng.train | 训练数据 | -| eng.testa | 验证数据，可用来进行参数调优 | -| eng.testb | 评估数据，用来进行最终效果评估 | ++ 我们仅在`data`目录下的`train`和`test`文件中放置少数样本用以示例输入数据格式。 ++ 本例依赖数据还包括 + 1. 输入文本的词典 + 2. 为词典中的词语提供预训练好的词向量 + 2. 标记标签的词典 + 标记标签词典已附在`data`目录中，对应于`data/target.txt`文件。输入文本的词典以及词典中词语的预训练的词向量来自：[Stanford CS224d](http://cs224d.stanford.edu/)课程作业。**为运行本例，请首先在`data`目录下运行`download.sh`脚本下载输入文本的词典和预训练的词向量。** 完成后会将这两个文件一并放入`data`目录下，输入文本的词典和预训练的词向量分别对应：`data/vocab.txt`和`data/wordVectors.txt`这两个文件。 -为保证本例的完整性，我们从中抽取少量样本放在`data/train`和`data/test`文件中，作为示例使用；由于版权原因，完整数据还请大家自行获取。这三个文件数据格式如下： +CoNLL 2003原始数据格式如下： ``` - U.N. NNP I-NP I-ORG - official NN I-NP O - Ekeus NNP I-NP I-PER - heads VBZ I-VP O - for IN I-PP O - Baghdad NNP I-NP I-LOC - . . O O +U.N. NNP I-NP I-ORG +official NN I-NP O +Ekeus NNP I-NP I-PER +heads VBZ I-VP O +for IN I-PP O +Baghdad NNP I-NP I-LOC +. . O O ``` -其中第一列为原始句子序列（第二、三列分别为词性标签和句法分析中的语块标签，这里暂时不用），第四列为采用了I-TYPE方式表示的NER标签（I-TYPE和BIO方式的主要区别在于语块开始标记的使用上，I-TYPE只有在出现相邻的同类别实体时对后者使用B标记，其他均使用I标记），句子之间以空行分隔。 +- 第一列为原始句子序列 +- 第二、三列分别为词性标签和句法分析中的语块标签，本例不使用 +- 第四列为采用了 I-TYPE 方式表示的NER标签 + - I-TYPE 和 BIO 方式的主要区别在于语块开始标记的使用上，I-TYPE只有在出现相邻的同类别实体时对后者使用B标记，其他均使用I标记），句子之间以空行分隔。 -原始数据需要进行数据预处理才能被PaddlePaddle处理，预处理主要包括下面几个步骤: +我们在`reader.py`脚本中完成对原始数据的处理以及读取，主要包括下面几个步骤: 1. 从原始数据文件中抽取出句子和标签，构造句子序列和标签序列； -2. 将I-TYPE表示的标签转换为BIO方式表示的标签； +2. 将 I-TYPE 表示的标签转换为 BIO 方式表示的标签； 3. 将句子序列中的单词转换为小写，并构造大写标记序列； 4. 依据词典获取词对应的整数索引。 -我们将在`conll03.py`中完成以上预处理工作（使用方法将在后文给出）： -```python -# import conll03 -# conll03.corpus_reader函数完成上面第1步和第2步. -# conll03.reader_creator函数完成上面第3步和第4步. -# conll03.train和conll03.test函数可以获取处理之后的每条样本来供PaddlePaddle训练和测试. -``` - -预处理完成后，一条训练样本包含3个部分：句子序列、首字母大写标记序列、标注序列。下表是一条训练样本的示例。 +预处理完成后，一条训练样本包含3个部分作为神经网络的输入信息用于训练：（1）句子序列；（2）首字母大写标记序列；（3）标注序列，下表是一条训练样本的示例： | 句子序列 | 大写标记序列 | 标注序列 | |---|---|---| @@ -84,165 +97,65 @@ NER任务的输入是"一句话"，目标是识别句子中的实体边界及类 | baghdad | 1 | B-LOC | | . | 0 | O | -另外，本例依赖的数据还包括：word词典、label词典和预训练的词向量三个文件。label词典已附在`data`目录中，对应于`data/target.txt`；word词典和预训练的词向量来源于[Stanford CS224d](http://cs224d.stanford.edu/)课程作业，请先在该示例所在目录下运行`data/download.sh`脚本进行下载，完成后会将这两个文件一并放入`data`目录下，分别对应`data/vocab.txt`和`data/wordVectors.txt`。 - -## 使用说明 - -本示例给出的`conll03.py`和`ner.py`两个Python脚本分别提供了数据相关和模型相关接口。 - -### 数据接口使用 - -`conll03.py`提供了使用CoNLL 2003数据的接口，各主要函数的功能已在数据说明部分进行说明。结合我们提供的接口和文件，可以按照如下步骤使用CoNLL 2003数据： +## 运行 +### 编写数据读取接口 -1. 定义各数据文件、词典文件和词向量文件路径； -2. 调用`conll03.train`和`conll03.test`接口。 +自定义数据读取接口只需编写一个 Python 生成器实现从原始输入文本中解析一条训练样本的逻辑。[reader.py](./reader.py) 中的`data_reader`函数实现了读取原始数据返回类型为： `paddle.data_type.integer_value_sequence`的 3 个输入（分别对应：词语在字典的序号、是否为大写、标注结果在字典中的序号）给`network_conf.ner_net`中定义的 3 个 `data_layer` 的功能。 -对应如下代码： +### 训练 -```python -import conll03 +1. 运行 `sh data/download.sh` +2. 修改 `train.py` 的 `main` 函数，指定数据路径 -# 修改以下变量为对应文件路径 -train_data_file = 'data/train' # 训练数据文件的路径 -test_data_file = 'data/test' # 测试数据文件的路径 -vocab_file = 'data/vocab.txt' # 输入句子对应的字典文件的路径 -target_file = 'data/target.txt' # 标签对应的字典文件的路径 -emb_file = 'data/wordVectors.txt' # 预训练的词向量参数的路径 - -# 返回训练数据的生成器 -train_data_reader = conll03.train(train_data_file, vocab_file, target_file) -# 返回测试数据的生成器 -test_data_reader = conll03.test(test_data_file, vocab_file, target_file) -``` - -### 模型接口使用 - -`ner.py`提供了以下两个接口分别进行模型训练和预测： - -1. `ner_net_train(data_reader, num_passes)`函数实现了模型训练功能，参数`data_reader`表示训练数据的迭代器、`num_passes`表示训练pass的轮数。训练过程中每100个iteration会打印模型训练信息。我们同时在模型配置中加入了chunk evaluator，会输出当前模型对语块识别的Precision、Recall和F1值。chunk evaluator 的详细使用说明请参照[文档](http://www.paddlepaddle.org/develop/doc/api/v2/config/evaluators.html#chunk)。每个pass后会将模型保存为`params_pass_***.tar.gz`的文件（`***`表示pass的id）。 - -2. `ner_net_infer(data_reader, model_file)`函数实现了预测功能，参数`data_reader`表示测试数据的迭代器、`model_file`表示保存在本地的模型文件，预测过程会按如下格式打印预测结果： - - ``` - U.N. B-ORG - official O - Ekeus B-PER - heads O - for O - Baghdad B-LOC - . O + ```python + 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') ``` - 其中第一列为原始句子序列，第二列为BIO方式表示的NER标签。 - -### 运行程序 - -本例另在`ner.py`中提供了完整的运行流程，包括数据接口的使用和模型训练、预测。根据上文所述的接口使用方法，使用时需要将`ner.py`中如下的数据设置部分中的各变量修改为对应文件路径： -```python -# 修改以下变量为对应文件路径 -train_data_file = 'data/train' # 训练数据文件的路径 -test_data_file = 'data/test' # 测试数据文件的路径 -vocab_file = 'data/vocab.txt' # 输入句子对应的字典文件的路径 -target_file = 'data/target.txt' # 标签对应的字典文件的路径 -emb_file = 'data/wordVectors.txt' # 预训练的词向量参数的路径 -``` - -各接口的调用已在`ner.py`中提供： - -```python -# 训练数据的生成器 -train_data_reader = conll03.train(train_data_file, vocab_file, target_file) -# 测试数据的生成器 -test_data_reader = conll03.test(test_data_file, vocab_file, target_file) - -# 模型训练 -ner_net_train(data_reader=train_data_reader, num_passes=1) -# 预测 -ner_net_infer(data_reader=test_data_reader, model_file='params_pass_0.tar.gz') -``` - -为运行序列标注模型除适当调整`num_passes`和`model_file`两参数值外，无需再做其它修改（也可根据需要自行调用各接口，如只使用预测功能）。完成修改后，运行本示例只需在`ner.py`所在路径下执行`python ner.py`即可。该示例程序会执行数据读取、模型训练和保存、模型读取及新样本预测等步骤。 - -### 自定义数据和任务 - -前文提到本例中的模型可以应用到其他序列标注任务中，这里以词性标注任务为例，给出使用其他数据，并应用到其他任务的操作方法。 - -假定有如下格式的原始数据： - -``` -U.N. NNP -official NN -Ekeus NNP -heads VBZ -for IN -Baghdad NNP -. . -``` - -第一列为原始句子序列，第二列为词性标签序列，两列之间以“\t”分隔，句子之间以空行分隔。 - -为使用PaddlePaddle和本示例提供的模型，可参照`conll03.py`并根据需要自定义数据接口，如下： +3. 运行命令 `python train.py` ，**需要注意：直接运行使用的是示例数据，请替换真实的标记数据。** -1. 参照`conll03.py`中的`corpus_reader`函数，定义接口返回句子序列和标签序列生成器； - - ```python - # 实现句子和对应标签的抽取，传入数据文件路径，返回句子和标签序列生成器。 - def corpus_reader(filename): - def reader(): - sentence = [] - labels = [] - with open(filename) as f: - for line in f: - if len(line.strip()) == 0: - if len(sentence) > 0: - yield sentence, labels - sentence = [] - labels = [] - else: - segs = line.strip().split() - sentence.append(segs[0]) - labels.append(segs[-1]) - f.close() - - return reader + ```text + commandline: --use_gpu=False --trainer_count=1 + Initing parameters.. + Init parameters done. + Pass 0, Batch 0, Cost 41.430110, {'ner_chunk.precision': 0.01587301678955555, 'ner_chunk.F1-score': 0.028368793427944183, 'ner_chunk.recall': 0.13333334028720856, 'error': 0.939393937587738} + Test with Pass 0, Batch 0, {'ner_chunk.precision': 0.0, 'ner_chunk.F1-score': 0.0, 'ner_chunk.recall': 0.0, 'error': 0.16260161995887756} ``` -2. 参照`conll03.py`中的`reader_creator`函数，定义接口返回id化的句子和标签序列生成器。 +### 预测 +1. 修改 [infer.py](./infer.py) 的 `main` 函数，指定：需要测试的模型的路径、测试数据、字典文件，预测标记文件的路径，默认参数如下： ```python - # 传入corpus_reader返回的生成器、dict类型的word词典和label词典，返回id化的句子和标签序列生成器。 - def reader_creator(corpus_reader, word_dict, label_dict): - def reader(): - for sentence, labels in corpus_reader(): - word_idx = [ - word_dict.get(w, UNK_IDX) # 若使用小写单词，请使用w.lower() - for w in sentence - ] - # 若使用首字母大写标记，请去掉以下注释符号，并在yield语句的word_idx后加上mark - # 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, label_idx, sentence # 加上sentence方便预测时打印 - return reader + 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") ``` -自定义了数据接口后，要使用本示例中的模型，只需在调用模型训练和预测接口`ner_net_train`和`ner_net_infer`时传入调用`reader_creator`返回的生成器即可。另外需要注意，这里给出的数据接口定义去掉了`conll03.py`一些预处理（使用原始句子，而非转换成小写单词加上大写标记），`ner.py`中的模型相关接口也需要进行一些调整： - -1. 修改网络结构定义接口`ner_net`中大写标记相关内容： +2. 在终端运行 `python infer.py`，开始测试，会看到如下预测结果： + + ```text + cricket O + - O + leicestershire O + take O + over O + at O + top O + after O + innings O + victory O + . O - 删去`mark`和`mark_embedding`两个变量； - -2. 修改模型训练接口`ner_net_train`中大写标记相关内容： - - 将变量`feeding`定义改为`feeding = {'word': 0, 'target': 1}`； - -3. 修改预测接口`ner_net_infer`中大写标记相关内容： - - 将`test_data.append([item[0], item[1]])`改为`test_data.append([item[0]])`。 + ``` + 输出分为两列，以“\t” 分隔，第一列是输入的词语，第二列是标记结果。多条输入序列之间以空行分隔。 -如果要继续使用NER中的特征预处理（小写单词、大写标记），请参照上文`reader_creator`代码段给出的注释进行修改，此时`ner.py`中的模型相关接口不必进行修改。 ## 参考文献 diff --git a/sequence_tagging_for_ner/conll03.py b/sequence_tagging_for_ner/conll03.py deleted file mode 100644 index d74ae48de30aeda9c83fb4a0675ebf204f919e17..0000000000000000000000000000000000000000 --- 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 cdc10f66f2428ccccd02b788a3b9e6ad98b5654b..fc9de3d7f2bacb82361bffbf53f109ff6f3c9060 100644 --- a/sequence_tagging_for_ner/data/download.sh +++ b/sequence_tagging_for_ner/data/download.sh @@ -1,6 +1,12 @@ 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/ -rm -rf assignment2.zip assignment2_release + +if [ $? -eq 0 ];then + unzip assignment2.zip + cp assignment2_release/data/ner/wordVectors.txt ./data + cp assignment2_release/data/ner/vocab.txt ./data + rm -rf assignment2.zip assignment2_release +else + echo "download data error!" >> /dev/stderr + exit 1 +fi diff --git a/sequence_tagging_for_ner/data/test b/sequence_tagging_for_ner/data/test index ca2f212896527a5ff2520b62bff46dbb9de9f291..66163e1a869d57303117dd94d59ff01be05de8f7 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 ffe131a2d2ea06bab806247c2f472f733c3750a1..cbf3e678c555a3b6db26fd14e38889f040f048ca 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 0000000000000000000000000000000000000000..3c8c45a2ddf432c95a694087a51364647d81ebaa --- /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 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