找不到NLTK conll2002_ned_IIS.pickle

时间:2015-01-11 17:20:45

标签: python-3.x nltk

我尝试使用NLTK和下面的代码conll2002,使用

中的说明

How to improve dutch NER chunkers in NLTK

我在我已经解压缩NLTK-Trainer的目录下运行了以下命令。

python train_chunker.py conll2002 --fileids ned.train --classifier NaiveBayes --filename /nltk_data/chunkers/conll2002_ned_NaiveBayes.pickle

我找到了picle文件(conll2002_ned_NaiveBayes.pickle)并复制了chunker文件 目录(C:\ Users \ Administrator \ AppData \ Roaming \ nltk_data \ chunkers)。这是NLTK.download也下载软件包的地方。

并尝试执行以下代码:

import nltk

from nltk.corpus import conll2002

tokenizer = nltk.data.load('tokenizers/punkt/dutch.pickle')
tagger = nltk.data.load('taggers/conll2002_ned_IIS.pickle')
chunker = nltk.data.load('chunkers/conll2002_ned_NaiveBayes.pickle')

test_sents = conll2002.tagged_sents(fileids="ned.testb")[0:1000]

print "tagger accuracy on test-set: " + str(tagger.evaluate(test_sents))

test_sents = conll2002.chunked_sents(fileids="ned.testb")[0:1000]

print chunker.evaluate(test_sents)

但是在运行此代码后,我收到以下错误:

LookupError: Resource u'taggers/conll2002_ned_IIS.pickle' not found. Please ....

我试图使用NLTK.download()GUI下载所有软件包和模型,但我仍然得到相同的错误

有谁知道如何解决这个问题?非常感谢

埃里克

1 个答案:

答案 0 :(得分:1)

你必须训练标记器和chunker ......

python train_chunker.py conll2002 --fileids ned.train --classifier NaiveBayes --filename ~/nltk_data/chunkers/conll2002_ned_NaiveBayes.pickle

这给出了:

loading conll2002
using chunked sentences from ned.train
15806 chunks, training on 15806
training ClassifierChunker with ['NaiveBayes'] classifier
Constructing training corpus for classifier.
Training classifier (202644 instances)
training NaiveBayes classifier
evaluating ClassifierChunker
ChunkParse score:
    IOB Accuracy:  95.4%
    Precision:     66.9%
    Recall:        71.9%
    F-Measure:     69.3%
dumping ClassifierChunker to /home/hugo/nltk_data/chunkers/conll2002_ned_NaiveBayes.pickle

现在训练标记器:

python train_tagger.py conll2002 --fileids ned.train --classifier IIS --filename ~/nltk_data/chunkers/conll2002_ned_IIS.pickle

给出了:

loading conll2002
using tagged sentences from ned.train
15806 tagged sents, training on 15806
training AffixTagger with affix -3 and backoff <DefaultTagger: tag=-None->
training <class 'nltk.tag.sequential.UnigramTagger'> tagger with backoff <AffixTagger: size=3988>
training <class 'nltk.tag.sequential.BigramTagger'> tagger with backoff <UnigramTagger: size=7799>
training <class 'nltk.tag.sequential.TrigramTagger'> tagger with backoff <BigramTagger: size=1451>
training ['IIS'] ClassifierBasedPOSTagger
Constructing training corpus for classifier.
Training classifier (202644 instances)
training IIS classifier
  ==> Training (10 iterations)
evaluating ClassifierBasedPOSTagger
accuracy: 0.980666
dumping ClassifierBasedPOSTagger to /home/hugo/nltk_data/chunkers/conll2002_ned_IIS.pickle

这需要一些时间...... 现在你应该好好去......