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我正在尝试使用 pyrouge 来计算自动摘要和黄金标准之间的相似性。当它处理两个摘要时,Rouge 工作正常。但是当它写入结果时,它抱怨“元组索引超出范围”有谁知道导致这个问题的原因,以及我该如何解决它?

2017-09-13 23:54:57,524 [MainThread  ] [INFO ]  Set ROUGE home directory to D:\ComputerScience\Research\ROUGE-1.5.5\ROUGE-1.5.5.
2017-09-13 23:54:57,524 [MainThread  ] [INFO ]  Writing summaries.
2017-09-13 23:54:57,524 [MainThread  ] [INFO ]  Processing summaries. Saving system files to C:\Users\zhuan\AppData\Local\Temp\tmppm193twp\system and model files to C:\Users\zhuan\AppData\Local\Temp\tmppm193twp\model.
2017-09-13 23:54:57,524 [MainThread  ] [INFO ]  Processing files in D:\ComputerScience\Research\summary\Grendel\automated.
2017-09-13 23:54:57,524 [MainThread  ] [INFO ]  Processing automated.txt.
2017-09-13 23:54:57,539 [MainThread  ] [INFO ]  Saved processed files to C:\Users\zhuan\AppData\Local\Temp\tmppm193twp\system.
2017-09-13 23:54:57,539 [MainThread  ] [INFO ]  Processing files in D:\ComputerScience\Research\summary\Grendel\manual.
2017-09-13 23:54:57,539 [MainThread  ] [INFO ]  Processing BookRags.txt.
2017-09-13 23:54:57,539 [MainThread  ] [INFO ]  Processing GradeSaver.txt.
2017-09-13 23:54:57,539 [MainThread  ] [INFO ]  Processing GradeSummary.txt.
2017-09-13 23:54:57,557 [MainThread  ] [INFO ]  Processing Wikipedia.txt.
2017-09-13 23:54:57,562 [MainThread  ] [INFO ]  Saved processed files to C:\Users\zhuan\AppData\Local\Temp\tmppm193twp\model.
Traceback (most recent call last):

  File "<ipython-input-8-bc227b272111>", line 1, in <module>
    runfile('D:/ComputerScience/Research/automate_summary.py', wdir='D:/ComputerScience/Research')

  File "C:\Users\zhuan\Anaconda3\lib\site-packages\spyder\utils\site\sitecustomize.py", line 707, in runfile
    execfile(filename, namespace)

  File "C:\Users\zhuan\Anaconda3\lib\site-packages\spyder\utils\site\sitecustomize.py", line 101, in execfile
    exec(compile(f.read(), filename, 'exec'), namespace)

  File "D:/ComputerScience/Research/automate_summary.py", line 53, in <module>
    output = r.convert_and_evaluate()

  File "C:\Users\zhuan\Anaconda3\lib\site-packages\pyrouge\Rouge155.py", line 361, in convert_and_evaluate
    rouge_output = self.evaluate(system_id, rouge_args)

  File "C:\Users\zhuan\Anaconda3\lib\site-packages\pyrouge\Rouge155.py", line 331, in evaluate
    self.write_config(system_id=system_id)

  File "C:\Users\zhuan\Anaconda3\lib\site-packages\pyrouge\Rouge155.py", line 315, in write_config
    self._config_file, system_id)

  File "C:\Users\zhuan\Anaconda3\lib\site-packages\pyrouge\Rouge155.py", line 264, in write_config_static
    system_filename_pattern = re.compile(system_filename_pattern)

  File "C:\Users\zhuan\Anaconda3\lib\re.py", line 233, in compile
    return _compile(pattern, flags)

  File "C:\Users\zhuan\Anaconda3\lib\re.py", line 301, in _compile
    p = sre_compile.compile(pattern, flags)

  File "C:\Users\zhuan\Anaconda3\lib\sre_compile.py", line 562, in compile
    p = sre_parse.parse(p, flags)

  File "C:\Users\zhuan\Anaconda3\lib\sre_parse.py", line 855, in parse
    p = _parse_sub(source, pattern, flags & SRE_FLAG_VERBOSE, 0)

  File "C:\Users\zhuan\Anaconda3\lib\sre_parse.py", line 416, in _parse_sub
    not nested and not items))

  File "C:\Users\zhuan\Anaconda3\lib\sre_parse.py", line 616, in _parse
    source.tell() - here + len(this))

error: nothing to repeat

黄金标准是 BookRags.txt、GradeSaver.txt、GradeSummary.txt、Wikipedia.txt 需要比较的摘要是automated.txt
不应该是 *.txt 或 [a-z0-9A-Z]+ 工作? 但是前一个给了我“没什么可重复的错误”,后一个“元组索引超出范围”错误

r = Rouge155("D:\ComputerScience\Research\ROUGE-1.5.5\ROUGE-1.5.5")
r.system_dir = 'D:\ComputerScience\Research\summary\Grendel\\automated'
r.model_dir = 'D:\ComputerScience\Research\summary\Grendel\manual'
r.system_filename_pattern = '[a-z0-9A-Z]+.txt'
r.model_filename_pattern = '[a-z0-9A-Z]+.txt'
output = r.convert_and_evaluate()
print(output)

我正在手动设置两个目录。Rouge 包似乎可以处理其中的 txt。

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2 回答 2

2

我对pyrouge包有同样的问题。发生此问题是因为源代码尝试使用特定模式匹配我们提供的文件名,如果失败则返回一个空元组。如果您想了解更多信息,可以查看Rouge155.py文件。更具体地说,例如查看函数__get_model_filenames_for_id()

我按照官方页面中提到的确切文件名说明解决了它,如下所示:

r.system_filename_pattern = 'some_name.(\d+).txt'

r.model_filename_pattern = 'some_name.[AZ].#ID#.txt'

所以,我的建议是:

  • 为 system_summaries(系统生成)和 model_summaries(人工生成/黄金标准)创建两个单独的目录
  • 提供指向这些目录的确切文件路径
  • 如果您将一个 system_summary(例如 SystemSummary.1.txt)与一组 model_summaries(例如 ModelSummary.A.1.txt、ModelSummary.B.1.txt、ModelSummary.C.1.txt)进行比较,请提供以下模式:
      r.system_filename_pattern = 'SystemSummary.(\d+).txt'

      r.model_filename_pattern = 'ModelSummary.[A-Z].#ID#.txt' 

您可以根据要评估的摘要数量来扩展它。

希望这可以帮助!祝你好运!

于 2020-04-06T15:48:53.277 回答
1

问题是流氓库从未考虑过没有为您的正则表达式找到匹配项的情况。流氓源代码id = match.groups(0)[0]中的行是有问题的行。如果您在文档中查找它,它会显示 groups function Return a tuple containing all the subgroups of the match, from 1 up to however many groups are in the pattern...。因为没有找到匹配项,所以返回了一个空元组,并且代码试图从一个空元组中获取第一项,这会导致错误。

于 2017-09-13T02:45:07.100 回答