def _summarize(self, string, mode, postprocess, **kwargs):
summary = upperfirst(
self._predict(f'{mode}: {summarization_textcleaning(string)}')
)
if postprocess and mode != 'tajuk':
summary = postprocess_summary(string, summary, **kwargs)
return summary
def _summarize(self, string, mode, postprocess, **kwargs):
summary = upperfirst(self._predict(f'{mode}: {cleaning(string)}'))
if postprocess:
summary = filter_rouge(string, summary, **kwargs)
summary = postprocessing_summarization(summary)
summary = find_lapor_and_remove(string, summary)
return summary
def greedy_decoder(self, strings: List[str]):
"""
paraphrase strings.
Parameters
----------
strings: List[str]
Returns
-------
result: List[str]
"""
paraphrases = self._predict([f'parafrasa: {summarization_textcleaning(string)}' for string in strings])
return [upperfirst(paraphrase) for paraphrase in paraphrases]
def generate(self, strings: List[str]):
"""
generate a long text given a isi penting. Decoder is beam decoder with beam width size 1, alpha 0.5 .
Parameters
----------
strings: List[str]
Returns
-------
result: str
"""
points = [
f'{no + 1}. {remove_repeat_fullstop(string)}.'
for no, string in enumerate(strings)
]
points = ' '.join(points)
points = f'karangan: {points}'
return upperfirst(self._predict(cleaning(points)))
def _paraphrase(self, string):
string = f'parafrasa: {summarization_textcleaning(string)}'
return upperfirst(self._predict(string))
def _paraphrase(self, string):
string = f'parafrasa: {cleaning(string)}'
return upperfirst(self._predict(string))
def _summarize(self, string, mode):
string = f'{mode}: {cleaning(string)}'
return upperfirst(self._predict(string))
def _summarize(self, string, mode):
string = f'{mode}: {string}'
return upperfirst(self._model([string])[0].decode('utf-8'))
def _paraphrase(self, string):
string = f'parafrasa: {string}'
return upperfirst(self._model([string])[0].decode('utf-8'))
def _summarize(self, string, mode):
string = f'{mode}: {cleaning(string)}'
return postprocessing_summarization(upperfirst(self._predict(string)))
