Spaces:
Running
Running
| from sumy.parsers.plaintext import PlaintextParser | |
| from sumy.parsers.html import HtmlParser | |
| from sumy.nlp.tokenizers import Tokenizer | |
| from sumy.nlp.stemmers import Stemmer | |
| from sumy.utils import get_stop_words | |
| import gradio as gr | |
| import nltk | |
| nltk.download('punkt') | |
| def summarize(method, language, sentence_count, input_type, input_): | |
| if method== 'LSA': | |
| from sumy.summarizers.lsa import LsaSummarizer as Summarizer | |
| if method=='text-rank': | |
| from sumy.summarizers.text_rank import TextRankSummarizer as Summarizer | |
| if method=='lex-rank': | |
| from sumy.summarizers.lex_rank import LexRankSummarizer as Summarizer | |
| if method=='edmundson': | |
| from sumy.summarizers.edmundson import EdmundsonSummarizer as Summarizer | |
| if method=='luhn': | |
| from sumy.summarizers.luhn import LuhnSummarizer as Summarizer | |
| if method=='kl-sum': | |
| from sumy.summarizers.kl import KLSummarizer as Summarizer | |
| if method=='random': | |
| from sumy.summarizers.random import RandomSummarizer as Summarizer | |
| if method=='reduction': | |
| from sumy.summarizers.reduction import ReductionSummarizer as Summarizer | |
| if input_type=="URL": | |
| parser = HtmlParser.from_url(input_, Tokenizer(language)) | |
| if input_type=="text": | |
| parser = PlaintextParser.from_string(input_, Tokenizer(language)) | |
| stemmer = Stemmer(language) | |
| summarizer = Summarizer(stemmer) | |
| stop_words = get_stop_words(language) | |
| if method=='edmundson': | |
| summarizer.null_words = stop_words | |
| summarizer.bonus_words = parser.significant_words | |
| summarizer.stigma_words = parser.stigma_words | |
| else: | |
| summarizer.stop_words = stop_words | |
| summary_sentences = summarizer(parser.document, sentence_count) | |
| summary = ' '.join([str(sentence) for sentence in summary_sentences]) | |
| return summary | |
| title = "sumy library space for automatic text summarization" | |
| description = """ | |
| This is a space for [sumy](https://github.com/miso-belica/sumy), an automatic text summarization library. | |
| The summary can be extracted either from an HTML page or plain text. You can find a list of available summarization | |
| methods [here](https://github.com/miso-belica/sumy/blob/main/docs/summarizators.md). | |
| """ | |
| methods = ["LSA", "luhn", "edmundson", "text-rank", "lex-rank", "random", "reduction", "kl-sum"] | |
| supported_languages = ["english", "french", "arabic", "chinese", "czech", "german", "italian", "hebrew", | |
| "japanese", "portuguese", "slovak", "spanish", "ukrainian", "greek"] | |
| iface = gr.Interface( | |
| summarize, | |
| [ | |
| gr.inputs.Dropdown(methods), | |
| gr.inputs.Dropdown(supported_languages), | |
| gr.inputs.Number(default=5), | |
| gr.inputs.Radio(["URL", "text"], default="URL"), | |
| gr.inputs.Textbox(5), | |
| ], | |
| "text", | |
| title=title, | |
| description=description, | |
| examples=[ | |
| ["luhn", 'english', 2, "URL", "https://en.wikipedia.org/wiki/Automatic_summarization"] | |
| ], | |
| ) | |
| iface.launch() |