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| import gradio | |
| from kbert_topics import extract_topics | |
| from mapping import get_mapping | |
| from topics_extraction import classify | |
| from PyDictionary import PyDictionary | |
| dictionary=PyDictionary() | |
| def get_output(event_info): | |
| if len(event_info.split(' '))>=20: | |
| topic_name, distance_name,topic_name_dep, distance_name_dep, topic_name_other, distance_name_other = get_mapping(event_info) | |
| work_list = extract_topics(event_info) | |
| work_list = [i for i in work_list if bool(dictionary.meaning(i))] | |
| return topic_name+ ' '+str(distance_name), str(topic_name_dep) + ' '+str(distance_name_dep),str(topic_name_other) + ' '+str(distance_name_other), str(work_list),classify(event_info) | |
| else: | |
| return 'Event discription should have >= 20 words', None, None, None,None | |
| with gradio.Blocks(theme = 'gradio/monochrome', title = 'Keyword clustering Demo') as keyword_cluster_demo: | |
| gradio.Markdown( | |
| "<p align='center' style='font-size: 20px;'> Interface for checking results of keyword generation and sector/other industries mapping</p>" | |
| ) | |
| gradio.HTML( | |
| """<center> Enter event discription <br>Note: Minimum 20 words</center>""" | |
| ) | |
| gradio.HTML( | |
| """<center><div style="background-color: grey; padding: 5px; color: white; display: inline-block;">Time taken: 2 min </div></center>""" | |
| ) | |
| with gradio.Row(scale = 2): | |
| with gradio.Column(scale=1): | |
| event_info = gradio.Textbox(label='enter event discription') | |
| button = gradio.Button("Submit") | |
| output_sec = gradio.outputs.Textbox(label="Mapped sector and score") | |
| output_dep = gradio.outputs.Textbox(label="Mapped industry and score") | |
| output_other= gradio.outputs.Textbox(label="Mapped other departments/categories") | |
| with gradio.Row(): | |
| output_keybert = gradio.outputs.Textbox(label="Identified keywords (1 word)") | |
| output_tags_identified = gradio.outputs.Textbox(label="Identified Tags") | |
| button.click(get_output, | |
| [event_info], | |
| outputs=[output_sec, output_dep, output_other, output_keybert, output_tags_identified]) | |
| #keyword_cluster_demo.queue().launch(share=True,debug =True, show_error =True) | |
| keyword_cluster_demo.queue().launch() |