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import spacy
import gradio as gr
from spacy import displacy
from pdfminer.high_level import extract_text
nlp = spacy.load("en_cv_info_extr")
colors = {}
for label in nlp.get_pipe('ner').labels:
colors[label] = "linear-gradient(90deg, #aa9cfc, #fc9ce7)"
options = {"ents": list(nlp.get_pipe('ner').labels), "colors": colors}
def resume_ner(file):
resume = extract_text(file.name)
doc = nlp(resume)
html = displacy.render(doc, style="ent", page=True, options=options)
html = (
"<div style='max-width:100%; max-height:360px; overflow:auto'>"
+ html
+ "</div>"
)
return html
demo = gr.Interface(
resume_ner,
gr.File(file_types=[".pdf"]),
["html"],
)
demo.launch() |