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import gradio as gr | |
from transformers import pipeline | |
import os | |
from dotenv import load_dotenv | |
load_dotenv() | |
share = os.getenv("SHARE", False) | |
pipe = pipeline("token-classification", model="bnsapa/cybersecurity-ner") | |
def tag(input): | |
k = pipe(input) | |
for i in k: | |
input = input.replace(i["word"], i["word"] + "[" + i["entity"] + " Score: " + str(i["score"]) +"]") | |
return input | |
iface = gr.Interface(fn=tag, inputs="text", outputs="text", title="Cybersecurity NER", description="Named Entity Recognition for Cybersecurity") | |
if __name__ == "__main__": | |
if share: | |
server = "0.0.0.0" | |
else: | |
server = "127.0.0.1" | |
iface.launch(server_name = server) |