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Create app.py
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app.py
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import gradio as gr
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from azure.core.credentials import AzureKeyCredential
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from azure.ai.textanalytics import TextAnalyticsClient
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def EntityRecognition(endpoint, key, statements):
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if (endpoint == '' or key == ''):
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output = "*** Please provide EndPoint URL and API_KEY ***"
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else:
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try:
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endpoint = endpoint
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key = key
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entity_recognition_client = TextAnalyticsClient(endpoint=endpoint, credential=AzureKeyCredential(key))
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documents = tuple(statements.split("\n"))
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result = entity_recognition_client.recognize_entities(documents)[0]
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reviews = ()
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for entity in result.entities:
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reviews = reviews + (f"Text: {entity.text} \t | \t Category: {entity.category} \t | \t Confidence Score: {round(entity.confidence_score, 2)}",)
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output = "\n".join(reviews)
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except:
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output = "*** Please check EndPoint URL and API_KEY ***"
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return output
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demo = gr.Interface( fn = EntityRecognition, inputs= [ gr.Textbox("https://t9xt.cognitiveservices.azure.com/",label="Enter your Endpoint URL", placeholder="URL", lines=1), gr.Textbox("46758f0003684f1b8c6fb73dfd7f98db",type = "password", label="Enter your API-Key", placeholder="API-Key", lines=1), gr.Textbox()], outputs= gr.Textbox(), title = title, description = description).launch()
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