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| import os | |
| import requests,json | |
| from dotenv import load_dotenv, find_dotenv | |
| import gradio as gr | |
| _ = load_dotenv(find_dotenv()) | |
| hf_api_key = os.environ['HF_API_KEY'] | |
| #Summarization endpoint | |
| def get_completion(inputs, parameters=None,ENDPOINT_URL=os.environ['HF_API_SUMMARY_BASE']): | |
| headers = { | |
| "Authorization": f"Bearer {hf_api_key}", | |
| "Content-Type": "application/json" | |
| } | |
| data = { "inputs": inputs } | |
| if parameters is not None: | |
| data.update({"parameters": parameters}) | |
| response = requests.request("POST", | |
| ENDPOINT_URL, headers=headers, | |
| data=json.dumps(data) | |
| ) | |
| return json.loads(response.content.decode("utf-8")) | |
| def summarize(input): | |
| output = get_completion(input) | |
| return output[0]['summary_text'] | |
| gr.close_all() | |
| demo = gr.Interface(fn=summarize, | |
| inputs=[gr.Textbox(label="Text to summarize", lines=6)], | |
| outputs=[gr.Textbox(label="Result", lines=3)], | |
| title="Text summarization with distilbart-cnn", | |
| description="Summarize any text using the `shleifer/distilbart-cnn-12-6` model under the hood!" | |
| ) | |
| demo.launch(share=True) | |