from flask import jsonify, send_file, request from main import * import torch, io, base64 def summarize_text(text, output_path="output_summary.txt"): if summarization_model is None or summarization_tokenizer is None: return {"error": "Summarization model or tokenizer not initialized."} input_ids = summarization_tokenizer.encode(text, return_tensors="pt").to(device) with torch.no_grad(): summary_ids = summarization_model.generate(input_ids, num_beams=4, max_length=100, early_stopping=True); summary_text = summarization_tokenizer.decode(summary_ids[0], skip_special_tokens=True) return {"summary_text": summary_text} def summarization_api(text): output = summarize_text(text) if "error" in output: return {"error": output["error"]} return output