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from transformers import pipeline | |
import gradio as gr | |
import os | |
# 1. 建立情緒分析管線 | |
sent_cls = pipeline( | |
task="sentiment-analysis", | |
model="uer/roberta-base-finetuned-jd-binary-chinese" # 雙分類 | |
) | |
# 2. 推論函式 | |
def classify(text: str): | |
if not text.strip(): | |
return {"error": "請輸入文字"} | |
res = sent_cls(text)[0] | |
return {"label": res["label"], "score": round(res["score"], 4)} | |
# 3. Gradio 介面 | |
demo = gr.Interface( | |
fn=classify, | |
inputs=gr.Textbox(lines=4, placeholder="輸入評論…"), | |
outputs="json", | |
title="中文情緒分析 Demo", | |
description="RoBERTa 中文二分類情緒分析(positive/negative)" | |
) | |
if __name__ == "__main__": | |
# localhost:7860 預覽 | |
demo.launch(share=True) | |