Spaces:
Sleeping
Sleeping
Update app.py
Browse files
app.py
CHANGED
|
@@ -1,12 +1,29 @@
|
|
| 1 |
import gradio as gr
|
| 2 |
from bert_explainer import analyze_text, analyze_image
|
| 3 |
from fastapi import FastAPI
|
| 4 |
-
|
|
|
|
|
|
|
|
|
|
| 5 |
api = FastAPI()
|
| 6 |
|
| 7 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 8 |
def test_predict_text():
|
| 9 |
-
# 測試文字直接寫死,不需輸入
|
| 10 |
result = analyze_text("這是測試訊息", explain_mode="cnn")
|
| 11 |
return {
|
| 12 |
"status": result["status"],
|
|
@@ -14,6 +31,25 @@ def test_predict_text():
|
|
| 14 |
"suspicious_keywords": result["suspicious_keywords"]
|
| 15 |
}
|
| 16 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 17 |
def predict_text(text, mode):
|
| 18 |
result = analyze_text(text=text, explain_mode=mode)
|
| 19 |
return result["status"], f"{result['confidence']}%", ", ".join(result["suspicious_keywords"])
|
|
@@ -23,7 +59,6 @@ def predict_image(file_path, mode):
|
|
| 23 |
result = analyze_image(f.read(), explain_mode=mode)
|
| 24 |
return result["status"], f"{result['confidence']}%", ", ".join(result["suspicious_keywords"])
|
| 25 |
|
| 26 |
-
# 🧩 Gradio UI:兩個 Tab(文字 & 圖片)
|
| 27 |
with gr.Blocks() as demo:
|
| 28 |
with gr.Tab("文字模式"):
|
| 29 |
text_input = gr.Textbox(lines=3, label="輸入文字")
|
|
@@ -43,6 +78,8 @@ with gr.Blocks() as demo:
|
|
| 43 |
image_output3 = gr.Textbox(label="可疑詞彙")
|
| 44 |
image_btn.click(fn=predict_image, inputs=[image_input, image_mode], outputs=[image_output1, image_output2, image_output3])
|
| 45 |
|
| 46 |
-
# ✅
|
|
|
|
|
|
|
| 47 |
if __name__ == "__main__":
|
| 48 |
-
|
|
|
|
| 1 |
import gradio as gr
|
| 2 |
from bert_explainer import analyze_text, analyze_image
|
| 3 |
from fastapi import FastAPI
|
| 4 |
+
from fastapi.middleware.cors import CORSMiddleware
|
| 5 |
+
import uvicorn
|
| 6 |
+
|
| 7 |
+
# ✅ 初始化 FastAPI
|
| 8 |
api = FastAPI()
|
| 9 |
|
| 10 |
+
# ✅ 開放 CORS(避免跨網域錯誤)
|
| 11 |
+
api.add_middleware(
|
| 12 |
+
CORSMiddleware,
|
| 13 |
+
allow_origins=["*"],
|
| 14 |
+
allow_credentials=True,
|
| 15 |
+
allow_methods=["*"],
|
| 16 |
+
allow_headers=["*"],
|
| 17 |
+
)
|
| 18 |
+
|
| 19 |
+
# ✅ API 路由:健康檢查
|
| 20 |
+
@api.get("/health")
|
| 21 |
+
def health_check():
|
| 22 |
+
return {"status": "ok"}
|
| 23 |
+
|
| 24 |
+
# ✅ API 路由:測試文字分析 GET 方法
|
| 25 |
+
@api.get("/run/predict_text")
|
| 26 |
def test_predict_text():
|
|
|
|
| 27 |
result = analyze_text("這是測試訊息", explain_mode="cnn")
|
| 28 |
return {
|
| 29 |
"status": result["status"],
|
|
|
|
| 31 |
"suspicious_keywords": result["suspicious_keywords"]
|
| 32 |
}
|
| 33 |
|
| 34 |
+
# ✅ API 路由:正式 POST 方法
|
| 35 |
+
@api.post("/run/predict_text")
|
| 36 |
+
def predict_text_api(payload: dict):
|
| 37 |
+
try:
|
| 38 |
+
text, mode = payload["data"]
|
| 39 |
+
result = analyze_text(text=text, explain_mode=mode)
|
| 40 |
+
return {
|
| 41 |
+
"data": [
|
| 42 |
+
result["status"],
|
| 43 |
+
f'{result["confidence"]}%',
|
| 44 |
+
", ".join(result["suspicious_keywords"])
|
| 45 |
+
]
|
| 46 |
+
}
|
| 47 |
+
except Exception as e:
|
| 48 |
+
return {"error": str(e)}
|
| 49 |
+
|
| 50 |
+
# ✅ API 路由:圖片分析(POST),這裡可延伸實作 predict_image 版本
|
| 51 |
+
|
| 52 |
+
# ✅ Gradio UI 功能
|
| 53 |
def predict_text(text, mode):
|
| 54 |
result = analyze_text(text=text, explain_mode=mode)
|
| 55 |
return result["status"], f"{result['confidence']}%", ", ".join(result["suspicious_keywords"])
|
|
|
|
| 59 |
result = analyze_image(f.read(), explain_mode=mode)
|
| 60 |
return result["status"], f"{result['confidence']}%", ", ".join(result["suspicious_keywords"])
|
| 61 |
|
|
|
|
| 62 |
with gr.Blocks() as demo:
|
| 63 |
with gr.Tab("文字模式"):
|
| 64 |
text_input = gr.Textbox(lines=3, label="輸入文字")
|
|
|
|
| 78 |
image_output3 = gr.Textbox(label="可疑詞彙")
|
| 79 |
image_btn.click(fn=predict_image, inputs=[image_input, image_mode], outputs=[image_output1, image_output2, image_output3])
|
| 80 |
|
| 81 |
+
# ✅ 啟用 Gradio + FastAPI 整合
|
| 82 |
+
app = gr.mount_gradio_app(api, demo)
|
| 83 |
+
|
| 84 |
if __name__ == "__main__":
|
| 85 |
+
uvicorn.run(app, host="0.0.0.0", port=7860)
|