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Browse files- app.py +287 -0
- requirements.txt +5 -0
app.py
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| 1 |
+
# -*- coding: utf-8 -*-
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| 2 |
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# 財政部財政資訊中心 江信宗
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| 3 |
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| 4 |
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import gradio as gr
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| 5 |
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import os
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| 6 |
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import json
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| 7 |
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from PIL import Image
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| 8 |
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import resend
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| 9 |
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import time
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| 10 |
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from openai import OpenAI
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| 11 |
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import io
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| 12 |
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import base64
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| 13 |
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import requests
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import re
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| 16 |
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def scam(image, api_key):
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| 17 |
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start_time = time.time()
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| 18 |
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if image is not None:
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| 19 |
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# 將 PIL Image 轉換為 bytes
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| 20 |
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img_byte_arr = io.BytesIO()
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| 21 |
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image.save(img_byte_arr, format='PNG')
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| 22 |
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img_byte_arr = img_byte_arr.getvalue()
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| 23 |
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# 轉換為 base64
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| 24 |
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img_b64_str = base64.b64encode(img_byte_arr).decode('utf-8')
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| 25 |
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img_type = "image/png"
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| 26 |
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else:
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| 27 |
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gr.Warning(f"請上傳圖片!")
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| 28 |
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return "請上傳圖片!", True
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| 29 |
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if not api_key:
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| 30 |
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resend.api_key = os.environ["YOUR_API_TOKEN"]
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| 31 |
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params: resend.Emails.SendParams = {
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| 32 |
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"from": "Scam_API <onboarding@resend.dev>",
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| 33 |
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"to": ["antivir7@gmail.com"],
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| 34 |
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"subject": "訊息分析API",
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| 35 |
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"html": f"""
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| 36 |
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<strong>詐騙訊息分析API</strong>
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| 37 |
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""",
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| 38 |
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}
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| 39 |
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try:
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| 40 |
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email_response = resend.Emails.send(params)
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| 41 |
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print(f"Email sent successfully. Response:{email_response}")
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| 42 |
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api_key = os.getenv("YOUR_API_KEY")
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| 43 |
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except Exception as e:
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| 44 |
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print(f"Failed to send email:{str(e)}")
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| 45 |
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client = OpenAI(
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| 46 |
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api_key=api_key,
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| 47 |
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base_url="https://free.gpt.ge/v1",
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| 48 |
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)
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| 49 |
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user_prompt = f"""請分析user提供的內容並以廣告詐騙判斷標準進行連結分析、廣告類寫作風格和連網查證內容事實合理性,整合廣告詐騙判斷標準並做詐騙內容分析,如果檢索不到網址或電話的訊息則寫「無」,請實的說明,不要試圖編造答案,最終判斷以上內容是廣告訊息或詐騙訊息並告訴我你對答案的信心分數。
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| 50 |
+
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| 51 |
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Remember: 廣告詐騙判斷標準:
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| 52 |
+
1. 短網址
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| 53 |
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2. 連結內容為邀請加入
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| 54 |
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3. 行動呼籲
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| 55 |
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4. 高回報承諾
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| 56 |
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5. 內容為政府訊息,網址應有「gov.tw」
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| 57 |
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6. 電話國碼非886
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| 58 |
+
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| 59 |
+
# 回應格式:
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| 60 |
+
## 短網址:[是/否/無]
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| 61 |
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## 連結:
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| 62 |
+
## 電話:
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| 63 |
+
## 詐騙內容分析:
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| 64 |
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## 詐騙判斷:
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| 65 |
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## 信心水準:[0-100] %
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| 66 |
+
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| 67 |
+
電話格式範例:
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| 68 |
+
09XXXXXXXX
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| 69 |
+
09XX-XXXXXX
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| 70 |
+
8869XXXXXXXX
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| 71 |
+
8869XX-XXXXXX
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| 72 |
+
\+(?:\d{2,3})\s*(?:\d{2,3}[-\s]*\d{3}[-\s]*\d{3,4})
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| 73 |
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"""
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| 74 |
+
try:
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| 75 |
+
gr.Info("開始分析詐騙中....")
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| 76 |
+
response = client.chat.completions.create(
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| 77 |
+
model="gpt-4o-mini",
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| 78 |
+
messages=[
|
| 79 |
+
{
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| 80 |
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"role": "user",
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| 81 |
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"content": [
|
| 82 |
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{"type": "text", "text": user_prompt},
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| 83 |
+
{
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| 84 |
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"type": "image_url",
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| 85 |
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"image_url": {"url": f"data:{img_type};base64,{img_b64_str}"},
|
| 86 |
+
},
|
| 87 |
+
],
|
| 88 |
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}
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| 89 |
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],
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| 90 |
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temperature=0.7
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| 91 |
+
)
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| 92 |
+
result = response.choices[0].message.content.strip()
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| 93 |
+
if "電話:+" in result:
|
| 94 |
+
phone_match = re.search(r'電話:\+(\d+)', result)
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| 95 |
+
if phone_match and not phone_match.group(1).startswith('886'):
|
| 96 |
+
result = result.replace(
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| 97 |
+
f"電話:+{phone_match.group(1)}",
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| 98 |
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f"電話:+{phone_match.group(1)}(不是來自臺灣的電話)"
|
| 99 |
+
)
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| 100 |
+
url_match = re.search(r'連結:\s*(.+?)(?:\n|$)', result)
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| 101 |
+
if url_match:
|
| 102 |
+
url = url_match.group(1).strip()
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| 103 |
+
original_url = url
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| 104 |
+
if url.lower() != "無":
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| 105 |
+
try:
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| 106 |
+
if "短網址:是" in result:
|
| 107 |
+
headers = {
|
| 108 |
+
'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/130.0.0.0 Safari/537.36',
|
| 109 |
+
'sec-ch-ua': '"Chromium";v="130", "Google Chrome";v="130", "Not?A_Brand";v="99"',
|
| 110 |
+
'sec-ch-ua-mobile': '?0',
|
| 111 |
+
'sec-ch-ua-platform': '"Windows"',
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| 112 |
+
'sec-fetch-dest': 'document',
|
| 113 |
+
'sec-fetch-mode': 'navigate',
|
| 114 |
+
'sec-fetch-site': 'none',
|
| 115 |
+
'Sec-Fetch-User': '?1',
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| 116 |
+
'sec-gpc': '1',
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| 117 |
+
'Cache-Control': 'no-cache',
|
| 118 |
+
'Pragma': 'no-cache',
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| 119 |
+
'dnt': '1',
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| 120 |
+
'accept-language': 'zh-TW'
|
| 121 |
+
}
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| 122 |
+
api_response = requests.get(f"https://sitecheck.sucuri.net/api/v3/?scan={url}", headers=headers)
|
| 123 |
+
api_data = api_response.json()
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| 124 |
+
if "site" in api_data and "final_url" in api_data["site"]:
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| 125 |
+
final_url = api_data["site"]["final_url"]
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| 126 |
+
url = final_url # 使用解析後的真實網址
|
| 127 |
+
result = result.replace(
|
| 128 |
+
f"連結:{url_match.group(1).strip()}",
|
| 129 |
+
f"連結:{url_match.group(1).strip()}\n## 真實網址:{final_url}"
|
| 130 |
+
)
|
| 131 |
+
vt_headers = {
|
| 132 |
+
"accept": "application/json",
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| 133 |
+
"x-apikey": os.getenv("YOUR_VirusTotal_API_KEY"),
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| 134 |
+
"content-type": "application/x-www-form-urlencoded"
|
| 135 |
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}
|
| 136 |
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scan_data = {
|
| 137 |
+
"url": original_url
|
| 138 |
+
}
|
| 139 |
+
scan_response = requests.post(
|
| 140 |
+
"https://www.virustotal.com/api/v3/urls",
|
| 141 |
+
headers=vt_headers,
|
| 142 |
+
data=scan_data
|
| 143 |
+
)
|
| 144 |
+
scan_result = scan_response.json()
|
| 145 |
+
if "data" in scan_result and "id" in scan_result["data"]:
|
| 146 |
+
analysis_id = scan_result["data"]["id"]
|
| 147 |
+
url_id = analysis_id.split('-')[1]
|
| 148 |
+
vt_report_url = f"https://www.virustotal.com/gui/url/{url_id}"
|
| 149 |
+
result += f"\n## VirusTotal 分析報告:{vt_report_url}"
|
| 150 |
+
except Exception as e:
|
| 151 |
+
print(f"取得短網址資訊時發生錯誤:{e}")
|
| 152 |
+
gr.Warning(f"取得短網址資訊時發生錯誤:{e}")
|
| 153 |
+
process_time = time.time() - start_time
|
| 154 |
+
print(f"詐騙訊息分析完成,處理時間:{process_time:.2f} 秒")
|
| 155 |
+
gr.Info(f"詐騙訊息分析完成,處理時間:{process_time:.2f} 秒")
|
| 156 |
+
return {
|
| 157 |
+
result_header: gr.update(visible=True),
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| 158 |
+
scam_result: gr.update(value=result, visible=True)
|
| 159 |
+
}
|
| 160 |
+
except Exception as e:
|
| 161 |
+
print(f"詐騙訊息分析時發生錯誤:{e}")
|
| 162 |
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gr.Warning(f"詐騙訊息分析時發生錯誤:{e}")
|
| 163 |
+
return {
|
| 164 |
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result_header: gr.update(visible=False),
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| 165 |
+
scam_result: gr.update(value=f"Error:{e}", visible=True)
|
| 166 |
+
}
|
| 167 |
+
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| 168 |
+
def clear_inputs():
|
| 169 |
+
return {
|
| 170 |
+
image_input: None,
|
| 171 |
+
result_header: gr.update(visible=False),
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| 172 |
+
scam_result: gr.update(value="", visible=False)
|
| 173 |
+
}
|
| 174 |
+
|
| 175 |
+
custom_css = """
|
| 176 |
+
.center-aligned {
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| 177 |
+
text-align: center !important;
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| 178 |
+
color: #ff4081;
|
| 179 |
+
text-shadow: 2px 2px 4px rgba(0,0,0,0.1);
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| 180 |
+
margin-bottom: 0 !important;
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| 181 |
+
}
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| 182 |
+
.gr-input, .gr-box, .gr-dropdown {
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| 183 |
+
border-radius: 10px !important;
|
| 184 |
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border: 2px solid #ff4081 !important;
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| 185 |
+
margin: 0 !important;
|
| 186 |
+
}
|
| 187 |
+
.gr-input:focus, .gr-box:focus, .gr-dropdown:focus {
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| 188 |
+
border-color: #f50057 !important;
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| 189 |
+
box-shadow: 0 0 0 2px rgba(245,0,87,0.2) !important;
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| 190 |
+
}
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| 191 |
+
.file-background {
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| 192 |
+
background-color: #B7E0FF !important;
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| 193 |
+
padding: 15px !important;
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| 194 |
+
border-radius: 10px !important;
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| 195 |
+
margin: 0 !important;
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| 196 |
+
height: auto;
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| 197 |
+
}
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| 198 |
+
.gen-button {
|
| 199 |
+
border-radius: 10px !important;
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| 200 |
+
border: none !important;
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| 201 |
+
background-color: #ff4081 !important;
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| 202 |
+
color: white !important;
|
| 203 |
+
font-weight: bold !important;
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| 204 |
+
transition: all 0.3s ease !important;
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| 205 |
+
}
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| 206 |
+
.gen-button:hover {
|
| 207 |
+
background-color: #f50057 !important;
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| 208 |
+
transform: scale(1.05);
|
| 209 |
+
}
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| 210 |
+
.api-background {
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| 211 |
+
background-color: #FFCFB3 !important;
|
| 212 |
+
padding: 15px !important;
|
| 213 |
+
border-radius: 10px !important;
|
| 214 |
+
}
|
| 215 |
+
.text-background {
|
| 216 |
+
font-size: 20px !important;
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| 217 |
+
padding: 5px !important;
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| 218 |
+
border-radius: 10px !important;
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| 219 |
+
border: 2px solid #B7E0FF !important;
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| 220 |
+
margin: 0 !important;
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| 221 |
+
text-align: left;
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| 222 |
+
hyphens: auto;
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| 223 |
+
word-wrap: break-word;
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| 224 |
+
overflow-wrap: break-word;
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| 225 |
+
}
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| 226 |
+
.clear-button {
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| 227 |
+
border-radius: 10px !important;
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| 228 |
+
border: none !important;
|
| 229 |
+
background-color: #333333 !important;
|
| 230 |
+
color: white !important;
|
| 231 |
+
font-weight: bold !important;
|
| 232 |
+
transition: all 0.3s ease !important;
|
| 233 |
+
}
|
| 234 |
+
.clear-button:hover {
|
| 235 |
+
background-color: #000000 !important;
|
| 236 |
+
transform: scale(1.05);
|
| 237 |
+
}
|
| 238 |
+
.result-header {
|
| 239 |
+
font-size: 24px !important;
|
| 240 |
+
background-color: #FEF9D9 !important;
|
| 241 |
+
padding: 5px !important;
|
| 242 |
+
border-radius: 10px !important;
|
| 243 |
+
text-align: center !important;
|
| 244 |
+
display: block !important;
|
| 245 |
+
margin-bottom: 0px !important;
|
| 246 |
+
}
|
| 247 |
+
"""
|
| 248 |
+
|
| 249 |
+
with gr.Blocks(theme=gr.themes.Monochrome(), css=custom_css) as demo:
|
| 250 |
+
gr.Markdown("""
|
| 251 |
+
# 詐騙訊息分析 - 財政部財政資訊中心
|
| 252 |
+
> ### **※ 詐騙以虛假承諾及絢麗圖片作為引誘入套的詭計,務必保持警覺,使用 Frontier-Class Multimodal LLMs 進行訊息分析效果更佳。系統部署:江信宗,LLM:GPT-4o-mini。**
|
| 253 |
+
""", elem_classes="center-aligned")
|
| 254 |
+
with gr.Row():
|
| 255 |
+
with gr.Column():
|
| 256 |
+
image_input = gr.Image(
|
| 257 |
+
label="上傳圖片",
|
| 258 |
+
type="pil",
|
| 259 |
+
elem_classes="file-background",
|
| 260 |
+
image_mode="RGB",
|
| 261 |
+
sources=["upload"],
|
| 262 |
+
height="auto"
|
| 263 |
+
)
|
| 264 |
+
with gr.Column():
|
| 265 |
+
api_key = gr.Textbox(
|
| 266 |
+
label="API Key",
|
| 267 |
+
placeholder="輸入您的 API Key...",
|
| 268 |
+
type="password",
|
| 269 |
+
elem_classes="api-background"
|
| 270 |
+
)
|
| 271 |
+
clear_button = gr.Button("清除", elem_classes="clear-button")
|
| 272 |
+
analyze_btn = gr.Button("進行訊息分析", elem_classes="gen-button")
|
| 273 |
+
result_header = gr.HTML("""<div class="result-header">※ 訊息分析結果 ※</div>""", visible=False)
|
| 274 |
+
scam_result = gr.Markdown(label="詐騙分析結果", elem_classes="text-background", visible=False)
|
| 275 |
+
analyze_btn.click(
|
| 276 |
+
scam,
|
| 277 |
+
inputs=[image_input, api_key],
|
| 278 |
+
outputs=[result_header, scam_result]
|
| 279 |
+
)
|
| 280 |
+
clear_button.click(
|
| 281 |
+
fn=clear_inputs,
|
| 282 |
+
inputs=[],
|
| 283 |
+
outputs=[image_input, result_header, scam_result]
|
| 284 |
+
)
|
| 285 |
+
|
| 286 |
+
if __name__ == "__main__":
|
| 287 |
+
demo.launch()
|
requirements.txt
ADDED
|
@@ -0,0 +1,5 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
gradio
|
| 2 |
+
openai
|
| 3 |
+
Pillow
|
| 4 |
+
resend
|
| 5 |
+
requests
|