{"id":83401,"date":"2026-07-25T21:33:35","date_gmt":"2026-07-25T13:33:35","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/83401.html"},"modified":"2026-07-25T21:33:35","modified_gmt":"2026-07-25T13:33:35","slug":"mgeo%e5%bc%80%e6%ba%90%e9%95%9c%e5%83%8f%e9%83%a8%e7%bd%b2%ef%bc%9aarm%e6%9e%b6%e6%9e%84%e6%9c%8d%e5%8a%a1%e5%99%a8%ef%bc%88%e5%a6%82%e9%a3%9e%e8%85%bed2000%ef%bc%89%e4%b8%8a%e9%80%82%e9%85%8dmgeo-bas","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/83401.html","title":{"rendered":"MGeo\u5f00\u6e90\u955c\u50cf\u90e8\u7f72\uff1aARM\u67b6\u6784\u670d\u52a1\u5668\uff08\u5982\u98de\u817eD2000\uff09\u4e0a\u9002\u914dMGeo-base\u8fd0\u884c\u65b9\u6848"},"content":{"rendered":"

MGeo\u5f00\u6e90\u955c\u50cf\u90e8\u7f72：ARM\u67b6\u6784\u670d\u52a1\u5668（\u5982\u98de\u817eD2000）\u4e0a\u9002\u914dMGeo-base\u8fd0\u884c\u65b9\u6848<\/h2>\n

1. \u5f15\u8a00：\u4e3a\u4ec0\u4e48\u8981\u5728ARM\u670d\u52a1\u5668\u4e0a\u90e8\u7f72\u5730\u5740\u89e3\u6790\u6a21\u578b？<\/h3>\n

\u60f3\u8c61\u4e00\u4e0b，\u4f60\u662f\u4e00\u5bb6\u7269\u6d41\u516c\u53f8\u7684\u6280\u672f\u8d1f\u8d23\u4eba\u3002\u6bcf\u5929，\u7cfb\u7edf\u9700\u8981\u5904\u7406\u6210\u5343\u4e0a\u4e07\u6761\u6765\u81ea\u4e0d\u540c\u6e20\u9053\u7684\u8ba2\u5355\u5730\u5740，\u6bd4\u5982\u201c\u5317\u4eac\u5e02\u6d77\u6dc0\u533a\u4e2d\u5173\u6751\u5927\u885727\u53f7\u96623\u53f7\u697c502\u5ba4\u201d\u3002\u8fd9\u4e9b\u5730\u5740\u6587\u672c\u4e94\u82b1\u516b\u95e8，\u6709\u7684\u5199\u5f97\u5f88\u8be6\u7ec6，\u6709\u7684\u5374\u5f88\u6a21\u7cca\u3002\u4f60\u7684\u56e2\u961f\u9700\u8981\u624b\u52a8\u6216\u534a\u81ea\u52a8\u5730\u5c06\u8fd9\u4e9b\u5730\u5740\u62c6\u89e3\u6210\u6807\u51c6\u7684\u7ed3\u6784\u5316\u4fe1\u606f：\u7701\u3001\u5e02\u3001\u533a\u3001\u8857\u9053\u3001\u95e8\u724c\u53f7\u7b49，\u4ee5\u4fbf\u8fdb\u884c\u7cbe\u51c6\u7684\u8def\u7ebf\u89c4\u5212\u548c\u914d\u9001\u3002<\/p>\n

\u8fd9\u4e2a\u8fc7\u7a0b\u4e0d\u4ec5\u8017\u65f6\u8d39\u529b，\u8fd8\u5bb9\u6613\u51fa\u9519\u3002\u4e00\u4e2a\u5730\u5740\u89e3\u6790\u9519\u8bef，\u53ef\u80fd\u5bfc\u81f4\u5feb\u9012\u9001\u9519\u5730\u65b9，\u589e\u52a0\u989d\u5916\u7684\u8fd0\u8f93\u6210\u672c，\u751a\u81f3\u5f15\u53d1\u5ba2\u6237\u6295\u8bc9\u3002<\/p>\n

\u8fd9\u6b63\u662fMGeo\u6a21\u578b\u8981\u89e3\u51b3\u7684\u95ee\u9898\u3002\u5b83\u662f\u4e00\u4e2a\u4e13\u95e8\u9488\u5bf9\u4e2d\u6587\u5730\u5740\u8fdb\u884c\u7ed3\u6784\u5316\u8981\u7d20\u89e3\u6790\u7684AI\u6a21\u578b，\u80fd\u591f\u81ea\u52a8\u3001\u51c6\u786e\u5730\u4ece\u4e00\u6bb5\u5730\u5740\u6587\u672c\u4e2d，\u63d0\u53d6\u51fa\u5404\u4e2a\u6807\u51c6\u5316\u7684\u7ec4\u6210\u90e8\u5206\u3002\u800c\u4eca\u5929，\u6211\u4eec\u8981\u63a2\u8ba8\u7684，\u662f\u5982\u4f55\u5728\u6210\u672c\u66f4\u4f4e\u3001\u80fd\u6548\u6bd4\u66f4\u9ad8\u7684ARM\u67b6\u6784\u670d\u52a1\u5668（\u4f8b\u5982\u56fd\u4ea7\u7684\u98de\u817eD2000\u5904\u7406\u5668）\u4e0a，\u6210\u529f\u90e8\u7f72\u5e76\u8fd0\u884c\u8fd9\u4e2a\u5f3a\u5927\u7684\u5de5\u5177\u3002<\/p>\n

\u5bf9\u4e8e\u8bb8\u591a\u4f01\u4e1a\u548c\u5f00\u53d1\u8005\u6765\u8bf4，\u4f7f\u7528ARM\u670d\u52a1\u5668\u90e8\u7f72AI\u5e94\u7528，\u610f\u5473\u7740\u66f4\u4f4e\u7684\u786c\u4ef6\u91c7\u8d2d\u6210\u672c\u548c\u957f\u671f\u7684\u7535\u529b\u5f00\u9500\u3002\u672c\u6587\u5c06\u624b\u628a\u624b\u5e26\u4f60\u5b8c\u6210MGeo-base\u6a21\u578b\u5728ARM\u73af\u5883\u4e0b\u7684\u5b8c\u6574\u90e8\u7f72\u6d41\u7a0b，\u8ba9\u4f60\u80fd\u5feb\u901f\u62e5\u6709\u4e00\u4e2a\u5c5e\u4e8e\u81ea\u5df1\u7684\u3001\u9ad8\u6027\u80fd\u7684\u5730\u5740\u89e3\u6790\u670d\u52a1\u3002<\/p>\n

2. \u73af\u5883\u51c6\u5907：ARM\u670d\u52a1\u5668\u57fa\u7840\u914d\u7f6e<\/h3>\n

\u5728\u5f00\u59cb\u90e8\u7f72\u6a21\u578b\u4e4b\u524d，\u6211\u4eec\u9700\u8981\u786e\u4fdd\u4f60\u7684ARM\u670d\u52a1\u5668\u73af\u5883\u662f\u5e72\u51c0\u4e14\u7b26\u5408\u8981\u6c42\u7684\u3002\u4ee5\u4e0b\u6b65\u9aa4\u5047\u8bbe\u4f60\u4f7f\u7528\u7684\u662f\u4e00\u53f0\u65b0\u5b89\u88c5\u7684\u3001\u57fa\u4e8e\u98de\u817eD2000\u6216\u7c7b\u4f3cARMv8\u67b6\u6784\u7684\u670d\u52a1\u5668\u3002<\/p>\n

2.1 \u7cfb\u7edf\u8981\u6c42\u4e0e\u4f9d\u8d56\u68c0\u67e5<\/h4>\n

\u9996\u5148，\u901a\u8fc7SSH\u8fde\u63a5\u5230\u4f60\u7684ARM\u670d\u52a1\u5668\u3002\u6211\u4eec\u63a8\u8350\u4f7f\u7528Ubuntu 20.04 LTS\u621622.04 LTS\u4f5c\u4e3a\u64cd\u4f5c\u7cfb\u7edf，\u5b83\u4eec\u5bf9ARM\u67b6\u6784\u7684\u652f\u6301\u6bd4\u8f83\u5b8c\u5584\u3002<\/p>\n

\u6253\u5f00\u7ec8\u7aef，\u4f9d\u6b21\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\u6765\u66f4\u65b0\u7cfb\u7edf\u5e76\u5b89\u88c5\u57fa\u7840\u4f9d\u8d56：<\/p>\n

# \u66f4\u65b0\u8f6f\u4ef6\u5305\u5217\u8868
\nsudo apt-get update<\/p>\n

# \u5347\u7ea7\u5df2\u5b89\u88c5\u7684\u8f6f\u4ef6\u5305
\nsudo apt-get upgrade -y<\/p>\n

# \u5b89\u88c5Python3\u3001pip\u4ee5\u53ca\u4e00\u4e9b\u5fc5\u8981\u7684\u7cfb\u7edf\u5e93
\nsudo apt-get install -y python3 python3-pip python3-venv git curl wget<\/p>\n

# \u9a8c\u8bc1Python\u7248\u672c，\u786e\u4fdd\u662f3.7\u6216\u4ee5\u4e0a
\npython3 –version<\/p>\n

\u63a5\u4e0b\u6765，\u6211\u4eec\u9700\u8981\u4e00\u4e2a\u72ec\u7acb\u7684Python\u865a\u62df\u73af\u5883\u6765\u5b89\u88c5MGeo\u7684\u4f9d\u8d56，\u8fd9\u6837\u53ef\u4ee5\u907f\u514d\u4e0e\u7cfb\u7edf\u5176\u4ed6Python\u9879\u76ee\u4ea7\u751f\u51b2\u7a81\u3002<\/p>\n

# \u521b\u5efa\u4e00\u4e2a\u540d\u4e3a\u2018mgeo-env\u2019\u7684\u865a\u62df\u73af\u5883
\npython3 -m venv mgeo-env<\/p>\n

# \u6fc0\u6d3b\u865a\u62df\u73af\u5883
\nsource mgeo-env\/bin\/activate<\/p>\n

# \u6fc0\u6d3b\u540e，\u547d\u4ee4\u884c\u63d0\u793a\u7b26\u524d\u4f1a\u51fa\u73b0 (mgeo-env) \u6807\u8bc6<\/p>\n

2.2 \u5173\u952e\u4f9d\u8d56：PyTorch for ARM<\/h4>\n

MGeo\u6a21\u578b\u57fa\u4e8ePyTorch\u6846\u67b6\u3002\u5728x86\u670d\u52a1\u5668\u4e0a，\u6211\u4eec\u53ef\u4ee5\u76f4\u63a5\u7528pip install torch\u6765\u5b89\u88c5\u3002\u4f46\u5728ARM\u67b6\u6784\u4e0a，\u6211\u4eec\u9700\u8981\u4ecePyTorch\u5b98\u65b9\u63d0\u4f9b\u7684\u9884\u7f16\u8bd1\u5305\u4e2d\u9009\u62e9\u5408\u9002\u7684\u7248\u672c\u3002<\/p>\n

\u8bbf\u95ee PyTorch\u5b98\u7f51，\u5728\u5b89\u88c5\u547d\u4ee4\u751f\u6210\u5668\u4e2d，\u6839\u636e\u4f60\u7684\u7cfb\u7edf（Linux）\u3001\u5305\u7ba1\u7406\u5de5\u5177（Pip）\u3001\u8bed\u8a00（Python）\u4ee5\u53ca\u6700\u91cd\u8981\u7684\u2014\u2014\u8ba1\u7b97\u5e73\u53f0（\u9009\u62e9 Linux aarch64，\u8fd9\u5c31\u662fARM64\u67b6\u6784\u7684\u6807\u8bc6）\u6765\u83b7\u53d6\u5b89\u88c5\u547d\u4ee4\u3002<\/p>\n

\u4f8b\u5982，\u5728\u64b0\u5199\u672c\u6587\u65f6，\u4e00\u4e2a\u53ef\u7528\u7684\u5b89\u88c5\u547d\u4ee4\u53ef\u80fd\u662f：<\/p>\n

# \u5728\u6fc0\u6d3b\u7684\u865a\u62df\u73af\u5883\u4e2d\u6267\u884c
\npip install torch torchvision torchaudio –index-url https:\/\/download.pytorch.org\/whl\/cpu<\/p>\n

\u8bf7\u6ce8\u610f，\u6211\u4eec\u8fd9\u91cc\u5b89\u88c5\u7684\u662fCPU\u7248\u672c，\u56e0\u4e3a\u98de\u817eD2000\u662f\u901a\u7528\u5904\u7406\u5668\u3002\u5b89\u88c5\u5b8c\u6210\u540e，\u53ef\u4ee5\u5728Python\u4e2d\u9a8c\u8bc1：<\/p>\n

import torch
\nprint(torch.__version__)
\nprint(torch.cuda.is_available()) # \u5728ARM CPU\u4e0a，\u8fd9\u91cc\u4f1a\u663e\u793aFalse，\u8fd9\u662f\u6b63\u5e38\u7684<\/p>\n

\u5982\u679c\u4e0a\u8ff0\u6b65\u9aa4\u987a\u5229，\u4f60\u7684ARM\u670d\u52a1\u5668\u5c31\u5df2\u7ecf\u5177\u5907\u4e86\u8fd0\u884cMGeo\u6a21\u578b\u7684\u57fa\u7840\u73af\u5883\u3002<\/p>\n

3. \u90e8\u7f72\u5b9e\u6218：\u4e00\u6b65\u6b65\u642d\u5efaMGeo\u670d\u52a1<\/h3>\n

\u73af\u5883\u51c6\u5907\u597d\u540e，\u6211\u4eec\u5c31\u53ef\u4ee5\u5f00\u59cb\u90e8\u7f72MGeo\u6a21\u578b\u670d\u52a1\u4e86\u3002\u6211\u4eec\u5c06\u4f7f\u7528ModelScope（\u9b54\u642d）\u6765\u83b7\u53d6\u6a21\u578b，\u5e76\u7528Gradio\u5feb\u901f\u6784\u5efa\u4e00\u4e2a\u53cb\u597d\u7684Web\u754c\u9762\u3002<\/p>\n

3.1 \u83b7\u53d6\u4e0e\u5b89\u88c5MGeo\u6a21\u578b<\/h4>\n

\u9996\u5148，\u5b89\u88c5ModelScope\u5e93\u548cGradio\u3002<\/p>\n

# \u786e\u4fdd\u4ecd\u5728\u865a\u62df\u73af\u5883\u4e2d
\npip install modelscope gradio -U<\/p>\n

ModelScope\u662f\u4e00\u4e2a\u6a21\u578b\u5373\u670d\u52a1\u7684\u5e73\u53f0，\u4e0a\u9762\u6258\u7ba1\u4e86\u5305\u62ecMGeo\u5728\u5185\u7684\u4f17\u591a\u4f18\u79c0\u6a21\u578b\u3002\u5b89\u88c5\u597d\u540e，\u6211\u4eec\u53ef\u4ee5\u7528\u51e0\u884c\u4ee3\u7801\u6765\u52a0\u8f7dMGeo-base\u6a21\u578b\u3002<\/p>\n

\u521b\u5efa\u4e00\u4e2a\u540d\u4e3a load_model.py \u7684Python\u811a\u672c：<\/p>\n

from modelscope.pipelines import pipeline
\nfrom modelscope.utils.constant import Tasks<\/p>\n

# \u6307\u5b9a\u4efb\u52a1\u4e3a\u2018\u5730\u5740\u8981\u7d20\u89e3\u6790\u2019
\ntask = Tasks.address_parsing
\n# \u6307\u5b9a\u6a21\u578b\u540d\u79f0
\nmodel_id = 'damo\/mgeo_geographic_elements_tagging_chinese_base'<\/p>\n

# \u521b\u5efa\u63a8\u7406\u7ba1\u9053
\n# \u7b2c\u4e00\u6b21\u8fd0\u884c\u65f6\u4f1a\u81ea\u52a8\u4eceModelScope\u4e0b\u8f7d\u6a21\u578b\u6587\u4ef6，\u8bf7\u4fdd\u6301\u7f51\u7edc\u901a\u7545
\naddress_parser = pipeline(task=task, model=model_id)
\nprint("MGeo-base \u6a21\u578b\u52a0\u8f7d\u6210\u529f！")<\/p>\n

# \u6211\u4eec\u53ef\u4ee5\u5148\u6d4b\u8bd5\u4e00\u4e0b
\ntest_address = "\u6d59\u6c5f\u7701\u676d\u5dde\u5e02\u4f59\u676d\u533a\u6587\u4e00\u897f\u8def969\u53f7"
\nresult = address_parser(test_address)
\nprint(f"\u6d4b\u8bd5\u5730\u5740: {test_address}")
\nprint(f"\u89e3\u6790\u7ed3\u679c: {result}")<\/p>\n

\u8fd0\u884c\u8fd9\u4e2a\u811a\u672c：<\/p>\n

python load_model.py<\/p>\n

\u7b2c\u4e00\u6b21\u8fd0\u884c\u4f1a\u4e0b\u8f7d\u5927\u7ea6\u51e0\u767eMB\u7684\u6a21\u578b\u6587\u4ef6\u5230\u7f13\u5b58\u76ee\u5f55（\u901a\u5e38\u662f ~\/.cache\/modelscope\/hub），\u8fd9\u9700\u8981\u4e00\u4e9b\u65f6\u95f4\u3002\u4e0b\u8f7d\u5b8c\u6210\u540e，\u4f60\u4f1a\u770b\u5230\u6a21\u578b\u6210\u529f\u52a0\u8f7d，\u5e76\u6253\u5370\u51fa\u6d4b\u8bd5\u5730\u5740\u7684\u89e3\u6790\u7ed3\u679c\u3002\u7ed3\u679c\u53ef\u80fd\u662f\u4e00\u4e2a\u5305\u542b\u201c\u7701\u201d\u3001\u201c\u5e02\u201d\u3001\u201c\u533a\u201d\u3001\u201c\u8def\u201d\u7b49\u6807\u7b7e\u7684\u7ed3\u6784\u5316\u5b57\u5178\u3002<\/p>\n

3.2 \u4f7f\u7528Gradio\u6784\u5efaWeb\u754c\u9762<\/h4>\n

\u867d\u7136\u901a\u8fc7\u811a\u672c\u53ef\u4ee5\u8c03\u7528\u6a21\u578b，\u4f46\u4e00\u4e2aWeb\u754c\u9762\u663e\u7136\u66f4\u65b9\u4fbf\u975e\u6280\u672f\u540c\u4e8b\u6216\u5916\u90e8\u7cfb\u7edf\u8c03\u7528\u3002Gradio\u80fd\u8ba9\u6211\u4eec\u7528\u5f88\u5c11\u7684\u4ee3\u7801\u5c31\u521b\u5efa\u4e00\u4e2a\u4ea4\u4e92\u5f0f\u7f51\u9875\u5e94\u7528\u3002<\/p>\n

\u521b\u5efa\u53e6\u4e00\u4e2a\u540d\u4e3a app.py \u7684\u6587\u4ef6：<\/p>\n

import gradio as gr
\nfrom modelscope.pipelines import pipeline
\nfrom modelscope.utils.constant import Tasks<\/p>\n

# \u52a0\u8f7d\u6a21\u578b（\u540c\u4e0a）
\nprint("\u6b63\u5728\u52a0\u8f7dMGeo\u6a21\u578b，\u8bf7\u7a0d\u5019…")
\naddress_parser = pipeline(task=Tasks.address_parsing, model='damo\/mgeo_geographic_elements_tagging_chinese_base')
\nprint("\u6a21\u578b\u52a0\u8f7d\u5b8c\u6bd5！")<\/p>\n

def parse_address(address_text):
\n """\u5904\u7406\u5730\u5740\u89e3\u6790\u7684\u6838\u5fc3\u51fd\u6570"""
\n if not address_text.strip():
\n return "\u8bf7\u8f93\u5165\u6709\u6548\u7684\u5730\u5740\u6587\u672c\u3002"
\n try:
\n # \u8c03\u7528\u6a21\u578b\u8fdb\u884c\u89e3\u6790
\n result = address_parser(address_text)
\n # \u5c06\u7ed3\u679c\u683c\u5f0f\u5316\u4e3a\u66f4\u6613\u8bfb\u7684\u5b57\u7b26\u4e32
\n # \u5047\u8bberesult\u662f\u4e00\u4e2a\u5b57\u5178，\u5305\u542b\u2018output\u2019\u952e，\u5176\u503c\u662f\u6807\u7b7e\u5217\u8868
\n formatted_result = []
\n if 'output' in result and isinstance(result['output'], list):
\n for item in result['output']:
\n # item \u53ef\u80fd\u662f\u4e00\u4e2a\u5143\u7ec4，\u5982 (\u2018\u6587\u4e00\u897f\u8def\u2019， \u2018Road\u2019)
\n if isinstance(item, tuple) and len(item) == 2:
\n formatted_result.append(f"{item[0]}: {item[1]}")
\n else:
\n formatted_result.append(str(item))
\n return "\\\\n".join(formatted_result) if formatted_result else str(result)
\n except Exception as e:
\n return f"\u89e3\u6790\u8fc7\u7a0b\u4e2d\u51fa\u73b0\u9519\u8bef: {str(e)}"<\/p>\n

# \u521b\u5efaGradio\u754c\u9762
\ndemo = gr.Interface(
\n fn=parse_address, # \u7ed1\u5b9a\u7684\u5904\u7406\u51fd\u6570
\n inputs=gr.Textbox(lines=3, placeholder="\u8bf7\u8f93\u5165\u9700\u8981\u89e3\u6790\u7684\u4e2d\u6587\u5730\u5740，\u4f8b\u5982：\u5317\u4eac\u5e02\u6d77\u6dc0\u533a\u4e2d\u5173\u6751\u5927\u885727\u53f7", label="\u8f93\u5165\u5730\u5740"),
\n outputs=gr.Textbox(lines=10, label="\u7ed3\u6784\u5316\u89e3\u6790\u7ed3\u679c", show_copy_button=True),
\n title="MGeo \u4e2d\u6587\u5730\u5740\u7ed3\u6784\u5316\u8981\u7d20\u89e3\u6790",
\n description="\u8f93\u5165\u4e00\u6bb5\u4e2d\u6587\u5730\u5740\u6587\u672c，\u6a21\u578b\u5c06\u81ea\u52a8\u89e3\u6790\u51fa\u5176\u4e2d\u7684\u7701\u3001\u5e02\u3001\u533a\u3001\u8857\u9053\u3001\u95e8\u724c\u53f7\u7b49\u7ed3\u6784\u5316\u8981\u7d20\u3002",
\n examples=[
\n ["\u5e7f\u4e1c\u7701\u6df1\u5733\u5e02\u5357\u5c71\u533a\u79d1\u6280\u56ed\u79d1\u6280\u5357\u5341\u4e8c\u8def"],
\n ["\u4e0a\u6d77\u5e02\u6d66\u4e1c\u65b0\u533a\u5f20\u6c5f\u9ad8\u79d1\u6280\u56ed\u533a\u7956\u51b2\u4e4b\u8def899\u53f7"],
\n ["\u56db\u5ddd\u7701\u6210\u90fd\u5e02\u6b66\u4faf\u533a\u5929\u5e9c\u8f6f\u4ef6\u56edE\u533a"]
\n ],
\n theme="soft" # \u53ef\u9009\u4e3b\u9898，\u4f7f\u754c\u9762\u66f4\u7f8e\u89c2
\n)<\/p>\n

# \u542f\u52a8\u670d\u52a1\u3002\u8bbe\u7f6e server_name='0.0.0.0' \u5141\u8bb8\u4ece\u7f51\u7edc\u5176\u4ed6\u8bbe\u5907\u8bbf\u95ee
\nif __name__ == "__main__":
\n demo.launch(server_name="0.0.0.0", server_port=7860, share=False)<\/p>\n

3.3 \u542f\u52a8\u4e0e\u8bbf\u95ee\u670d\u52a1<\/h4>\n

\u5728\u7ec8\u7aef\u4e2d\u8fd0\u884c\u8fd9\u4e2a\u5e94\u7528：<\/p>\n

# \u786e\u4fdd\u5728\u865a\u62df\u73af\u5883\u4e2d，\u5e76\u4e14\u4f4d\u4e8e app.py \u6240\u5728\u76ee\u5f55
\npython app.py<\/p>\n

\u4f60\u4f1a\u770b\u5230\u7c7b\u4f3c\u4e0b\u9762\u7684\u8f93\u51fa：<\/p>\n

Running on local URL: http:\/\/0.0.0.0:7860<\/p>\n

\u73b0\u5728，\u6253\u5f00\u4f60\u670d\u52a1\u5668\u6240\u5728\u5c40\u57df\u7f51\u5185\u7684\u4efb\u4f55\u4e00\u53f0\u7535\u8111\u7684\u6d4f\u89c8\u5668，\u8bbf\u95ee http:\/\/\u4f60\u7684\u670d\u52a1\u5668IP\u5730\u5740:7860\u3002\u4f8b\u5982 http:\/\/192.168.1.100:7860\u3002<\/p>\n

\u4f60\u5c06\u770b\u5230\u4e00\u4e2a\u7b80\u6d01\u7684Web\u754c\u9762：<\/p>\n

  • \u5728\u9876\u90e8\u8f93\u5165\u6846\u91cc，\u7c98\u8d34\u6216\u8f93\u5165\u4f60\u60f3\u8981\u89e3\u6790\u7684\u5730\u5740\u3002<\/li>\n
  • \u70b9\u51fb\u201c\u63d0\u4ea4\u201d\u6309\u94ae\u3002<\/li>\n
  • \u4e0b\u65b9\u6587\u672c\u6846\u4f1a\u7acb\u523b\u663e\u793a\u6a21\u578b\u89e3\u6790\u51fa\u7684\u7ed3\u6784\u5316\u7ed3\u679c，\u5c06\u5730\u5740\u62c6\u89e3\u6210\u4e86\u201c\u7701\u201d\u3001\u201c\u5e02\u201d\u3001\u201c\u533a\u201d\u3001\u201c\u8def\u201d\u3001\u201c\u53f7\u201d\u7b49\u8981\u7d20\u3002<\/li>\n

    \u8fd9\u4e2a\u754c\u9762\u8fd8\u63d0\u4f9b\u4e86\u51e0\u4e2a\u793a\u4f8b\u5730\u5740，\u70b9\u51fb\u5b83\u4eec\u53ef\u4ee5\u5feb\u901f\u4f53\u9a8c\u6548\u679c\u3002\u901a\u8fc7\u8fd9\u4e2a\u7b80\u5355\u7684\u6b65\u9aa4，\u4f60\u5c31\u5df2\u7ecf\u5728ARM\u670d\u52a1\u5668\u4e0a\u6210\u529f\u90e8\u7f72\u4e86\u4e00\u4e2a\u529f\u80fd\u5b8c\u6574\u7684\u5730\u5740\u89e3\u6790AI\u670d\u52a1\u3002<\/p>\n

    4. \u5e94\u7528\u573a\u666f\u4e0e\u4ef7\u503c\u63a2\u8ba8<\/h3>\n

    \u90e8\u7f72\u597d\u670d\u52a1\u53ea\u662f\u7b2c\u4e00\u6b65，\u7406\u89e3\u5b83\u80fd\u7528\u5728\u4ec0\u4e48\u5730\u65b9，\u624d\u80fd\u53d1\u6325\u6700\u5927\u4ef7\u503c\u3002MGeo\u5730\u5740\u89e3\u6790\u6a21\u578b\u5728\u591a\u4e2a\u884c\u4e1a\u90fd\u6709\u5e7f\u6cdb\u7684\u5e94\u7528\u524d\u666f\u3002<\/p>\n

    4.1 \u7269\u6d41\u4e0e\u5916\u5356\u884c\u4e1a：\u964d\u672c\u589e\u6548\u7684\u6838\u5fc3\u5de5\u5177<\/h4>\n

    \u5bf9\u4e8e\u7269\u6d41\u548c\u5916\u5356\u5e73\u53f0\u6765\u8bf4，\u5730\u5740\u7684\u51c6\u786e\u6027\u76f4\u63a5\u5173\u7cfb\u5230\u8fd0\u8425\u6210\u672c\u548c\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n

      \n
    • \u8def\u5f84\u89c4\u5212\u4f18\u5316：\u5c06\u975e\u7ed3\u6784\u5316\u7684\u6536\u4ef6\u5730\u5740\u81ea\u52a8\u89e3\u6790\u4e3a\u7ed3\u6784\u5316\u6570\u636e，\u662f\u8fdb\u884c\u9ad8\u6548\u8def\u5f84\u89c4\u5212\u548c\u8f66\u8f86\u8c03\u5ea6\u7684\u57fa\u7840\u3002\u7cfb\u7edf\u80fd\u66f4\u7cbe\u786e\u5730\u8ba1\u7b97\u914d\u9001\u8ddd\u79bb\u548c\u65f6\u95f4\u3002<\/li>\n
    • \u5206\u5355\u4e0e\u533a\u57df\u5212\u5206：\u7ed3\u5408\u89e3\u6790\u51fa\u7684\u201c\u533a\u201d\u6216\u201c\u8857\u9053\u201d\u4fe1\u606f，\u53ef\u4ee5\u81ea\u52a8\u5c06\u8ba2\u5355\u5206\u914d\u7ed9\u5bf9\u5e94\u7684\u914d\u9001\u7ad9\u70b9\u6216\u9a91\u624b，\u63d0\u5347\u5206\u5355\u6548\u7387\u3002<\/li>\n
    • \u5730\u5740\u7ea0\u9519\u4e0e\u8865\u5168：\u5f53\u7528\u6237\u8f93\u5165\u7684\u5730\u5740\u4e0d\u5b8c\u6574\u6216\u5b58\u5728\u8f7b\u5fae\u9519\u8bef\u65f6（\u5982\u6f0f\u5199\u533a\u540d），\u6a21\u578b\u53ef\u4ee5\u6839\u636e\u4e0a\u4e0b\u6587\u8fdb\u884c\u667a\u80fd\u63a8\u65ad\u548c\u8865\u5168，\u51cf\u5c11\u4eba\u5de5\u6838\u5b9e\u73af\u8282\u3002<\/li>\n<\/ul>\n

      4.2 \u5730\u56fe\u4e0e\u672c\u5730\u751f\u6d3b\u670d\u52a1：\u6784\u5efa\u7cbe\u51c6POI\u5e93<\/h4>\n

      \u9ad8\u5fb7\u3001\u767e\u5ea6\u7b49\u5730\u56fe\u670d\u52a1\u5546，\u4ee5\u53ca\u7f8e\u56e2\u3001\u5927\u4f17\u70b9\u8bc4\u7b49\u672c\u5730\u751f\u6d3b\u5e73\u53f0，\u90fd\u9700\u8981\u7ef4\u62a4\u6d77\u91cf\u7684\u5174\u8da3\u70b9（POI）\u4fe1\u606f\u3002<\/p>\n

        \n
      • POI\u4fe1\u606f\u62bd\u53d6：\u4ece\u5546\u6237\u63cf\u8ff0\u3001\u7528\u6237\u8bc4\u8bba\u3001\u65b0\u95fb\u8d44\u8baf\u7b49\u5927\u91cf\u6587\u672c\u4e2d，\u81ea\u52a8\u62bd\u53d6\u51fa\u89c4\u8303\u7684\u5730\u5740\u4fe1\u606f，\u7528\u4e8e\u4e30\u5bcc\u548c\u66f4\u65b0POI\u6570\u636e\u5e93\u3002<\/li>\n
      • \u5730\u5740\u6807\u51c6\u5316\u4e0e\u53bb\u91cd：\u4e0d\u540c\u6765\u6e90\u7684\u540c\u4e00\u5730\u5740\u53ef\u80fd\u6709\u4e0d\u540c\u8868\u8ff0（\u5982\u201c\u671d\u9633\u533a\u671b\u4eacSOHO\u201d\u548c\u201c\u5317\u4eac\u5e02\u671d\u9633\u533a\u671b\u4eac\u885710\u53f7\u201d），\u901a\u8fc7\u89e3\u6790\u548c\u6807\u51c6\u5316，\u53ef\u4ee5\u8bc6\u522b\u5e76\u5408\u5e76\u8fd9\u4e9b\u91cd\u590d\u9879，\u4fdd\u8bc1\u6570\u636e\u4e00\u81f4\u6027\u3002<\/li>\n
      • \u5730\u7406\u7f16\u7801（Geocoding）：\u5c06\u6587\u672c\u5730\u5740\u8f6c\u6362\u4e3a\u7cbe\u786e\u7684\u7ecf\u7eac\u5ea6\u5750\u6807，\u8fd9\u662f\u5730\u56fe\u641c\u7d22\u3001\u5bfc\u822a\u7b49\u6240\u6709LBS（\u57fa\u4e8e\u4f4d\u7f6e\u7684\u670d\u52a1）\u7684\u57fa\u77f3\u3002<\/li>\n<\/ul>\n

        4.3 \u653f\u52a1\u4e0e\u516c\u5171\u670d\u52a1：\u63d0\u5347\u793e\u4f1a\u6cbb\u7406\u6548\u7387<\/h4>\n

        \u5728\u667a\u6167\u57ce\u5e02\u3001\u516c\u5171\u5b89\u5168\u7b49\u9886\u57df，\u5730\u5740\u89e3\u6790\u4e5f\u626e\u6f14\u7740\u91cd\u8981\u89d2\u8272\u3002<\/p>\n

          \n
        • \u4e8b\u4ef6\u5feb\u901f\u5b9a\u4f4d：\u5728\u62a5\u8b66\u3001\u6025\u6551\u7535\u8bdd\u4e2d，\u63a5\u7ebf\u5458\u6216AI\u8bed\u97f3\u7cfb\u7edf\u53ef\u4ee5\u5b9e\u65f6\u89e3\u6790\u62a5\u8b66\u4eba\u63d0\u4f9b\u7684\u5730\u5740\u6587\u672c，\u5feb\u901f\u5728\u5730\u56fe\u4e0a\u5b9a\u4f4d，\u4e3a\u51fa\u8b66\u3001\u51fa\u8f66\u4e89\u53d6\u5b9d\u8d35\u65f6\u95f4\u3002<\/li>\n
        • \u4eba\u53e3\u4e0e\u4f4f\u623f\u7ba1\u7406：\u5728\u4eba\u53e3\u666e\u67e5\u3001\u4e0d\u52a8\u4ea7\u767b\u8bb0\u7b49\u5de5\u4f5c\u4e2d，\u81ea\u52a8\u5316\u5904\u7406\u5927\u91cf\u8868\u683c\u4e2d\u7684\u5730\u5740\u4fe1\u606f，\u5927\u5e45\u63d0\u5347\u6570\u636e\u5f55\u5165\u548c\u6574\u7406\u7684\u6548\u7387\u4e0e\u51c6\u786e\u6027\u3002<\/li>\n
        • \u7a0e\u52a1\u4e0e\u5de5\u5546\u7ba1\u7406：\u5bf9\u4f01\u4e1a\u6ce8\u518c\u5730\u5740\u8fdb\u884c\u81ea\u52a8\u5316\u6838\u9a8c\u548c\u7ed3\u6784\u5316\u5165\u5e93，\u4fbf\u4e8e\u8fdb\u884c\u533a\u57df\u6027\u7684\u7ecf\u6d4e\u5206\u6790\u548c\u76d1\u7ba1\u3002<\/li>\n<\/ul>\n

          4.4 \u96f6\u552e\u4e0e\u7535\u5546：\u6df1\u5316\u7528\u6237\u6d1e\u5bdf\u4e0e\u8425\u9500<\/h4>\n

          \u5bf9\u4e8e\u62e5\u6709\u7ebf\u4e0b\u95e8\u5e97\u6216\u9700\u8981\u5206\u6790\u7528\u6237\u5730\u57df\u5206\u5e03\u7684\u5546\u5bb6，\u5730\u5740\u4fe1\u606f\u662f\u5b9d\u8d35\u7684\u8d44\u4ea7\u3002<\/p>\n

            \n
          • \u4f1a\u5458\u5730\u5740\u5206\u6790：\u5c06\u4f1a\u5458\u586b\u5199\u7684\u6536\u8d27\u5730\u5740\u6216\u6ce8\u518c\u5730\u5740\u8fdb\u884c\u7ed3\u6784\u5316，\u5206\u6790\u4f1a\u5458\u7684\u5730\u7406\u5206\u5e03\u7279\u5f81，\u4e3a\u7ebf\u4e0b\u95e8\u5e97\u9009\u5740\u3001\u533a\u57df\u5316\u8425\u9500\u6d3b\u52a8\u63d0\u4f9b\u6570\u636e\u652f\u6301\u3002<\/li>\n
          • \u5546\u5708\u5212\u5b9a：\u6839\u636e\u8ba2\u5355\u5730\u5740\u7684\u5bc6\u96c6\u7a0b\u5ea6，\u7ed3\u5408\u89e3\u6790\u51fa\u7684\u8857\u9053\u3001\u793e\u533a\u4fe1\u606f，\u66f4\u79d1\u5b66\u5730\u5212\u5b9a\u914d\u9001\u8303\u56f4\u6216\u670d\u52a1\u5546\u5708\u3002<\/li>\n
          • \u98ce\u9669\u63a7\u5236：\u5728\u91d1\u878d\u3001\u4fe1\u8d37\u7b49\u573a\u666f，\u7ed3\u5408\u5730\u5740\u4fe1\u606f\u53ef\u4ee5\u8fdb\u884c\u53cd\u6b3a\u8bc8\u5206\u6790，\u4f8b\u5982\u8bc6\u522b\u865a\u5047\u6216\u5f02\u5e38\u7684\u5730\u5740\u4fe1\u606f\u3002<\/li>\n<\/ul>\n

            \u901a\u8fc7\u5728ARM\u670d\u52a1\u5668\u4e0a\u90e8\u7f72，\u4f01\u4e1a\u53ef\u4ee5\u7528\u66f4\u7ecf\u6d4e\u7684\u786c\u4ef6\u6210\u672c，\u5c06\u4e0a\u8ff0\u80fd\u529b\u96c6\u6210\u5230\u81ea\u5df1\u7684\u5185\u90e8\u7cfb\u7edf\u4e2d，\u5b9e\u73b0\u6570\u636e\u5904\u7406\u7684\u81ea\u4e3b\u53ef\u63a7\u4e0e\u6210\u672c\u4f18\u5316\u3002<\/p>\n

            5. \u603b\u7ed3<\/h3>\n

            \u901a\u8fc7\u672c\u6587\u7684\u6b65\u9aa4，\u6211\u4eec\u5b8c\u6210\u4e86\u4e00\u9879\u4ece\u96f6\u5230\u4e00\u7684\u5de5\u4f5c：\u5728\u98de\u817eD2000\u8fd9\u7c7bARM\u67b6\u6784\u670d\u52a1\u5668\u4e0a，\u6210\u529f\u90e8\u7f72\u5e76\u8fd0\u884c\u4e86\u8fbe\u6469\u9662\u7684MGeo-base\u5730\u5740\u8981\u7d20\u89e3\u6790\u6a21\u578b\u3002\u6211\u4eec\u4e0d\u4ec5\u642d\u5efa\u4e86\u6a21\u578b\u8fd0\u884c\u73af\u5883，\u8fd8\u5229\u7528Gradio\u6784\u5efa\u4e86\u4e00\u4e2a\u76f4\u89c2\u6613\u7528\u7684Web\u670d\u52a1\u754c\u9762\u3002<\/p>\n

            \u56de\u987e\u6574\u4e2a\u6d41\u7a0b，\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e：<\/p>\n

          • \u6280\u672f\u53ef\u884c\u6027\u9a8c\u8bc1：\u8bc1\u660e\u4e86\u4e3b\u6d41AI\u6a21\u578b（\u5982\u57fa\u4e8ePyTorch\u7684NLP\u6a21\u578b）\u5b8c\u5168\u53ef\u4ee5\u79fb\u690d\u5e76\u7a33\u5b9a\u8fd0\u884c\u5728\u56fd\u4ea7ARM\u670d\u52a1\u5668\u5e73\u53f0\u4e0a，\u4e3a\u4fe1\u521b\u73af\u5883\u4e0b\u7684AI\u5e94\u7528\u843d\u5730\u63d0\u4f9b\u4e86\u53c2\u8003\u3002<\/li>\n
          • \u6210\u672c\u4f18\u52bf\u843d\u5730：ARM\u670d\u52a1\u5668\u901a\u5e38\u5177\u6709\u66f4\u4f4e\u7684\u91c7\u8d2d\u6210\u672c\u548c\u529f\u8017，\u5bf9\u4e8e\u9700\u8981\u90e8\u7f72\u5927\u91cfAI\u63a8\u7406\u670d\u52a1\u7684\u4f01\u4e1a，\u957f\u671f\u6765\u770b\u80fd\u663e\u8457\u964d\u4f4eIT\u57fa\u7840\u8bbe\u65bd\u7684\u603b\u4f53\u62e5\u6709\u6210\u672c（TCO）\u3002<\/li>\n
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            \n

            \u83b7\u53d6\u66f4\u591aAI\u955c\u50cf<\/p>\n

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