\u4fe1\u606f\u62bd\u53d6\u4e0d\u662f\u628a\u6587\u5b57\u201c\u8bfb\u4e00\u904d\u201d，\u800c\u662f\u8ba9\u673a\u5668\u771f\u6b63\u201c\u770b\u61c2\u201d\u4e00\u6bb5\u8bdd\u91cc\u8c01\u505a\u4e86\u4ec0\u4e48\u3001\u5728\u54ea\u91cc\u53d1\u751f\u3001\u7ed3\u679c\u5982\u4f55\u3001\u6001\u5ea6\u600e\u6837\u3002\u4f20\u7edf\u65b9\u6cd5\u9700\u8981\u4e3a\u6bcf\u7c7b\u4efb\u52a1\u5355\u72ec\u8bad\u7ec3\u6a21\u578b，\u800cSiameseUIE\u7528\u4e00\u5957\u67b6\u6784\u6253\u901a\u547d\u540d\u5b9e\u4f53\u3001\u5173\u7cfb\u3001\u4e8b\u4ef6\u3001\u60c5\u611f\u56db\u7c7b\u62bd\u53d6\u4efb\u52a1\u2014\u2014\u4e0d\u91cd\u65b0\u8bad\u7ec3\u3001\u4e0d\u6539\u4ee3\u7801，\u53ea\u6362\u4e00\u4e2aJSON Schema，\u5c31\u80fd\u8ba9\u540c\u4e00\u6a21\u578b\u5e72\u56db\u4ef6\u4e8b\u3002<\/p>\n
\u5b83\u4e0d\u4f9d\u8d56\u6d77\u91cf\u6807\u6ce8\u6570\u636e，\u4e5f\u4e0d\u8981\u6c42\u4f60\u5199\u6b63\u5219\u6216\u8bbe\u8ba1\u6a21\u677f\u3002\u8f93\u5165\u4e00\u6bb5\u4e2d\u6587，\u586b\u597d\u4f60\u60f3\u627e\u7684\u7ed3\u6784，\u51e0\u79d2\u540e\u8fd4\u56de\u7ed3\u6784\u5316\u7ed3\u679c\u3002\u672c\u6587\u5e26\u4f60\u4ece\u96f6\u542f\u52a8\u8fd9\u4e2a\u5f00\u7bb1\u5373\u7528\u7684\u4fe1\u606f\u62bd\u53d6\u670d\u52a1，\u4e0d\u7f16\u8bd1\u3001\u4e0d\u914d\u7f6e\u3001\u4e0d\u8c03\u53c2，\u771f\u6b63\u5b9e\u73b0\u201c\u4e00\u952e\u90e8\u7f72\u3001\u5373\u70b9\u5373\u7528\u201d\u3002<\/p>\n
\u5f88\u591a\u56e2\u961f\u5728\u843d\u5730NLP\u9879\u76ee\u65f6\u5361\u5728\u540c\u4e00\u4e2a\u73af\u8282：<\/p>\n
\u4f20\u7edf\u65b9\u6848\u5f80\u5f80\u610f\u5473\u7740： \u8bad\u7ec34\u4e2a\u72ec\u7acb\u6a21\u578b \u2192 \u8017\u65f6\u3001\u5360\u663e\u5b58\u3001\u96be\u7ef4\u62a4 \u6bcf\u4e2a\u4efb\u52a1\u51c6\u5907\u6807\u6ce8\u6570\u636e \u2192 \u6210\u672c\u9ad8\u3001\u5468\u671f\u957f\u3001\u8986\u76d6\u7a84 \u4fee\u6539Schema\u5c31\u5f97\u91cd\u5199\u4ee3\u7801 \u2192 \u7075\u6d3b\u6027\u5dee\u3001\u54cd\u5e94\u6162<\/p>\n
SiameseUIE\u76f4\u63a5\u7ed5\u8fc7\u8fd9\u4e9b\u969c\u788d\u2014\u2014\u5b83\u628a\u4fe1\u606f\u62bd\u53d6\u53d8\u6210\u201c\u63d0\u95ee\u5f0f\u64cd\u4f5c\u201d：\u4f60\u544a\u8bc9\u6a21\u578b\u201c\u6211\u8981\u627e\u4ec0\u4e48\u201d，\u5b83\u5c31\u4ece\u6587\u672c\u91cc\u7cbe\u51c6\u5708\u51fa\u5bf9\u5e94\u7247\u6bb5\u3002<\/p>\n
\u5b83\u4e0d\u662f\u53c8\u4e00\u4e2a\u5fae\u8c03\u540e\u7684BERT\u53d8\u4f53，\u800c\u662f\u57fa\u4e8e\u53cc\u6d41\u7f16\u7801\u5668 + \u6307\u9488\u7f51\u7edc\u7684\u7edf\u4e00\u67b6\u6784：<\/p>\n
\u5b9e\u6d4b\u5bf9\u6bd4\u540c\u7c7bUIE\u6a21\u578b，\u5176\u63a8\u7406\u901f\u5ea6\u63d0\u5347\u7ea630%，\u5c24\u5176\u5728200\u5b57\u4ee5\u5185\u4e2d\u6587\u77ed\u6587\u672c\u573a\u666f\u4e0b，\u5e73\u5747\u54cd\u5e94\u65f6\u95f4\u63a7\u5236\u57281.2\u79d2\u5185（RTX 4090\u5355\u5361）\u3002<\/p>\n
\u6574\u4e2a\u8fc7\u7a0b\u65e0\u9700\u8054\u7f51\u4e0b\u8f7d\u6a21\u578b\u3001\u4e0d\u4fee\u6539\u4efb\u4f55\u914d\u7f6e\u3001\u4e0d\u5b89\u88c5\u989d\u5916\u4f9d\u8d56\u2014\u2014\u6240\u6709\u8d44\u6e90\u5df2\u9884\u7f6e\u5728\u955c\u50cf\u4e2d\u3002<\/p>\n
\u6253\u5f00\u7ec8\u7aef，\u6267\u884c\u4e00\u884c\u547d\u4ee4：<\/p>\n
python \/root\/nlp_structbert_siamese-uie_chinese-base\/app.py<\/p>\n
\u4f60\u4f1a\u770b\u5230\u7c7b\u4f3c\u8f93\u51fa：<\/p>\n
Running on local URL: http:\/\/localhost:7860
\nTo create a public link, set `share=True` in `launch()`.<\/p>\n
\u6ce8\u610f：\u82e5\u8fd0\u884c\u62a5\u9519 ModuleNotFoundError，\u8bf4\u660e\u73af\u5883\u5f02\u5e38，\u8bf7\u8054\u7cfb\u5e73\u53f0\u8fd0\u7ef4\u91cd\u7f6e\u955c\u50cf\u5b9e\u4f8b；\u6b63\u5e38\u60c5\u51b5\u4e0b\u6b64\u547d\u4ee4100%\u6210\u529f\u3002<\/p>\n
\u5728\u6d4f\u89c8\u5668\u4e2d\u6253\u5f00 http:\/\/localhost:7860（\u5982\u4f7f\u7528\u8fdc\u7a0b\u670d\u52a1\u5668，\u8bf7\u5c06 localhost \u66ff\u6362\u4e3a\u5b9e\u9645IP，\u5e76\u786e\u8ba47860\u7aef\u53e3\u5df2\u653e\u884c）\u3002<\/p>\n
\u754c\u9762\u7b80\u6d01\u660e\u4e86，\u4ec5\u542b\u4e09\u4e2a\u8f93\u5165\u533a：<\/p>\n
\u590d\u5236\u4ee5\u4e0b\u5185\u5bb9\u5230\u5bf9\u5e94\u533a\u57df：<\/p>\n
\u8f93\u5165\u6587\u672c：<\/p>\n
\u534e\u4e3aMate70\u7cfb\u5217\u4e8e2023\u5e7411\u670826\u65e5\u53d1\u5e03，\u642d\u8f7d\u9e92\u9e9f9100\u82af\u7247，\u8d77\u552e\u4ef75499\u5143\u3002<\/p>\n
Schema：<\/p>\n
{"\u4ea7\u54c1\u540d\u79f0": null, "\u53d1\u5e03\u65f6\u95f4": null, "\u82af\u7247\u578b\u53f7": null, "\u8d77\u552e\u4ef7": null}<\/p>\n
\u70b9\u51fb\u63d0\u4ea4，\u51e0\u79d2\u540e\u9875\u9762\u5c06\u9ad8\u4eae\u663e\u793a：<\/p>\n
\u6240\u6709\u7ed3\u679c\u5747\u6765\u81ea\u539f\u6587\u539f\u59cb\u5b57\u7b26，\u65e0\u5e7b\u89c9\u3001\u65e0\u6539\u5199\u3001\u65e0\u8865\u5168\u3002<\/p>\n
SiameseUIE\u4e0d\u9760\u201c\u731c\u201d，\u9760\u201c\u6307\u201d\u3002\u5b83\u7684\u672c\u8d28\u662f\u7247\u6bb5\u5b9a\u4f4d\u5668\u2014\u2014\u53ea\u8981\u4f60\u5728Schema\u91cc\u5b9a\u4e49\u597d\u5b57\u6bb5\u540d，\u5b83\u5c31\u5728\u539f\u6587\u4e2d\u4e3a\u4f60\u5212\u51fa\u6700\u5339\u914d\u7684\u4e00\u6bb5\u8fde\u7eed\u5b57\u7b26\u3002\u4e0b\u9762\u7528\u771f\u5b9e\u4e1a\u52a1\u573a\u666f\u6f14\u793a\u5982\u4f55\u7075\u6d3b\u5207\u6362\u4efb\u52a1\u3002<\/p>\n
\u5178\u578b\u573a\u666f：\u4f01\u4e1a\u8206\u60c5\u76d1\u63a7\u3001\u653f\u52a1\u7b80\u62a5\u6574\u7406\u3001\u5b66\u672f\u6587\u732e\u5143\u6570\u636e\u63d0\u53d6<\/p>\n
\u8f93\u5165\u6587\u672c：<\/p>\n
\u4e2d\u56fd\u79d1\u5b66\u9662\u9662\u58eb\u3001\u6e05\u534e\u5927\u5b66\u6559\u6388\u65bd\u4e00\u516c\u56e2\u961f\u5728\u300a\u81ea\u7136\u300b\u6742\u5fd7\u53d1\u8868\u8bba\u6587，\u63ed\u793a\u963f\u5c14\u8328\u6d77\u9ed8\u75c5\u65b0\u673a\u5236\u3002<\/p>\n
Schema\u8bbe\u8ba1\u8981\u70b9：<\/p>\n
\u63a8\u8350Schema：<\/p>\n
{"\u4eba\u7269\u59d3\u540d": null, "\u6240\u5c5e\u673a\u6784": null, "\u671f\u520a\u540d\u79f0": null, "\u75be\u75c5\u540d\u79f0": null}<\/p>\n
\u9884\u671f\u6548\u679c：<\/p>\n
\u2726 \u5c0f\u6280\u5de7：\u82e5\u9700\u533a\u5206\u201c\u4eba\u7269\u201d\u4e0e\u201c\u673a\u6784\u201d\u7684\u5c42\u7ea7\u5173\u7cfb（\u5982\u201c\u65bd\u4e00\u516c-\u6e05\u534e\u5927\u5b66\u201d），\u53ef\u5728Schema\u4e2d\u5d4c\u5957\u5b9a\u4e49，\u89c13.2\u8282\u3002<\/p>\n
\u5178\u578b\u573a\u666f：\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa\u3001\u5408\u540c\u6761\u6b3e\u89e3\u6790\u3001\u533b\u7597\u62a5\u544a\u7ed3\u6784\u5316<\/p>\n
\u8f93\u5165\u6587\u672c：<\/p>\n
2024\u5e74\u676d\u5dde\u4e9a\u8fd0\u4f1a\u5973\u5b5010\u7c73\u6c14\u6b65\u67aa\u51b3\u8d5b\u4e2d，\u4e2d\u56fd\u9009\u624b\u6768\u5029\u4ee5251.8\u73af\u593a\u51a0，\u97e9\u56fd\u9009\u624b\u91d1\u667a\u8d24\u83b7\u4e9a\u519b\u3002<\/p>\n
Schema\u8bbe\u8ba1\u8981\u70b9：<\/p>\n
\u63a8\u8350Schema：<\/p>\n
{"\u8d5b\u4e8b\u540d\u79f0": {"\u51a0\u519b\u9009\u624b": null, "\u6210\u7ee9": null, "\u4e9a\u519b\u9009\u624b": null}}<\/p>\n
\u9884\u671f\u6548\u679c：<\/p>\n
\u2726 \u6ce8\u610f：\u6a21\u578b\u4f1a\u81ea\u52a8\u5173\u8054\u4e0a\u4e0b\u6587，\u201c\u6768\u5029\u201d\u4e0d\u4f1a\u88ab\u9519\u8bef\u5339\u914d\u5230\u201c\u97e9\u56fd\u9009\u624b\u201d\u4e0b，\u8fd9\u662f\u53cc\u6d41\u7f16\u7801\u5bf9\u9f50\u80fd\u529b\u7684\u76f4\u63a5\u4f53\u73b0\u3002<\/p>\n
\u5178\u578b\u573a\u666f：\u7a81\u53d1\u4e8b\u4ef6\u5feb\u62a5\u3001\u91d1\u878d\u516c\u544a\u6458\u8981\u3001\u53f8\u6cd5\u6587\u4e66\u8981\u7d20\u63d0\u53d6<\/p>\n
\u8f93\u5165\u6587\u672c：<\/p>\n
2024\u5e744\u670812\u65e5，\u5c0f\u7c73\u6c7d\u8f66\u5728\u5317\u4eac\u4ea6\u5e84\u5de5\u5382\u6b63\u5f0f\u4ea4\u4ed8\u9996\u53f0SU7，\u96f7\u519b\u5ba3\u5e03\u8be5\u8f66\u578b\u4e0a\u5e0224\u5c0f\u65f6\u8ba2\u5355\u7a81\u783488000\u53f0\u3002<\/p>\n
Schema\u8bbe\u8ba1\u8981\u70b9：<\/p>\n
\u63a8\u8350Schema：<\/p>\n
{"\u65b0\u8f66\u4ea4\u4ed8\u4e8b\u4ef6": {"\u65f6\u95f4": null, "\u5730\u70b9": null, "\u54c1\u724c\u540d\u79f0": null, "\u8f66\u578b\u540d\u79f0": null, "\u8ba2\u5355\u6570\u91cf": null}}<\/p>\n
\u9884\u671f\u6548\u679c：<\/p>\n
\u2726 \u5b9e\u6d4b\u53d1\u73b0：\u5373\u4f7f\u6587\u672c\u4e2d\u201c\u8ba2\u5355\u6570\u91cf\u201d\u8868\u8ff0\u4e3a\u201c\u8d858.8\u4e07\u53f0\u201d，\u6a21\u578b\u4ecd\u80fd\u51c6\u786e\u5f52\u4e00\u5316\u4e3a\u6570\u5b57\u5b57\u7b26\u4e32，\u65e0\u9700\u540e\u5904\u7406\u3002<\/p>\n
\u5178\u578b\u573a\u666f：\u7535\u5546\u8bc4\u8bba\u5206\u6790\u3001App\u5e94\u7528\u5546\u5e97\u53cd\u9988\u3001\u5ba2\u670d\u5bf9\u8bdd\u8d28\u68c0<\/p>\n
\u8f93\u5165\u6587\u672c：<\/p>\n
\u624b\u673a\u5916\u89c2\u5f88\u7cbe\u81f4，\u4f46\u7535\u6c60\u7eed\u822a\u592a\u5dee，\u5145\u7535\u901f\u5ea6\u4e00\u822c，\u7cfb\u7edf\u6d41\u7545\u5ea6\u4e0d\u9519\u3002<\/p>\n
Schema\u8bbe\u8ba1\u8981\u70b9：<\/p>\n
\u63a8\u8350Schema：<\/p>\n
{"\u5c5e\u6027\u8bcd": {"\u60c5\u611f\u8bcd": null}}<\/p>\n
\u9884\u671f\u6548\u679c：<\/p>\n
\u2726 \u5173\u952e\u4f18\u52bf：\u65e0\u9700\u9884\u5b9a\u4e49\u60c5\u611f\u6781\u6027\u8bcd\u5178\u3002\u6a21\u578b\u76f4\u63a5\u4ece\u539f\u6587\u4e2d\u62bd\u53d6\u539f\u751f\u8868\u8fbe，\u4fdd\u7559\u201c\u4e00\u822c\u201d\u201c\u4e0d\u9519\u201d\u201c\u592a\u5dee\u201d\u7b49\u7a0b\u5ea6\u5dee\u5f02，\u6bd4\u7b80\u5355\u6253\u6807\u66f4\u8d34\u8fd1\u771f\u5b9e\u8bed\u4e49\u3002<\/p>\n
Schema\u662fSiameseUIE\u7684\u201c\u64cd\u4f5c\u8bf4\u660e\u4e66\u201d，\u5199\u5f97\u51c6，\u7ed3\u679c\u624d\u7a33\u3002\u4ee5\u4e0b\u662f\u9ad8\u9891\u9519\u8bef\u53ca\u4fee\u6b63\u65b9\u6848：<\/p>\n
\u9519\u8bef\u793a\u4f8b（\u7f3a\u5c11\u5f15\u53f7\u3001\u9017\u53f7\u7f3a\u5931\u3001null\u5199\u6210Null）：<\/p>\n
{\u4eba\u7269: null, \u5730\u70b9: null} \/\/ \u5b57\u6bb5\u540d\u672a\u52a0\u5f15\u53f7
\n{"\u4eba\u7269": null "\u5730\u70b9": null} \/\/ \u7f3a\u5c11\u9017\u53f7
\n{"\u4eba\u7269": Null} \/\/ null\u5fc5\u987b\u5c0f\u5199<\/p>\n
\u6b63\u786e\u5199\u6cd5（\u63a8\u8350\u7528VS Code\u7b49\u7f16\u8f91\u5668\u5b9e\u65f6\u6821\u9a8c）：<\/p>\n
{"\u4eba\u7269": null, "\u5730\u70b9": null}<\/p>\n
\u6a21\u7cca\u5b57\u6bb5\u540d\u5bfc\u81f4\u53ec\u56de\u7387\u4f4e：<\/p>\n
{"\u4e1c\u897f": null, "\u5730\u65b9": null}<\/p>\n
\u660e\u786e\u5b57\u6bb5\u540d\u63d0\u5347\u7cbe\u5ea6：<\/p>\n
{"\u4ea7\u54c1\u540d\u79f0": null, "\u751f\u4ea7\u5730\u5740": null}<\/p>\n
\u4e09\u5c42\u4ee5\u4e0a\u5d4c\u5957\u6613\u5bfc\u81f4\u5bf9\u9f50\u5931\u8d25（\u5982 {"A": {"B": {"C": null}}}）： \u6a21\u578b\u5bf9\u6df1\u5ea6\u5d4c\u5957\u7684\u652f\u6301\u6709\u9650，\u5efa\u8bae\u63a7\u5236\u5728\u4e24\u5c42\u5185\u3002<\/p>\n
\u63a8\u8350\u6241\u5e73\u5316\u8868\u8fbe：<\/p>\n
{"\u8d5b\u4e8b\u540d\u79f0": null, "\u51a0\u519b\u9009\u624b": null, "\u4e9a\u519b\u9009\u624b": null}<\/p>\n
\u6587\u672c\u542b\u5168\u89d2\u7a7a\u683c\u3001\u4e0d\u95f4\u65ad\u7a7a\u683c（\\\\u00a0）\u65f6\u53ef\u80fd\u622a\u65ad：<\/p>\n
\u534e\u4e3a Mate70\u3000\u53d1\u5e03 \/\/ \u5168\u89d2\u7a7a\u683c+\u4e2d\u6587\u7a7a\u683c\u6df7\u7528<\/p>\n
\u9884\u5904\u7406\u5efa\u8bae（\u5728app.py\u4e2d\u6dfb\u52a0）：<\/p>\n
text = text.replace('\\\\u00a0', ' ').replace('\u3000', ' ').strip()<\/p>\n
SiameseUIE\u4e0d\u662f\u4e07\u80fd\u795e\u5668，\u4e86\u89e3\u5b83\u7684\u80fd\u529b\u8fb9\u754c，\u624d\u80fd\u7528\u5f97\u66f4\u7a33\u3002<\/p>\n
import re<\/p>\n
def split_by_sentences(text, max_len=280):
\n sentences = re.split(r'[\u3002！？；]+', text)
\n chunks = []
\n current = ""
\n for s in sentences:
\n if len(current + s) <= max_len:
\n current += s + "\u3002"
\n else:
\n if current:
\n chunks.append(current.strip())
\n current = s + "\u3002"
\n if current:
\n chunks.append(current.strip())
\n return chunks<\/p>\n
# \u4f7f\u7528\u793a\u4f8b
\ntext = "…" # \u539f\u59cb\u957f\u6587\u672c
\nfor chunk in split_by_sentences(text):
\n # \u8c03\u7528SiameseUIE API \u6216 \u63d0\u4ea4\u81f3Web\u754c\u9762
\n pass<\/p>\n
| \u6a21\u578b\u4f53\u79ef<\/td>\n | 391 MB（\u7eafCPU\u53ef\u8fd0\u884c，\u4f46\u63a8\u8350GPU）<\/td>\n<\/tr>\n |
| \u663e\u5b58\u5360\u7528<\/td>\n | RTX 3090：\u7ea62.1GB；RTX 4090：\u7ea61.8GB<\/td>\n<\/tr>\n |
| CPU\u63a8\u7406<\/td>\n | Python 3.11 + PyTorch 2.3，\u5355\u6838\u8017\u65f6\u7ea63.5\u79d2\/\u6b21<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u2726 \u82e5\u90e8\u7f72\u5728\u65e0GPU\u73af\u5883，\u5efa\u8bae\u5728 app.py \u4e2d\u5f3a\u5236\u6307\u5b9a device="cpu"，\u907f\u514dCUDA\u521d\u59cb\u5316\u5931\u8d25\u3002<\/p>\n 5.3 \u5f53\u524d\u4e0d\u652f\u6301\u7684\u80fd\u529b<\/h4>\n\n 6. \u8fdb\u9636\u7528\u6cd5：\u96c6\u6210\u5230\u4f60\u7684\u5de5\u4f5c\u6d41<\/h3>\nWeb\u754c\u9762\u9002\u5408\u8c03\u8bd5\u548c\u6f14\u793a，\u751f\u4ea7\u73af\u5883\u5efa\u8bae\u901a\u8fc7API\u8c03\u7528\u3002\u4ee5\u4e0b\u662f\u4e24\u79cd\u8f7b\u91cf\u7ea7\u96c6\u6210\u65b9\u5f0f：<\/p>\n 6.1 \u4f7f\u7528curl\u76f4\u63a5\u8bf7\u6c42（\u65e0\u9700Python）<\/h4>\ncurl -X POST "http:\/\/localhost:7860\/api\/predict\/" \\\\ \u8fd4\u56deJSON\u683c\u5f0f\u7ed3\u679c，\u5b57\u6bb5\u4e0eWeb\u754c\u9762\u4e00\u81f4\u3002<\/p>\n 6.2 Python SDK\u5c01\u88c5（\u63a8\u8350）<\/h4>\n\u521b\u5efa uie_client.py：<\/p>\n import requests class SiameseUIEClient: def extract(self, text: str, schema: dict) -> dict: # \u4f7f\u7528\u793a\u4f8b \n 7. \u603b\u7ed3<\/h3>\nSiameseUIE\u4e0d\u662f\u53c8\u4e00\u4e2a\u9700\u8981\u8c03\u53c2\u3001\u8bad\u7ec3\u3001\u90e8\u7f72\u7684NLP\u6a21\u578b，\u800c\u662f\u4e00\u4e2a\u5373\u63d2\u5373\u7528\u7684\u4fe1\u606f\u7ed3\u6784\u5316\u5de5\u5177\u3002\u5b83\u7528\u7edf\u4e00\u67b6\u6784\u8986\u76d6NER\u3001RE\u3001EE\u3001ABSA\u56db\u5927\u4efb\u52a1，\u7528JSON Schema\u66ff\u4ee3\u4ee3\u7801\u903b\u8f91，\u7528\u6307\u9488\u5b9a\u4f4d\u66ff\u4ee3\u6807\u7b7e\u751f\u6210\u2014\u2014\u628a\u4fe1\u606f\u62bd\u53d6\u4ece\u201c\u5de5\u7a0b\u95ee\u9898\u201d\u62c9\u56de\u201c\u4f7f\u7528\u95ee\u9898\u201d\u3002<\/p>\n \u4f60\u4e0d\u9700\u8981\u6210\u4e3aNLP\u4e13\u5bb6，\u53ea\u9700： \u8ba4\u771f\u8bfb\u4e00\u904dSchema\u89c4\u8303； \u628a\u4e1a\u52a1\u9700\u6c42\u7ffb\u8bd1\u6210\u5b57\u6bb5\u540d； \u590d\u5236\u7c98\u8d34\u6587\u672c，\u70b9\u51fb\u63d0\u4ea4； \u62ff\u5230\u53ef\u76f4\u63a5\u5165\u5e93\u3001\u53ef\u76f4\u63a5\u5c55\u793a\u3001\u53ef\u76f4\u63a5\u5206\u6790\u7684\u7ed3\u6784\u5316\u7ed3\u679c\u3002<\/p>\n \u8fd9\u6b63\u662fAI\u843d\u5730\u6700\u8be5\u6709\u7684\u6837\u5b50：\u4e0d\u70ab\u6280\u3001\u4e0d\u8bbe\u969c\u3001\u4e0d\u753b\u997c，\u53ea\u89e3\u51b3\u771f\u5b9e\u95ee\u9898\u3002<\/p>\n \n \u83b7\u53d6\u66f4\u591aAI\u955c\u50cf<\/p>\n \u60f3\u63a2\u7d22\u66f4\u591aAI\u955c\u50cf\u548c\u5e94\u7528\u573a\u666f？\u8bbf\u95ee CSDN\u661f\u56fe\u955c\u50cf\u5e7f\u573a，\u63d0\u4f9b\u4e30\u5bcc\u7684\u9884\u7f6e\u955c\u50cf，\u8986\u76d6\u5927\u6a21\u578b\u63a8\u7406\u3001\u56fe\u50cf\u751f\u6210\u3001\u89c6\u9891\u751f\u6210\u3001\u6a21\u578b\u5fae\u8c03\u7b49\u591a\u4e2a\u9886\u57df，\u652f\u6301\u4e00\u952e\u90e8\u7f72\u3002<\/p>\n","protected":false},"excerpt":{"rendered":" \u4e00\u952e\u90e8\u7f72：SiameseUIE\u4e2d\u6587\u4fe1\u606f\u62bd\u53d6\u670d\u52a1\u5668 |