智能简历解析器实战教程：基于Spacy+Flask构建自动化人才筛选系统

一、项目背景与技术选型

在人力资源领域，每天需要处理数百份简历的HR团队面临巨大挑战：人工筛选效率低下、关键信息遗漏风险高、跨文档对比分析困难。本教程将构建一个端到端的智能简历解析系统，通过NLP技术自动提取候选人核心信息，结合Web服务实现可视化展示。
技术栈解析

组件功能定位替代方案PDFPlumberPDF文本提取PyPDF2、camelotspaCy实体识别与NLP处理NLTK、TransformersFlaskWeb服务框架FastAPI、DjangoVue.js前端展示（可选）React、Angular二、系统架构设计

graph<input type="file" id="resumeUpload" accept=".pdf">

TD<input type="file" id="resumeUpload" accept=".pdf">

<input type="file" id="resumeUpload" accept=".pdf">

<input type="file" id="resumeUpload" accept=".pdf">

<input type="file" id="resumeUpload" accept=".pdf">

A[用户上传PDF简历]<input type="file" id="resumeUpload" accept=".pdf">

--><input type="file" id="resumeUpload" accept=".pdf">

B{Flask后端}<input type="file" id="resumeUpload" accept=".pdf">

<input type="file" id="resumeUpload" accept=".pdf">

<input type="file" id="resumeUpload" accept=".pdf">

<input type="file" id="resumeUpload" accept=".pdf">

B<input type="file" id="resumeUpload" accept=".pdf">

--><input type="file" id="resumeUpload" accept=".pdf">

C[PDF解析模块]<input type="file" id="resumeUpload" accept=".pdf">

<input type="file" id="resumeUpload" accept=".pdf">

<input type="file" id="resumeUpload" accept=".pdf">

<input type="file" id="resumeUpload" accept=".pdf">

C<input type="file" id="resumeUpload" accept=".pdf">

--><input type="file" id="resumeUpload" accept=".pdf">

D[文本预处理]<input type="file" id="resumeUpload" accept=".pdf">

<input type="file" id="resumeUpload" accept=".pdf">

<input type="file" id="resumeUpload" accept=".pdf">

<input type="file" id="resumeUpload" accept=".pdf">

D<input type="file" id="resumeUpload" accept=".pdf">

--><input type="file" id="resumeUpload" accept=".pdf">

E[实体识别模型]<input type="file" id="resumeUpload" accept=".pdf">

<input type="file" id="resumeUpload" accept=".pdf">

<input type="file" id="resumeUpload" accept=".pdf">

<input type="file" id="resumeUpload" accept=".pdf">

E<input type="file" id="resumeUpload" accept=".pdf">

--><input type="file" id="resumeUpload" accept=".pdf">

F[关键信息提取]<input type="file" id="resumeUpload" accept=".pdf">

<input type="file" id="resumeUpload" accept=".pdf">

<input type="file" id="resumeUpload" accept=".pdf">

<input type="file" id="resumeUpload" accept=".pdf">

F<input type="file" id="resumeUpload" accept=".pdf">

--><input type="file" id="resumeUpload" accept=".pdf">

G[数据库存储]<input type="file" id="resumeUpload" accept=".pdf">

<input type="file" id="resumeUpload" accept=".pdf">

<input type="file" id="resumeUpload" accept=".pdf">

<input type="file" id="resumeUpload" accept=".pdf">

G<input type="file" id="resumeUpload" accept=".pdf">

--><input type="file" id="resumeUpload" accept=".pdf">

H[前端展示]<input type="file" id="resumeUpload" accept=".pdf">

<input type="file" id="resumeUpload" accept=".pdf">

<input type="file" id="resumeUpload" accept=".pdf">

<input type="file" id="resumeUpload" accept=".pdf">

style<input type="file" id="resumeUpload" accept=".pdf">

B<input type="file" id="resumeUpload" accept=".pdf">

fill:#4CAF50,color:white<input type="file" id="resumeUpload" accept=".pdf">

<input type="file" id="resumeUpload" accept=".pdf">

<input type="file" id="resumeUpload" accept=".pdf">

<input type="file" id="resumeUpload" accept=".pdf">

style<input type="file" id="resumeUpload" accept=".pdf">

E<input type="file" id="resumeUpload" accept=".pdf">

fill:#2196F3,color:white三、核心模块实现详解

3.1<input type="file" id="resumeUpload" accept=".pdf">

PDF解析层（PDFPlumber）

1. #<input type="file" id="resumeUpload" accept=".pdf">
3. pdf_parser.py
4. import<input type="file" id="resumeUpload" accept=".pdf">
6. pdfplumber
7. <input type="file" id="resumeUpload" accept=".pdf">
10. def<input type="file" id="resumeUpload" accept=".pdf">
12. extract_text(pdf_path):
13. <input type="file" id="resumeUpload" accept=".pdf">
15. <input type="file" id="resumeUpload" accept=".pdf">
17. <input type="file" id="resumeUpload" accept=".pdf">
19. <input type="file" id="resumeUpload" accept=".pdf">
21. text<input type="file" id="resumeUpload" accept=".pdf">
23. =<input type="file" id="resumeUpload" accept=".pdf">
25. ""
26. <input type="file" id="resumeUpload" accept=".pdf">
28. <input type="file" id="resumeUpload" accept=".pdf">
30. <input type="file" id="resumeUpload" accept=".pdf">
32. <input type="file" id="resumeUpload" accept=".pdf">
34. with<input type="file" id="resumeUpload" accept=".pdf">
36. pdfplumber.open(pdf_path)<input type="file" id="resumeUpload" accept=".pdf">
38. as<input type="file" id="resumeUpload" accept=".pdf">
40. pdf:
41. <input type="file" id="resumeUpload" accept=".pdf">
43. <input type="file" id="resumeUpload" accept=".pdf">
45. <input type="file" id="resumeUpload" accept=".pdf">
47. <input type="file" id="resumeUpload" accept=".pdf">
49. <input type="file" id="resumeUpload" accept=".pdf">
51. <input type="file" id="resumeUpload" accept=".pdf">
53. <input type="file" id="resumeUpload" accept=".pdf">
55. <input type="file" id="resumeUpload" accept=".pdf">
57. for<input type="file" id="resumeUpload" accept=".pdf">
59. page<input type="file" id="resumeUpload" accept=".pdf">
61. in<input type="file" id="resumeUpload" accept=".pdf">
63. pdf.pages:
64. <input type="file" id="resumeUpload" accept=".pdf">
66. <input type="file" id="resumeUpload" accept=".pdf">
68. <input type="file" id="resumeUpload" accept=".pdf">
70. <input type="file" id="resumeUpload" accept=".pdf">
72. <input type="file" id="resumeUpload" accept=".pdf">
74. <input type="file" id="resumeUpload" accept=".pdf">
76. <input type="file" id="resumeUpload" accept=".pdf">
78. <input type="file" id="resumeUpload" accept=".pdf">
80. <input type="file" id="resumeUpload" accept=".pdf">
82. <input type="file" id="resumeUpload" accept=".pdf">
84. <input type="file" id="resumeUpload" accept=".pdf">
86. <input type="file" id="resumeUpload" accept=".pdf">
88. text<input type="file" id="resumeUpload" accept=".pdf">
90. +=<input type="file" id="resumeUpload" accept=".pdf">
92. page.extract_text()<input type="file" id="resumeUpload" accept=".pdf">
94. +<input type="file" id="resumeUpload" accept=".pdf">
96. "\n"
97. <input type="file" id="resumeUpload" accept=".pdf">
99. <input type="file" id="resumeUpload" accept=".pdf">
101. <input type="file" id="resumeUpload" accept=".pdf">
103. <input type="file" id="resumeUpload" accept=".pdf">
105. return<input type="file" id="resumeUpload" accept=".pdf">
107. clean_text(text)
108. <input type="file" id="resumeUpload" accept=".pdf">
111. def<input type="file" id="resumeUpload" accept=".pdf">
113. clean_text(raw_text):
114. <input type="file" id="resumeUpload" accept=".pdf">
116. <input type="file" id="resumeUpload" accept=".pdf">
118. <input type="file" id="resumeUpload" accept=".pdf">
120. <input type="file" id="resumeUpload" accept=".pdf">
122. #<input type="file" id="resumeUpload" accept=".pdf">
124. 移除特殊字符和多余空格
125. <input type="file" id="resumeUpload" accept=".pdf">
127. <input type="file" id="resumeUpload" accept=".pdf">
129. <input type="file" id="resumeUpload" accept=".pdf">
131. <input type="file" id="resumeUpload" accept=".pdf">
133. import<input type="file" id="resumeUpload" accept=".pdf">
135. re
136. <input type="file" id="resumeUpload" accept=".pdf">
138. <input type="file" id="resumeUpload" accept=".pdf">
140. <input type="file" id="resumeUpload" accept=".pdf">
142. <input type="file" id="resumeUpload" accept=".pdf">
144. text<input type="file" id="resumeUpload" accept=".pdf">
146. =<input type="file" id="resumeUpload" accept=".pdf">
148. re.sub(r'[\x00-\x1F]+',<input type="file" id="resumeUpload" accept=".pdf">
150. '<input type="file" id="resumeUpload" accept=".pdf">
152. ',<input type="file" id="resumeUpload" accept=".pdf">
154. raw_text)
155. <input type="file" id="resumeUpload" accept=".pdf">
157. <input type="file" id="resumeUpload" accept=".pdf">
159. <input type="file" id="resumeUpload" accept=".pdf">
161. <input type="file" id="resumeUpload" accept=".pdf">
163. text<input type="file" id="resumeUpload" accept=".pdf">
165. =<input type="file" id="resumeUpload" accept=".pdf">
167. re.sub(r'\s+',<input type="file" id="resumeUpload" accept=".pdf">
169. '<input type="file" id="resumeUpload" accept=".pdf">
171. ',<input type="file" id="resumeUpload" accept=".pdf">
173. text).strip()
174. <input type="file" id="resumeUpload" accept=".pdf">
176. <input type="file" id="resumeUpload" accept=".pdf">
178. <input type="file" id="resumeUpload" accept=".pdf">
180. <input type="file" id="resumeUpload" accept=".pdf">
182. return<input type="file" id="resumeUpload" accept=".pdf">
184. text

复制代码

进阶处理技巧：

• 处理扫描件PDF：集成Tesseract<input type="file" id="resumeUpload" accept=".pdf">
  
  OCR；
  
• 表格数据提取：使用extract_tables()方法；
  
• 布局分析：通过chars对象获取文字坐标。
  

3.2<input type="file" id="resumeUpload" accept=".pdf">

NLP处理层（spaCy）

3.2.1<input type="file" id="resumeUpload" accept=".pdf">

自定义实体识别模型训练

• 准备标注数据（JSON格式示例）：
  

1. [
2. <input type="file" id="resumeUpload" accept=".pdf">
4. <input type="file" id="resumeUpload" accept=".pdf">
6. {
7. <input type="file" id="resumeUpload" accept=".pdf">
9. <input type="file" id="resumeUpload" accept=".pdf">
11. <input type="file" id="resumeUpload" accept=".pdf">
13. <input type="file" id="resumeUpload" accept=".pdf">
15. "text":<input type="file" id="resumeUpload" accept=".pdf">
17. "张三<input type="file" id="resumeUpload" accept=".pdf">
19. 2018年毕业于北京大学计算机科学与技术专业",
20. <input type="file" id="resumeUpload" accept=".pdf">
22. <input type="file" id="resumeUpload" accept=".pdf">
24. <input type="file" id="resumeUpload" accept=".pdf">
26. <input type="file" id="resumeUpload" accept=".pdf">
28. "entities":<input type="file" id="resumeUpload" accept=".pdf">
30. [
31. <input type="file" id="resumeUpload" accept=".pdf">
33. <input type="file" id="resumeUpload" accept=".pdf">
35. <input type="file" id="resumeUpload" accept=".pdf">
37. <input type="file" id="resumeUpload" accept=".pdf">
39. <input type="file" id="resumeUpload" accept=".pdf">
41. <input type="file" id="resumeUpload" accept=".pdf">
43. {"start":<input type="file" id="resumeUpload" accept=".pdf">
45. 0,<input type="file" id="resumeUpload" accept=".pdf">
47. "end":<input type="file" id="resumeUpload" accept=".pdf">
49. 2,<input type="file" id="resumeUpload" accept=".pdf">
51. "label":<input type="file" id="resumeUpload" accept=".pdf">
53. "NAME"},
54. <input type="file" id="resumeUpload" accept=".pdf">
56. <input type="file" id="resumeUpload" accept=".pdf">
58. <input type="file" id="resumeUpload" accept=".pdf">
60. <input type="file" id="resumeUpload" accept=".pdf">
62. <input type="file" id="resumeUpload" accept=".pdf">
64. <input type="file" id="resumeUpload" accept=".pdf">
66. {"start":<input type="file" id="resumeUpload" accept=".pdf">
68. 5,<input type="file" id="resumeUpload" accept=".pdf">
70. "end":<input type="file" id="resumeUpload" accept=".pdf">
72. 9,<input type="file" id="resumeUpload" accept=".pdf">
74. "label":<input type="file" id="resumeUpload" accept=".pdf">
76. "GRAD_YEAR"},
77. <input type="file" id="resumeUpload" accept=".pdf">
79. <input type="file" id="resumeUpload" accept=".pdf">
81. <input type="file" id="resumeUpload" accept=".pdf">
83. <input type="file" id="resumeUpload" accept=".pdf">
85. <input type="file" id="resumeUpload" accept=".pdf">
87. <input type="file" id="resumeUpload" accept=".pdf">
89. {"start":<input type="file" id="resumeUpload" accept=".pdf">
91. 12,<input type="file" id="resumeUpload" accept=".pdf">
93. "end":<input type="file" id="resumeUpload" accept=".pdf">
95. 16,<input type="file" id="resumeUpload" accept=".pdf">
97. "label":<input type="file" id="resumeUpload" accept=".pdf">
99. "EDU_ORG"},
100. <input type="file" id="resumeUpload" accept=".pdf">
102. <input type="file" id="resumeUpload" accept=".pdf">
104. <input type="file" id="resumeUpload" accept=".pdf">
106. <input type="file" id="resumeUpload" accept=".pdf">
108. <input type="file" id="resumeUpload" accept=".pdf">
110. <input type="file" id="resumeUpload" accept=".pdf">
112. {"start":<input type="file" id="resumeUpload" accept=".pdf">
114. 16,<input type="file" id="resumeUpload" accept=".pdf">
116. "end":<input type="file" id="resumeUpload" accept=".pdf">
118. 24,<input type="file" id="resumeUpload" accept=".pdf">
120. "label":<input type="file" id="resumeUpload" accept=".pdf">
122. "MAJOR"}
123. <input type="file" id="resumeUpload" accept=".pdf">
125. <input type="file" id="resumeUpload" accept=".pdf">
127. <input type="file" id="resumeUpload" accept=".pdf">
129. <input type="file" id="resumeUpload" accept=".pdf">
131. ]
132. <input type="file" id="resumeUpload" accept=".pdf">
134. <input type="file" id="resumeUpload" accept=".pdf">
136. }
137. ]

复制代码

2.训练流程代码：

1. #<input type="file" id="resumeUpload" accept=".pdf">
3. train_ner.py
4. import<input type="file" id="resumeUpload" accept=".pdf">
6. spacy
7. from<input type="file" id="resumeUpload" accept=".pdf">
9. spacy.util<input type="file" id="resumeUpload" accept=".pdf">
11. import<input type="file" id="resumeUpload" accept=".pdf">
13. minibatch,<input type="file" id="resumeUpload" accept=".pdf">
15. compounding
16. <input type="file" id="resumeUpload" accept=".pdf">
19. def<input type="file" id="resumeUpload" accept=".pdf">
21. train_model(train_data,<input type="file" id="resumeUpload" accept=".pdf">
23. output_dir,<input type="file" id="resumeUpload" accept=".pdf">
25. n_iter=20):
26. <input type="file" id="resumeUpload" accept=".pdf">
28. <input type="file" id="resumeUpload" accept=".pdf">
30. <input type="file" id="resumeUpload" accept=".pdf">
32. <input type="file" id="resumeUpload" accept=".pdf">
34. nlp<input type="file" id="resumeUpload" accept=".pdf">
36. =<input type="file" id="resumeUpload" accept=".pdf">
38. spacy.blank("zh_core_web_sm")<input type="file" id="resumeUpload" accept=".pdf">
40. <input type="file" id="resumeUpload" accept=".pdf">
42. #<input type="file" id="resumeUpload" accept=".pdf">
44. 中文模型
45. <input type="file" id="resumeUpload" accept=".pdf">
47. <input type="file" id="resumeUpload" accept=".pdf">
49. <input type="file" id="resumeUpload" accept=".pdf">
51. <input type="file" id="resumeUpload" accept=".pdf">
53. if<input type="file" id="resumeUpload" accept=".pdf">
55. "ner"<input type="file" id="resumeUpload" accept=".pdf">
57. not<input type="file" id="resumeUpload" accept=".pdf">
59. in<input type="file" id="resumeUpload" accept=".pdf">
61. nlp.pipe_names:
62. <input type="file" id="resumeUpload" accept=".pdf">
64. <input type="file" id="resumeUpload" accept=".pdf">
66. <input type="file" id="resumeUpload" accept=".pdf">
68. <input type="file" id="resumeUpload" accept=".pdf">
70. <input type="file" id="resumeUpload" accept=".pdf">
72. <input type="file" id="resumeUpload" accept=".pdf">
74. <input type="file" id="resumeUpload" accept=".pdf">
76. <input type="file" id="resumeUpload" accept=".pdf">
78. ner<input type="file" id="resumeUpload" accept=".pdf">
80. =<input type="file" id="resumeUpload" accept=".pdf">
82. nlp.create_pipe("ner")
83. <input type="file" id="resumeUpload" accept=".pdf">
85. <input type="file" id="resumeUpload" accept=".pdf">
87. <input type="file" id="resumeUpload" accept=".pdf">
89. <input type="file" id="resumeUpload" accept=".pdf">
91. <input type="file" id="resumeUpload" accept=".pdf">
93. <input type="file" id="resumeUpload" accept=".pdf">
95. <input type="file" id="resumeUpload" accept=".pdf">
97. <input type="file" id="resumeUpload" accept=".pdf">
99. nlp.add_pipe(ner,<input type="file" id="resumeUpload" accept=".pdf">
101. last=True)
102. <input type="file" id="resumeUpload" accept=".pdf">
104. <input type="file" id="resumeUpload" accept=".pdf">
106. <input type="file" id="resumeUpload" accept=".pdf">
108. <input type="file" id="resumeUpload" accept=".pdf">
111. <input type="file" id="resumeUpload" accept=".pdf">
113. <input type="file" id="resumeUpload" accept=".pdf">
115. <input type="file" id="resumeUpload" accept=".pdf">
117. <input type="file" id="resumeUpload" accept=".pdf">
119. #<input type="file" id="resumeUpload" accept=".pdf">
121. 添加标签
122. <input type="file" id="resumeUpload" accept=".pdf">
124. <input type="file" id="resumeUpload" accept=".pdf">
126. <input type="file" id="resumeUpload" accept=".pdf">
128. <input type="file" id="resumeUpload" accept=".pdf">
130. for<input type="file" id="resumeUpload" accept=".pdf">
132. _,<input type="file" id="resumeUpload" accept=".pdf">
134. annotations<input type="file" id="resumeUpload" accept=".pdf">
136. in<input type="file" id="resumeUpload" accept=".pdf">
138. train_data:
139. <input type="file" id="resumeUpload" accept=".pdf">
141. <input type="file" id="resumeUpload" accept=".pdf">
143. <input type="file" id="resumeUpload" accept=".pdf">
145. <input type="file" id="resumeUpload" accept=".pdf">
147. <input type="file" id="resumeUpload" accept=".pdf">
149. <input type="file" id="resumeUpload" accept=".pdf">
151. <input type="file" id="resumeUpload" accept=".pdf">
153. <input type="file" id="resumeUpload" accept=".pdf">
155. for<input type="file" id="resumeUpload" accept=".pdf">
157. ent<input type="file" id="resumeUpload" accept=".pdf">
159. in<input type="file" id="resumeUpload" accept=".pdf">
161. annotations.get("entities"):
162. <input type="file" id="resumeUpload" accept=".pdf">
164. <input type="file" id="resumeUpload" accept=".pdf">
166. <input type="file" id="resumeUpload" accept=".pdf">
168. <input type="file" id="resumeUpload" accept=".pdf">
170. <input type="file" id="resumeUpload" accept=".pdf">
172. <input type="file" id="resumeUpload" accept=".pdf">
174. <input type="file" id="resumeUpload" accept=".pdf">
176. <input type="file" id="resumeUpload" accept=".pdf">
178. <input type="file" id="resumeUpload" accept=".pdf">
180. <input type="file" id="resumeUpload" accept=".pdf">
182. <input type="file" id="resumeUpload" accept=".pdf">
184. <input type="file" id="resumeUpload" accept=".pdf">
186. ner.add_label(ent[2])
187. <input type="file" id="resumeUpload" accept=".pdf">
190. <input type="file" id="resumeUpload" accept=".pdf">
192. <input type="file" id="resumeUpload" accept=".pdf">
194. <input type="file" id="resumeUpload" accept=".pdf">
196. <input type="file" id="resumeUpload" accept=".pdf">
198. #<input type="file" id="resumeUpload" accept=".pdf">
200. 训练配置
201. <input type="file" id="resumeUpload" accept=".pdf">
203. <input type="file" id="resumeUpload" accept=".pdf">
205. <input type="file" id="resumeUpload" accept=".pdf">
207. <input type="file" id="resumeUpload" accept=".pdf">
209. other_pipes<input type="file" id="resumeUpload" accept=".pdf">
211. =<input type="file" id="resumeUpload" accept=".pdf">
213. [pipe<input type="file" id="resumeUpload" accept=".pdf">
215. for<input type="file" id="resumeUpload" accept=".pdf">
217. pipe<input type="file" id="resumeUpload" accept=".pdf">
219. in<input type="file" id="resumeUpload" accept=".pdf">
221. nlp.pipe_names<input type="file" id="resumeUpload" accept=".pdf">
223. if<input type="file" id="resumeUpload" accept=".pdf">
225. pipe<input type="file" id="resumeUpload" accept=".pdf">
227. !=<input type="file" id="resumeUpload" accept=".pdf">
229. "ner"]
230. <input type="file" id="resumeUpload" accept=".pdf">
232. <input type="file" id="resumeUpload" accept=".pdf">
234. <input type="file" id="resumeUpload" accept=".pdf">
236. <input type="file" id="resumeUpload" accept=".pdf">
238. with<input type="file" id="resumeUpload" accept=".pdf">
240. nlp.disable_pipes(*other_pipes):
241. <input type="file" id="resumeUpload" accept=".pdf">
243. <input type="file" id="resumeUpload" accept=".pdf">
245. <input type="file" id="resumeUpload" accept=".pdf">
247. <input type="file" id="resumeUpload" accept=".pdf">
249. <input type="file" id="resumeUpload" accept=".pdf">
251. <input type="file" id="resumeUpload" accept=".pdf">
253. <input type="file" id="resumeUpload" accept=".pdf">
255. <input type="file" id="resumeUpload" accept=".pdf">
257. optimizer<input type="file" id="resumeUpload" accept=".pdf">
259. =<input type="file" id="resumeUpload" accept=".pdf">
261. nlp.begin_training()
262. <input type="file" id="resumeUpload" accept=".pdf">
264. <input type="file" id="resumeUpload" accept=".pdf">
266. <input type="file" id="resumeUpload" accept=".pdf">
268. <input type="file" id="resumeUpload" accept=".pdf">
270. <input type="file" id="resumeUpload" accept=".pdf">
272. <input type="file" id="resumeUpload" accept=".pdf">
274. <input type="file" id="resumeUpload" accept=".pdf">
276. <input type="file" id="resumeUpload" accept=".pdf">
278. for<input type="file" id="resumeUpload" accept=".pdf">
280. i<input type="file" id="resumeUpload" accept=".pdf">
282. in<input type="file" id="resumeUpload" accept=".pdf">
284. range(n_iter):
285. <input type="file" id="resumeUpload" accept=".pdf">
287. <input type="file" id="resumeUpload" accept=".pdf">
289. <input type="file" id="resumeUpload" accept=".pdf">
291. <input type="file" id="resumeUpload" accept=".pdf">
293. <input type="file" id="resumeUpload" accept=".pdf">
295. <input type="file" id="resumeUpload" accept=".pdf">
297. <input type="file" id="resumeUpload" accept=".pdf">
299. <input type="file" id="resumeUpload" accept=".pdf">
301. <input type="file" id="resumeUpload" accept=".pdf">
303. <input type="file" id="resumeUpload" accept=".pdf">
305. <input type="file" id="resumeUpload" accept=".pdf">
307. <input type="file" id="resumeUpload" accept=".pdf">
309. losses<input type="file" id="resumeUpload" accept=".pdf">
311. =<input type="file" id="resumeUpload" accept=".pdf">
313. {}
314. <input type="file" id="resumeUpload" accept=".pdf">
316. <input type="file" id="resumeUpload" accept=".pdf">
318. <input type="file" id="resumeUpload" accept=".pdf">
320. <input type="file" id="resumeUpload" accept=".pdf">
322. <input type="file" id="resumeUpload" accept=".pdf">
324. <input type="file" id="resumeUpload" accept=".pdf">
326. <input type="file" id="resumeUpload" accept=".pdf">
328. <input type="file" id="resumeUpload" accept=".pdf">
330. <input type="file" id="resumeUpload" accept=".pdf">
332. <input type="file" id="resumeUpload" accept=".pdf">
334. <input type="file" id="resumeUpload" accept=".pdf">
336. <input type="file" id="resumeUpload" accept=".pdf">
338. batches<input type="file" id="resumeUpload" accept=".pdf">
340. =<input type="file" id="resumeUpload" accept=".pdf">
342. minibatch(train_data,<input type="file" id="resumeUpload" accept=".pdf">
344. size=compounding(4.0,<input type="file" id="resumeUpload" accept=".pdf">
346. 32.0,<input type="file" id="resumeUpload" accept=".pdf">
348. 1.001))
349. <input type="file" id="resumeUpload" accept=".pdf">
351. <input type="file" id="resumeUpload" accept=".pdf">
353. <input type="file" id="resumeUpload" accept=".pdf">
355. <input type="file" id="resumeUpload" accept=".pdf">
357. <input type="file" id="resumeUpload" accept=".pdf">
359. <input type="file" id="resumeUpload" accept=".pdf">
361. <input type="file" id="resumeUpload" accept=".pdf">
363. <input type="file" id="resumeUpload" accept=".pdf">
365. <input type="file" id="resumeUpload" accept=".pdf">
367. <input type="file" id="resumeUpload" accept=".pdf">
369. <input type="file" id="resumeUpload" accept=".pdf">
371. <input type="file" id="resumeUpload" accept=".pdf">
373. for<input type="file" id="resumeUpload" accept=".pdf">
375. batch<input type="file" id="resumeUpload" accept=".pdf">
377. in<input type="file" id="resumeUpload" accept=".pdf">
379. batches:
380. <input type="file" id="resumeUpload" accept=".pdf">
382. <input type="file" id="resumeUpload" accept=".pdf">
384. <input type="file" id="resumeUpload" accept=".pdf">
386. <input type="file" id="resumeUpload" accept=".pdf">
388. <input type="file" id="resumeUpload" accept=".pdf">
390. <input type="file" id="resumeUpload" accept=".pdf">
392. <input type="file" id="resumeUpload" accept=".pdf">
394. <input type="file" id="resumeUpload" accept=".pdf">
396. <input type="file" id="resumeUpload" accept=".pdf">
398. <input type="file" id="resumeUpload" accept=".pdf">
400. <input type="file" id="resumeUpload" accept=".pdf">
402. <input type="file" id="resumeUpload" accept=".pdf">
404. <input type="file" id="resumeUpload" accept=".pdf">
406. <input type="file" id="resumeUpload" accept=".pdf">
408. <input type="file" id="resumeUpload" accept=".pdf">
410. <input type="file" id="resumeUpload" accept=".pdf">
412. texts,<input type="file" id="resumeUpload" accept=".pdf">
414. annotations<input type="file" id="resumeUpload" accept=".pdf">
416. =<input type="file" id="resumeUpload" accept=".pdf">
418. zip(*batch)
419. <input type="file" id="resumeUpload" accept=".pdf">
421. <input type="file" id="resumeUpload" accept=".pdf">
423. <input type="file" id="resumeUpload" accept=".pdf">
425. <input type="file" id="resumeUpload" accept=".pdf">
427. <input type="file" id="resumeUpload" accept=".pdf">
429. <input type="file" id="resumeUpload" accept=".pdf">
431. <input type="file" id="resumeUpload" accept=".pdf">
433. <input type="file" id="resumeUpload" accept=".pdf">
435. <input type="file" id="resumeUpload" accept=".pdf">
437. <input type="file" id="resumeUpload" accept=".pdf">
439. <input type="file" id="resumeUpload" accept=".pdf">
441. <input type="file" id="resumeUpload" accept=".pdf">
443. <input type="file" id="resumeUpload" accept=".pdf">
445. <input type="file" id="resumeUpload" accept=".pdf">
447. <input type="file" id="resumeUpload" accept=".pdf">
449. <input type="file" id="resumeUpload" accept=".pdf">
451. nlp.update(
452. <input type="file" id="resumeUpload" accept=".pdf">
454. <input type="file" id="resumeUpload" accept=".pdf">
456. <input type="file" id="resumeUpload" accept=".pdf">
458. <input type="file" id="resumeUpload" accept=".pdf">
460. <input type="file" id="resumeUpload" accept=".pdf">
462. <input type="file" id="resumeUpload" accept=".pdf">
464. <input type="file" id="resumeUpload" accept=".pdf">
466. <input type="file" id="resumeUpload" accept=".pdf">
468. <input type="file" id="resumeUpload" accept=".pdf">
470. <input type="file" id="resumeUpload" accept=".pdf">
472. <input type="file" id="resumeUpload" accept=".pdf">
474. <input type="file" id="resumeUpload" accept=".pdf">
476. <input type="file" id="resumeUpload" accept=".pdf">
478. <input type="file" id="resumeUpload" accept=".pdf">
480. <input type="file" id="resumeUpload" accept=".pdf">
482. <input type="file" id="resumeUpload" accept=".pdf">
484. <input type="file" id="resumeUpload" accept=".pdf">
486. <input type="file" id="resumeUpload" accept=".pdf">
488. <input type="file" id="resumeUpload" accept=".pdf">
490. <input type="file" id="resumeUpload" accept=".pdf">
492. texts,<input type="file" id="resumeUpload" accept=".pdf">
495. <input type="file" id="resumeUpload" accept=".pdf">
497. <input type="file" id="resumeUpload" accept=".pdf">
499. <input type="file" id="resumeUpload" accept=".pdf">
501. <input type="file" id="resumeUpload" accept=".pdf">
503. <input type="file" id="resumeUpload" accept=".pdf">
505. <input type="file" id="resumeUpload" accept=".pdf">
507. <input type="file" id="resumeUpload" accept=".pdf">
509. <input type="file" id="resumeUpload" accept=".pdf">
511. <input type="file" id="resumeUpload" accept=".pdf">
513. <input type="file" id="resumeUpload" accept=".pdf">
515. <input type="file" id="resumeUpload" accept=".pdf">
517. <input type="file" id="resumeUpload" accept=".pdf">
519. <input type="file" id="resumeUpload" accept=".pdf">
521. <input type="file" id="resumeUpload" accept=".pdf">
523. <input type="file" id="resumeUpload" accept=".pdf">
525. <input type="file" id="resumeUpload" accept=".pdf">
527. <input type="file" id="resumeUpload" accept=".pdf">
529. <input type="file" id="resumeUpload" accept=".pdf">
531. <input type="file" id="resumeUpload" accept=".pdf">
533. <input type="file" id="resumeUpload" accept=".pdf">
535. annotations,
536. <input type="file" id="resumeUpload" accept=".pdf">
538. <input type="file" id="resumeUpload" accept=".pdf">
540. <input type="file" id="resumeUpload" accept=".pdf">
542. <input type="file" id="resumeUpload" accept=".pdf">
544. <input type="file" id="resumeUpload" accept=".pdf">
546. <input type="file" id="resumeUpload" accept=".pdf">
548. <input type="file" id="resumeUpload" accept=".pdf">
550. <input type="file" id="resumeUpload" accept=".pdf">
552. <input type="file" id="resumeUpload" accept=".pdf">
554. <input type="file" id="resumeUpload" accept=".pdf">
556. <input type="file" id="resumeUpload" accept=".pdf">
558. <input type="file" id="resumeUpload" accept=".pdf">
560. <input type="file" id="resumeUpload" accept=".pdf">
562. <input type="file" id="resumeUpload" accept=".pdf">
564. <input type="file" id="resumeUpload" accept=".pdf">
566. <input type="file" id="resumeUpload" accept=".pdf">
568. <input type="file" id="resumeUpload" accept=".pdf">
570. <input type="file" id="resumeUpload" accept=".pdf">
572. <input type="file" id="resumeUpload" accept=".pdf">
574. <input type="file" id="resumeUpload" accept=".pdf">
576. drop=0.5,
577. <input type="file" id="resumeUpload" accept=".pdf">
579. <input type="file" id="resumeUpload" accept=".pdf">
581. <input type="file" id="resumeUpload" accept=".pdf">
583. <input type="file" id="resumeUpload" accept=".pdf">
585. <input type="file" id="resumeUpload" accept=".pdf">
587. <input type="file" id="resumeUpload" accept=".pdf">
589. <input type="file" id="resumeUpload" accept=".pdf">
591. <input type="file" id="resumeUpload" accept=".pdf">
593. <input type="file" id="resumeUpload" accept=".pdf">
595. <input type="file" id="resumeUpload" accept=".pdf">
597. <input type="file" id="resumeUpload" accept=".pdf">
599. <input type="file" id="resumeUpload" accept=".pdf">
601. <input type="file" id="resumeUpload" accept=".pdf">
603. <input type="file" id="resumeUpload" accept=".pdf">
605. <input type="file" id="resumeUpload" accept=".pdf">
607. <input type="file" id="resumeUpload" accept=".pdf">
609. <input type="file" id="resumeUpload" accept=".pdf">
611. <input type="file" id="resumeUpload" accept=".pdf">
613. <input type="file" id="resumeUpload" accept=".pdf">
615. <input type="file" id="resumeUpload" accept=".pdf">
617. sgd=optimizer,
618. <input type="file" id="resumeUpload" accept=".pdf">
620. <input type="file" id="resumeUpload" accept=".pdf">
622. <input type="file" id="resumeUpload" accept=".pdf">
624. <input type="file" id="resumeUpload" accept=".pdf">
626. <input type="file" id="resumeUpload" accept=".pdf">
628. <input type="file" id="resumeUpload" accept=".pdf">
630. <input type="file" id="resumeUpload" accept=".pdf">
632. <input type="file" id="resumeUpload" accept=".pdf">
634. <input type="file" id="resumeUpload" accept=".pdf">
636. <input type="file" id="resumeUpload" accept=".pdf">
638. <input type="file" id="resumeUpload" accept=".pdf">
640. <input type="file" id="resumeUpload" accept=".pdf">
642. <input type="file" id="resumeUpload" accept=".pdf">
644. <input type="file" id="resumeUpload" accept=".pdf">
646. <input type="file" id="resumeUpload" accept=".pdf">
648. <input type="file" id="resumeUpload" accept=".pdf">
650. <input type="file" id="resumeUpload" accept=".pdf">
652. <input type="file" id="resumeUpload" accept=".pdf">
654. <input type="file" id="resumeUpload" accept=".pdf">
656. <input type="file" id="resumeUpload" accept=".pdf">
658. losses=losses
659. <input type="file" id="resumeUpload" accept=".pdf">
661. <input type="file" id="resumeUpload" accept=".pdf">
663. <input type="file" id="resumeUpload" accept=".pdf">
665. <input type="file" id="resumeUpload" accept=".pdf">
667. <input type="file" id="resumeUpload" accept=".pdf">
669. <input type="file" id="resumeUpload" accept=".pdf">
671. <input type="file" id="resumeUpload" accept=".pdf">
673. <input type="file" id="resumeUpload" accept=".pdf">
675. <input type="file" id="resumeUpload" accept=".pdf">
677. <input type="file" id="resumeUpload" accept=".pdf">
679. <input type="file" id="resumeUpload" accept=".pdf">
681. <input type="file" id="resumeUpload" accept=".pdf">
683. <input type="file" id="resumeUpload" accept=".pdf">
685. <input type="file" id="resumeUpload" accept=".pdf">
687. <input type="file" id="resumeUpload" accept=".pdf">
689. <input type="file" id="resumeUpload" accept=".pdf">
691. )
692. <input type="file" id="resumeUpload" accept=".pdf">
694. <input type="file" id="resumeUpload" accept=".pdf">
696. <input type="file" id="resumeUpload" accept=".pdf">
698. <input type="file" id="resumeUpload" accept=".pdf">
700. <input type="file" id="resumeUpload" accept=".pdf">
702. <input type="file" id="resumeUpload" accept=".pdf">
704. <input type="file" id="resumeUpload" accept=".pdf">
706. <input type="file" id="resumeUpload" accept=".pdf">
708. <input type="file" id="resumeUpload" accept=".pdf">
710. <input type="file" id="resumeUpload" accept=".pdf">
712. <input type="file" id="resumeUpload" accept=".pdf">
714. <input type="file" id="resumeUpload" accept=".pdf">
716. print(f"Losses<input type="file" id="resumeUpload" accept=".pdf">
718. at<input type="file" id="resumeUpload" accept=".pdf">
720. iteration<input type="file" id="resumeUpload" accept=".pdf">
722. {i}:<input type="file" id="resumeUpload" accept=".pdf">
724. {losses}")
725. <input type="file" id="resumeUpload" accept=".pdf">
728. <input type="file" id="resumeUpload" accept=".pdf">
730. <input type="file" id="resumeUpload" accept=".pdf">
732. <input type="file" id="resumeUpload" accept=".pdf">
734. <input type="file" id="resumeUpload" accept=".pdf">
736. nlp.to_disk(output_dir)
737. <input type="file" id="resumeUpload" accept=".pdf">
739. <input type="file" id="resumeUpload" accept=".pdf">
741. <input type="file" id="resumeUpload" accept=".pdf">
743. <input type="file" id="resumeUpload" accept=".pdf">
745. print("Model<input type="file" id="resumeUpload" accept=".pdf">
747. saved!")

复制代码

3.2.2<input type="file" id="resumeUpload" accept=".pdf">

关键词匹配算法

1. #<input type="file" id="resumeUpload" accept=".pdf">
3. keyword_matcher.py
4. from<input type="file" id="resumeUpload" accept=".pdf">
6. spacy.matcher<input type="file" id="resumeUpload" accept=".pdf">
8. import<input type="file" id="resumeUpload" accept=".pdf">
10. Matcher
11. <input type="file" id="resumeUpload" accept=".pdf">
14. def<input type="file" id="resumeUpload" accept=".pdf">
16. create_matcher(nlp):
17. <input type="file" id="resumeUpload" accept=".pdf">
19. <input type="file" id="resumeUpload" accept=".pdf">
21. <input type="file" id="resumeUpload" accept=".pdf">
23. <input type="file" id="resumeUpload" accept=".pdf">
25. matcher<input type="file" id="resumeUpload" accept=".pdf">
27. =<input type="file" id="resumeUpload" accept=".pdf">
29. Matcher(nlp.vocab)
30. <input type="file" id="resumeUpload" accept=".pdf">
32. <input type="file" id="resumeUpload" accept=".pdf">
34. <input type="file" id="resumeUpload" accept=".pdf">
36. <input type="file" id="resumeUpload" accept=".pdf">
39. <input type="file" id="resumeUpload" accept=".pdf">
41. <input type="file" id="resumeUpload" accept=".pdf">
43. <input type="file" id="resumeUpload" accept=".pdf">
45. <input type="file" id="resumeUpload" accept=".pdf">
47. #<input type="file" id="resumeUpload" accept=".pdf">
49. 技能关键词模式
50. <input type="file" id="resumeUpload" accept=".pdf">
52. <input type="file" id="resumeUpload" accept=".pdf">
54. <input type="file" id="resumeUpload" accept=".pdf">
56. <input type="file" id="resumeUpload" accept=".pdf">
58. skill_patterns<input type="file" id="resumeUpload" accept=".pdf">
60. =<input type="file" id="resumeUpload" accept=".pdf">
62. [
63. <input type="file" id="resumeUpload" accept=".pdf">
65. <input type="file" id="resumeUpload" accept=".pdf">
67. <input type="file" id="resumeUpload" accept=".pdf">
69. <input type="file" id="resumeUpload" accept=".pdf">
71. <input type="file" id="resumeUpload" accept=".pdf">
73. <input type="file" id="resumeUpload" accept=".pdf">
75. <input type="file" id="resumeUpload" accept=".pdf">
77. <input type="file" id="resumeUpload" accept=".pdf">
79. [{"ENT_TYPE":<input type="file" id="resumeUpload" accept=".pdf">
81. "SKILL"},<input type="file" id="resumeUpload" accept=".pdf">
83. {"OP":<input type="file" id="resumeUpload" accept=".pdf">
85. "+",<input type="file" id="resumeUpload" accept=".pdf">
87. "ENT_TYPE":<input type="file" id="resumeUpload" accept=".pdf">
89. "SKILL"}],
90. <input type="file" id="resumeUpload" accept=".pdf">
92. <input type="file" id="resumeUpload" accept=".pdf">
94. <input type="file" id="resumeUpload" accept=".pdf">
96. <input type="file" id="resumeUpload" accept=".pdf">
98. <input type="file" id="resumeUpload" accept=".pdf">
100. <input type="file" id="resumeUpload" accept=".pdf">
102. <input type="file" id="resumeUpload" accept=".pdf">
104. <input type="file" id="resumeUpload" accept=".pdf">
106. [{"ENT_TYPE":<input type="file" id="resumeUpload" accept=".pdf">
108. "SKILL"}]
109. <input type="file" id="resumeUpload" accept=".pdf">
111. <input type="file" id="resumeUpload" accept=".pdf">
113. <input type="file" id="resumeUpload" accept=".pdf">
115. <input type="file" id="resumeUpload" accept=".pdf">
117. ]
118. <input type="file" id="resumeUpload" accept=".pdf">
120. <input type="file" id="resumeUpload" accept=".pdf">
122. <input type="file" id="resumeUpload" accept=".pdf">
124. <input type="file" id="resumeUpload" accept=".pdf">
127. <input type="file" id="resumeUpload" accept=".pdf">
129. <input type="file" id="resumeUpload" accept=".pdf">
131. <input type="file" id="resumeUpload" accept=".pdf">
133. <input type="file" id="resumeUpload" accept=".pdf">
135. #<input type="file" id="resumeUpload" accept=".pdf">
137. 教育背景模式
138. <input type="file" id="resumeUpload" accept=".pdf">
140. <input type="file" id="resumeUpload" accept=".pdf">
142. <input type="file" id="resumeUpload" accept=".pdf">
144. <input type="file" id="resumeUpload" accept=".pdf">
146. edu_patterns<input type="file" id="resumeUpload" accept=".pdf">
148. =<input type="file" id="resumeUpload" accept=".pdf">
150. [
151. <input type="file" id="resumeUpload" accept=".pdf">
153. <input type="file" id="resumeUpload" accept=".pdf">
155. <input type="file" id="resumeUpload" accept=".pdf">
157. <input type="file" id="resumeUpload" accept=".pdf">
159. <input type="file" id="resumeUpload" accept=".pdf">
161. <input type="file" id="resumeUpload" accept=".pdf">
163. <input type="file" id="resumeUpload" accept=".pdf">
165. <input type="file" id="resumeUpload" accept=".pdf">
167. [{"ENT_TYPE":<input type="file" id="resumeUpload" accept=".pdf">
169. "EDU_ORG"},<input type="file" id="resumeUpload" accept=".pdf">
171. {"ENT_TYPE":<input type="file" id="resumeUpload" accept=".pdf">
173. "MAJOR"}],
174. <input type="file" id="resumeUpload" accept=".pdf">
176. <input type="file" id="resumeUpload" accept=".pdf">
178. <input type="file" id="resumeUpload" accept=".pdf">
180. <input type="file" id="resumeUpload" accept=".pdf">
182. <input type="file" id="resumeUpload" accept=".pdf">
184. <input type="file" id="resumeUpload" accept=".pdf">
186. <input type="file" id="resumeUpload" accept=".pdf">
188. <input type="file" id="resumeUpload" accept=".pdf">
190. [{"ENT_TYPE":<input type="file" id="resumeUpload" accept=".pdf">
192. "GRAD_YEAR"}]
193. <input type="file" id="resumeUpload" accept=".pdf">
195. <input type="file" id="resumeUpload" accept=".pdf">
197. <input type="file" id="resumeUpload" accept=".pdf">
199. <input type="file" id="resumeUpload" accept=".pdf">
201. ]
202. <input type="file" id="resumeUpload" accept=".pdf">
204. <input type="file" id="resumeUpload" accept=".pdf">
206. <input type="file" id="resumeUpload" accept=".pdf">
208. <input type="file" id="resumeUpload" accept=".pdf">
211. <input type="file" id="resumeUpload" accept=".pdf">
213. <input type="file" id="resumeUpload" accept=".pdf">
215. <input type="file" id="resumeUpload" accept=".pdf">
217. <input type="file" id="resumeUpload" accept=".pdf">
219. matcher.add("SKILL_MATCH",<input type="file" id="resumeUpload" accept=".pdf">
221. None,<input type="file" id="resumeUpload" accept=".pdf">
223. *skill_patterns)
224. <input type="file" id="resumeUpload" accept=".pdf">
226. <input type="file" id="resumeUpload" accept=".pdf">
228. <input type="file" id="resumeUpload" accept=".pdf">
230. <input type="file" id="resumeUpload" accept=".pdf">
232. matcher.add("EDU_MATCH",<input type="file" id="resumeUpload" accept=".pdf">
234. None,<input type="file" id="resumeUpload" accept=".pdf">
236. *edu_patterns)
237. <input type="file" id="resumeUpload" accept=".pdf">
239. <input type="file" id="resumeUpload" accept=".pdf">
241. <input type="file" id="resumeUpload" accept=".pdf">
243. <input type="file" id="resumeUpload" accept=".pdf">
245. return<input type="file" id="resumeUpload" accept=".pdf">
247. matcher

复制代码

3.3<input type="file" id="resumeUpload" accept=".pdf">

Web服务层（Flask）

1. #<input type="file" id="resumeUpload" accept=".pdf">
3. app.py
4. from<input type="file" id="resumeUpload" accept=".pdf">
6. flask<input type="file" id="resumeUpload" accept=".pdf">
8. import<input type="file" id="resumeUpload" accept=".pdf">
10. Flask,<input type="file" id="resumeUpload" accept=".pdf">
12. request,<input type="file" id="resumeUpload" accept=".pdf">
14. jsonify
15. import<input type="file" id="resumeUpload" accept=".pdf">
17. pdfplumber
18. import<input type="file" id="resumeUpload" accept=".pdf">
20. spacy
21. <input type="file" id="resumeUpload" accept=".pdf">
24. app<input type="file" id="resumeUpload" accept=".pdf">
26. =<input type="file" id="resumeUpload" accept=".pdf">
28. Flask(__name__)
29. <input type="file" id="resumeUpload" accept=".pdf">
32. #<input type="file" id="resumeUpload" accept=".pdf">
34. 加载模型
35. nlp<input type="file" id="resumeUpload" accept=".pdf">
37. =<input type="file" id="resumeUpload" accept=".pdf">
39. spacy.load("trained_model")
40. matcher<input type="file" id="resumeUpload" accept=".pdf">
42. =<input type="file" id="resumeUpload" accept=".pdf">
44. create_matcher(nlp)
45. <input type="file" id="resumeUpload" accept=".pdf">
48. @app.route('/parse',<input type="file" id="resumeUpload" accept=".pdf">
50. methods=['POST'])
51. def<input type="file" id="resumeUpload" accept=".pdf">
53. parse_resume():
54. <input type="file" id="resumeUpload" accept=".pdf">
56. <input type="file" id="resumeUpload" accept=".pdf">
58. <input type="file" id="resumeUpload" accept=".pdf">
60. <input type="file" id="resumeUpload" accept=".pdf">
62. if<input type="file" id="resumeUpload" accept=".pdf">
64. 'file'<input type="file" id="resumeUpload" accept=".pdf">
66. not<input type="file" id="resumeUpload" accept=".pdf">
68. in<input type="file" id="resumeUpload" accept=".pdf">
70. request.files:
71. <input type="file" id="resumeUpload" accept=".pdf">
73. <input type="file" id="resumeUpload" accept=".pdf">
75. <input type="file" id="resumeUpload" accept=".pdf">
77. <input type="file" id="resumeUpload" accept=".pdf">
79. <input type="file" id="resumeUpload" accept=".pdf">
81. <input type="file" id="resumeUpload" accept=".pdf">
83. <input type="file" id="resumeUpload" accept=".pdf">
85. <input type="file" id="resumeUpload" accept=".pdf">
87. return<input type="file" id="resumeUpload" accept=".pdf">
89. jsonify({"error":<input type="file" id="resumeUpload" accept=".pdf">
91. "No<input type="file" id="resumeUpload" accept=".pdf">
93. file<input type="file" id="resumeUpload" accept=".pdf">
95. uploaded"}),<input type="file" id="resumeUpload" accept=".pdf">
97. 400
98. <input type="file" id="resumeUpload" accept=".pdf">
100. <input type="file" id="resumeUpload" accept=".pdf">
102. <input type="file" id="resumeUpload" accept=".pdf">
104. <input type="file" id="resumeUpload" accept=".pdf">
107. <input type="file" id="resumeUpload" accept=".pdf">
109. <input type="file" id="resumeUpload" accept=".pdf">
111. <input type="file" id="resumeUpload" accept=".pdf">
113. <input type="file" id="resumeUpload" accept=".pdf">
115. file<input type="file" id="resumeUpload" accept=".pdf">
117. =<input type="file" id="resumeUpload" accept=".pdf">
119. request.files['file']
120. <input type="file" id="resumeUpload" accept=".pdf">
122. <input type="file" id="resumeUpload" accept=".pdf">
124. <input type="file" id="resumeUpload" accept=".pdf">
126. <input type="file" id="resumeUpload" accept=".pdf">
128. if<input type="file" id="resumeUpload" accept=".pdf">
130. file.filename.split('.')[-1].lower()<input type="file" id="resumeUpload" accept=".pdf">
132. !=<input type="file" id="resumeUpload" accept=".pdf">
134. 'pdf':
135. <input type="file" id="resumeUpload" accept=".pdf">
137. <input type="file" id="resumeUpload" accept=".pdf">
139. <input type="file" id="resumeUpload" accept=".pdf">
141. <input type="file" id="resumeUpload" accept=".pdf">
143. <input type="file" id="resumeUpload" accept=".pdf">
145. <input type="file" id="resumeUpload" accept=".pdf">
147. <input type="file" id="resumeUpload" accept=".pdf">
149. <input type="file" id="resumeUpload" accept=".pdf">
151. return<input type="file" id="resumeUpload" accept=".pdf">
153. jsonify({"error":<input type="file" id="resumeUpload" accept=".pdf">
155. "Only<input type="file" id="resumeUpload" accept=".pdf">
157. PDF<input type="file" id="resumeUpload" accept=".pdf">
159. files<input type="file" id="resumeUpload" accept=".pdf">
161. allowed"}),<input type="file" id="resumeUpload" accept=".pdf">
163. 400
164. <input type="file" id="resumeUpload" accept=".pdf">
166. <input type="file" id="resumeUpload" accept=".pdf">
168. <input type="file" id="resumeUpload" accept=".pdf">
170. <input type="file" id="resumeUpload" accept=".pdf">
173. <input type="file" id="resumeUpload" accept=".pdf">
175. <input type="file" id="resumeUpload" accept=".pdf">
177. <input type="file" id="resumeUpload" accept=".pdf">
179. <input type="file" id="resumeUpload" accept=".pdf">
181. #<input type="file" id="resumeUpload" accept=".pdf">
183. 保存临时文件
184. <input type="file" id="resumeUpload" accept=".pdf">
186. <input type="file" id="resumeUpload" accept=".pdf">
188. <input type="file" id="resumeUpload" accept=".pdf">
190. <input type="file" id="resumeUpload" accept=".pdf">
192. import<input type="file" id="resumeUpload" accept=".pdf">
194. tempfile
195. <input type="file" id="resumeUpload" accept=".pdf">
197. <input type="file" id="resumeUpload" accept=".pdf">
199. <input type="file" id="resumeUpload" accept=".pdf">
201. <input type="file" id="resumeUpload" accept=".pdf">
203. with<input type="file" id="resumeUpload" accept=".pdf">
205. tempfile.NamedTemporaryFile(delete=True)<input type="file" id="resumeUpload" accept=".pdf">
207. as<input type="file" id="resumeUpload" accept=".pdf">
209. tmp:
210. <input type="file" id="resumeUpload" accept=".pdf">
212. <input type="file" id="resumeUpload" accept=".pdf">
214. <input type="file" id="resumeUpload" accept=".pdf">
216. <input type="file" id="resumeUpload" accept=".pdf">
218. <input type="file" id="resumeUpload" accept=".pdf">
220. <input type="file" id="resumeUpload" accept=".pdf">
222. <input type="file" id="resumeUpload" accept=".pdf">
224. <input type="file" id="resumeUpload" accept=".pdf">
226. file.save(tmp.name)
227. <input type="file" id="resumeUpload" accept=".pdf">
229. <input type="file" id="resumeUpload" accept=".pdf">
231. <input type="file" id="resumeUpload" accept=".pdf">
233. <input type="file" id="resumeUpload" accept=".pdf">
235. <input type="file" id="resumeUpload" accept=".pdf">
237. <input type="file" id="resumeUpload" accept=".pdf">
239. <input type="file" id="resumeUpload" accept=".pdf">
241. <input type="file" id="resumeUpload" accept=".pdf">
244. <input type="file" id="resumeUpload" accept=".pdf">
246. <input type="file" id="resumeUpload" accept=".pdf">
248. <input type="file" id="resumeUpload" accept=".pdf">
250. <input type="file" id="resumeUpload" accept=".pdf">
252. <input type="file" id="resumeUpload" accept=".pdf">
254. <input type="file" id="resumeUpload" accept=".pdf">
256. <input type="file" id="resumeUpload" accept=".pdf">
258. <input type="file" id="resumeUpload" accept=".pdf">
260. #<input type="file" id="resumeUpload" accept=".pdf">
262. 解析PDF
263. <input type="file" id="resumeUpload" accept=".pdf">
265. <input type="file" id="resumeUpload" accept=".pdf">
267. <input type="file" id="resumeUpload" accept=".pdf">
269. <input type="file" id="resumeUpload" accept=".pdf">
271. <input type="file" id="resumeUpload" accept=".pdf">
273. <input type="file" id="resumeUpload" accept=".pdf">
275. <input type="file" id="resumeUpload" accept=".pdf">
277. <input type="file" id="resumeUpload" accept=".pdf">
279. text<input type="file" id="resumeUpload" accept=".pdf">
281. =<input type="file" id="resumeUpload" accept=".pdf">
283. extract_text(tmp.name)
284. <input type="file" id="resumeUpload" accept=".pdf">
286. <input type="file" id="resumeUpload" accept=".pdf">
288. <input type="file" id="resumeUpload" accept=".pdf">
290. <input type="file" id="resumeUpload" accept=".pdf">
292. <input type="file" id="resumeUpload" accept=".pdf">
294. <input type="file" id="resumeUpload" accept=".pdf">
296. <input type="file" id="resumeUpload" accept=".pdf">
298. <input type="file" id="resumeUpload" accept=".pdf">
301. <input type="file" id="resumeUpload" accept=".pdf">
303. <input type="file" id="resumeUpload" accept=".pdf">
305. <input type="file" id="resumeUpload" accept=".pdf">
307. <input type="file" id="resumeUpload" accept=".pdf">
309. <input type="file" id="resumeUpload" accept=".pdf">
311. <input type="file" id="resumeUpload" accept=".pdf">
313. <input type="file" id="resumeUpload" accept=".pdf">
315. <input type="file" id="resumeUpload" accept=".pdf">
317. #<input type="file" id="resumeUpload" accept=".pdf">
319. NLP处理
320. <input type="file" id="resumeUpload" accept=".pdf">
322. <input type="file" id="resumeUpload" accept=".pdf">
324. <input type="file" id="resumeUpload" accept=".pdf">
326. <input type="file" id="resumeUpload" accept=".pdf">
328. <input type="file" id="resumeUpload" accept=".pdf">
330. <input type="file" id="resumeUpload" accept=".pdf">
332. <input type="file" id="resumeUpload" accept=".pdf">
334. <input type="file" id="resumeUpload" accept=".pdf">
336. doc<input type="file" id="resumeUpload" accept=".pdf">
338. =<input type="file" id="resumeUpload" accept=".pdf">
340. nlp(text)
341. <input type="file" id="resumeUpload" accept=".pdf">
343. <input type="file" id="resumeUpload" accept=".pdf">
345. <input type="file" id="resumeUpload" accept=".pdf">
347. <input type="file" id="resumeUpload" accept=".pdf">
349. <input type="file" id="resumeUpload" accept=".pdf">
351. <input type="file" id="resumeUpload" accept=".pdf">
353. <input type="file" id="resumeUpload" accept=".pdf">
355. <input type="file" id="resumeUpload" accept=".pdf">
357. matches<input type="file" id="resumeUpload" accept=".pdf">
359. =<input type="file" id="resumeUpload" accept=".pdf">
361. matcher(doc)
362. <input type="file" id="resumeUpload" accept=".pdf">
364. <input type="file" id="resumeUpload" accept=".pdf">
366. <input type="file" id="resumeUpload" accept=".pdf">
368. <input type="file" id="resumeUpload" accept=".pdf">
370. <input type="file" id="resumeUpload" accept=".pdf">
372. <input type="file" id="resumeUpload" accept=".pdf">
374. <input type="file" id="resumeUpload" accept=".pdf">
376. <input type="file" id="resumeUpload" accept=".pdf">
379. <input type="file" id="resumeUpload" accept=".pdf">
381. <input type="file" id="resumeUpload" accept=".pdf">
383. <input type="file" id="resumeUpload" accept=".pdf">
385. <input type="file" id="resumeUpload" accept=".pdf">
387. <input type="file" id="resumeUpload" accept=".pdf">
389. <input type="file" id="resumeUpload" accept=".pdf">
391. <input type="file" id="resumeUpload" accept=".pdf">
393. <input type="file" id="resumeUpload" accept=".pdf">
395. #<input type="file" id="resumeUpload" accept=".pdf">
397. 结果提取
398. <input type="file" id="resumeUpload" accept=".pdf">
400. <input type="file" id="resumeUpload" accept=".pdf">
402. <input type="file" id="resumeUpload" accept=".pdf">
404. <input type="file" id="resumeUpload" accept=".pdf">
406. <input type="file" id="resumeUpload" accept=".pdf">
408. <input type="file" id="resumeUpload" accept=".pdf">
410. <input type="file" id="resumeUpload" accept=".pdf">
412. <input type="file" id="resumeUpload" accept=".pdf">
414. results<input type="file" id="resumeUpload" accept=".pdf">
416. =<input type="file" id="resumeUpload" accept=".pdf">
418. {
419. <input type="file" id="resumeUpload" accept=".pdf">
421. <input type="file" id="resumeUpload" accept=".pdf">
423. <input type="file" id="resumeUpload" accept=".pdf">
425. <input type="file" id="resumeUpload" accept=".pdf">
427. <input type="file" id="resumeUpload" accept=".pdf">
429. <input type="file" id="resumeUpload" accept=".pdf">
431. <input type="file" id="resumeUpload" accept=".pdf">
433. <input type="file" id="resumeUpload" accept=".pdf">
435. <input type="file" id="resumeUpload" accept=".pdf">
437. <input type="file" id="resumeUpload" accept=".pdf">
439. <input type="file" id="resumeUpload" accept=".pdf">
441. <input type="file" id="resumeUpload" accept=".pdf">
443. "name":<input type="file" id="resumeUpload" accept=".pdf">
445. get_name(doc.ents),
446. <input type="file" id="resumeUpload" accept=".pdf">
448. <input type="file" id="resumeUpload" accept=".pdf">
450. <input type="file" id="resumeUpload" accept=".pdf">
452. <input type="file" id="resumeUpload" accept=".pdf">
454. <input type="file" id="resumeUpload" accept=".pdf">
456. <input type="file" id="resumeUpload" accept=".pdf">
458. <input type="file" id="resumeUpload" accept=".pdf">
460. <input type="file" id="resumeUpload" accept=".pdf">
462. <input type="file" id="resumeUpload" accept=".pdf">
464. <input type="file" id="resumeUpload" accept=".pdf">
466. <input type="file" id="resumeUpload" accept=".pdf">
468. <input type="file" id="resumeUpload" accept=".pdf">
470. "skills":<input type="file" id="resumeUpload" accept=".pdf">
472. extract_skills(doc.ents,<input type="file" id="resumeUpload" accept=".pdf">
474. matches),
475. <input type="file" id="resumeUpload" accept=".pdf">
477. <input type="file" id="resumeUpload" accept=".pdf">
479. <input type="file" id="resumeUpload" accept=".pdf">
481. <input type="file" id="resumeUpload" accept=".pdf">
483. <input type="file" id="resumeUpload" accept=".pdf">
485. <input type="file" id="resumeUpload" accept=".pdf">
487. <input type="file" id="resumeUpload" accept=".pdf">
489. <input type="file" id="resumeUpload" accept=".pdf">
491. <input type="file" id="resumeUpload" accept=".pdf">
493. <input type="file" id="resumeUpload" accept=".pdf">
495. <input type="file" id="resumeUpload" accept=".pdf">
497. <input type="file" id="resumeUpload" accept=".pdf">
499. "education":<input type="file" id="resumeUpload" accept=".pdf">
501. extract_education(doc.ents,<input type="file" id="resumeUpload" accept=".pdf">
503. matches)
504. <input type="file" id="resumeUpload" accept=".pdf">
506. <input type="file" id="resumeUpload" accept=".pdf">
508. <input type="file" id="resumeUpload" accept=".pdf">
510. <input type="file" id="resumeUpload" accept=".pdf">
512. <input type="file" id="resumeUpload" accept=".pdf">
514. <input type="file" id="resumeUpload" accept=".pdf">
516. <input type="file" id="resumeUpload" accept=".pdf">
518. <input type="file" id="resumeUpload" accept=".pdf">
520. }
521. <input type="file" id="resumeUpload" accept=".pdf">
523. <input type="file" id="resumeUpload" accept=".pdf">
525. <input type="file" id="resumeUpload" accept=".pdf">
527. <input type="file" id="resumeUpload" accept=".pdf">
529. <input type="file" id="resumeUpload" accept=".pdf">
531. <input type="file" id="resumeUpload" accept=".pdf">
533. <input type="file" id="resumeUpload" accept=".pdf">
535. <input type="file" id="resumeUpload" accept=".pdf">
538. <input type="file" id="resumeUpload" accept=".pdf">
540. <input type="file" id="resumeUpload" accept=".pdf">
542. <input type="file" id="resumeUpload" accept=".pdf">
544. <input type="file" id="resumeUpload" accept=".pdf">
546. return<input type="file" id="resumeUpload" accept=".pdf">
548. jsonify(results)
549. <input type="file" id="resumeUpload" accept=".pdf">
552. def<input type="file" id="resumeUpload" accept=".pdf">
554. get_name(entities):
555. <input type="file" id="resumeUpload" accept=".pdf">
557. <input type="file" id="resumeUpload" accept=".pdf">
559. <input type="file" id="resumeUpload" accept=".pdf">
561. <input type="file" id="resumeUpload" accept=".pdf">
563. for<input type="file" id="resumeUpload" accept=".pdf">
565. ent<input type="file" id="resumeUpload" accept=".pdf">
567. in<input type="file" id="resumeUpload" accept=".pdf">
569. entities:
570. <input type="file" id="resumeUpload" accept=".pdf">
572. <input type="file" id="resumeUpload" accept=".pdf">
574. <input type="file" id="resumeUpload" accept=".pdf">
576. <input type="file" id="resumeUpload" accept=".pdf">
578. <input type="file" id="resumeUpload" accept=".pdf">
580. <input type="file" id="resumeUpload" accept=".pdf">
582. <input type="file" id="resumeUpload" accept=".pdf">
584. <input type="file" id="resumeUpload" accept=".pdf">
586. if<input type="file" id="resumeUpload" accept=".pdf">
588. ent.label_<input type="file" id="resumeUpload" accept=".pdf">
590. ==<input type="file" id="resumeUpload" accept=".pdf">
592. "NAME":
593. <input type="file" id="resumeUpload" accept=".pdf">
595. <input type="file" id="resumeUpload" accept=".pdf">
597. <input type="file" id="resumeUpload" accept=".pdf">
599. <input type="file" id="resumeUpload" accept=".pdf">
601. <input type="file" id="resumeUpload" accept=".pdf">
603. <input type="file" id="resumeUpload" accept=".pdf">
605. <input type="file" id="resumeUpload" accept=".pdf">
607. <input type="file" id="resumeUpload" accept=".pdf">
609. <input type="file" id="resumeUpload" accept=".pdf">
611. <input type="file" id="resumeUpload" accept=".pdf">
613. <input type="file" id="resumeUpload" accept=".pdf">
615. <input type="file" id="resumeUpload" accept=".pdf">
617. return<input type="file" id="resumeUpload" accept=".pdf">
619. ent.text
620. <input type="file" id="resumeUpload" accept=".pdf">
622. <input type="file" id="resumeUpload" accept=".pdf">
624. <input type="file" id="resumeUpload" accept=".pdf">
626. <input type="file" id="resumeUpload" accept=".pdf">
628. return<input type="file" id="resumeUpload" accept=".pdf">
630. "未识别"
631. <input type="file" id="resumeUpload" accept=".pdf">
634. if<input type="file" id="resumeUpload" accept=".pdf">
636. __name__<input type="file" id="resumeUpload" accept=".pdf">
638. ==<input type="file" id="resumeUpload" accept=".pdf">
640. '__main__':
641. <input type="file" id="resumeUpload" accept=".pdf">
643. <input type="file" id="resumeUpload" accept=".pdf">
645. <input type="file" id="resumeUpload" accept=".pdf">
647. <input type="file" id="resumeUpload" accept=".pdf">
649. app.run(debug=True)

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四、系统优化与扩展

4.1<input type="file" id="resumeUpload" accept=".pdf">

性能优化策略

• 异步处理：使用Celery处理耗时任务；
  
• 缓存机制：Redis缓存常用解析结果；
  
• 模型量化：使用spacy-transformers转换模型。
  

4.2<input type="file" id="resumeUpload" accept=".pdf">

功能扩展方向

• 多语言支持：集成多语言模型；
  
• 简历查重：实现SimHash算法检测重复；
  
• 智能推荐：基于技能匹配岗位需求。
  

五、完整代码部署指南

5.1<input type="file" id="resumeUpload" accept=".pdf">

环境准备

1. #<input type="file" id="resumeUpload" accept=".pdf">
3. 创建虚拟环境
4. python<input type="file" id="resumeUpload" accept=".pdf">
6. -m<input type="file" id="resumeUpload" accept=".pdf">
8. venv<input type="file" id="resumeUpload" accept=".pdf">
10. venv
11. source<input type="file" id="resumeUpload" accept=".pdf">
13. venv/bin/activate
14. <input type="file" id="resumeUpload" accept=".pdf">
17. #<input type="file" id="resumeUpload" accept=".pdf">
19. 安装依赖
20. pip<input type="file" id="resumeUpload" accept=".pdf">
22. install<input type="file" id="resumeUpload" accept=".pdf">
24. flask<input type="file" id="resumeUpload" accept=".pdf">
26. spacy<input type="file" id="resumeUpload" accept=".pdf">
28. pdfplumber
29. python<input type="file" id="resumeUpload" accept=".pdf">
31. -m<input type="file" id="resumeUpload" accept=".pdf">
33. spacy<input type="file" id="resumeUpload" accept=".pdf">
35. download<input type="file" id="resumeUpload" accept=".pdf">
37. zh_core_web_sm

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5.2<input type="file" id="resumeUpload" accept=".pdf">

运行流程

• 准备标注数据（至少50条）；
  
• 训练模型：python<input type="file" id="resumeUpload" accept=".pdf">
  
  train_ner.py<input type="file" id="resumeUpload" accept=".pdf">
  
  data.json<input type="file" id="resumeUpload" accept=".pdf">
  
  output_model<input type="file" id="resumeUpload" accept=".pdf">
  
  <input type="file" id="resumeUpload" accept=".pdf">
  
  ；
  
• 启动服务：python<input type="file" id="resumeUpload" accept=".pdf">
  
  app.py<input type="file" id="resumeUpload" accept=".pdf">
  
  。
  
• 前端调用示例：
  

1. <input type="file" id="resumeUpload" accept=".pdf">

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六、常见问题解决方案

6.1<input type="file" id="resumeUpload" accept=".pdf">

PDF解析失败

• 检查文件是否为扫描件（需OCR处理）；
  
• 尝试不同解析引擎：
  

1. #<input type="file" id="resumeUpload" accept=".pdf">
3. 使用布局分析with<input type="file" id="resumeUpload" accept=".pdf">
5. pdfplumber.open(pdf_path)<input type="file" id="resumeUpload" accept=".pdf">
7. as<input type="file" id="resumeUpload" accept=".pdf">
9. pdf:<input type="file" id="resumeUpload" accept=".pdf">
11. <input type="file" id="resumeUpload" accept=".pdf">
13. <input type="file" id="resumeUpload" accept=".pdf">
15. <input type="file" id="resumeUpload" accept=".pdf">
17. page<input type="file" id="resumeUpload" accept=".pdf">
19. =<input type="file" id="resumeUpload" accept=".pdf">
21. pdf.pages[0]<input type="file" id="resumeUpload" accept=".pdf">
23. <input type="file" id="resumeUpload" accept=".pdf">
25. <input type="file" id="resumeUpload" accept=".pdf">
27. <input type="file" id="resumeUpload" accept=".pdf">
29. text<input type="file" id="resumeUpload" accept=".pdf">
31. =<input type="file" id="resumeUpload" accept=".pdf">
33. page.extract_text(layout=True)

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6.2<input type="file" id="resumeUpload" accept=".pdf">

实体识别准确率不足

• 增加标注数据量（建议至少500条）；
  
• 使用主动学习方法优化标注；
  
• 尝试迁移学习：
  

1. #<input type="file" id="resumeUpload" accept=".pdf">
3. 使用预训练模型微调nlp<input type="file" id="resumeUpload" accept=".pdf">
5. =<input type="file" id="resumeUpload" accept=".pdf">
7. spacy.load("zh_core_web_trf")

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七、结语与展望

本教程构建了从PDF解析到Web服务的完整流程，实际生产环境中需考虑：分布式处理、模型持续训练、安全审计等要素。随着大语言模型的发展，未来可集成LLM实现更复杂的信息推理，例如从项目经历中推断候选人能力图谱。
通过本项目实践，开发者可以掌握：

• NLP工程化全流程；
  
• PDF解析最佳实践；
  
• Web服务API设计；
  
• 模型训练与调优方法；
  

建议从简单场景入手，逐步迭代优化，最终构建符合业务需求的智能简历解析系统。

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