├── .gitattributes
├── .idea
    ├── Visdom.py
    ├── misc.xml
    ├── modules.xml
    ├── workspace.xml
    └── 验证码识别.iml
├── README.md
├── Visdom.py
├── __pycache__
    ├── Visdom.cpython-36.pyc
    ├── Visdom.cpython-37.pyc
    ├── dataset.cpython-36.pyc
    ├── dataset.cpython-37.pyc
    ├── model.cpython-36.pyc
    ├── model.cpython-37.pyc
    ├── parameters.cpython-36.pyc
    ├── parameters.cpython-37.pyc
    ├── train.cpython-36.pyc
    └── train.cpython-37.pyc
├── dataset.py
├── generate_captcha.py
├── image
    ├── 2019-2-24-1.jpg
    ├── 2019-2-24-2.jpg
    └── 2019-2-24-3.jpg
├── main.py
├── model.py
├── parameters.py
├── result.txt
├── train.py
├── try.py
├── userTest.py
└── userTest
    ├── 03Dy.jpg
    ├── 0Up4.jpg
    ├── 1N3H.jpg
    ├── 1q6I.jpg
    ├── 21qi.jpg
    ├── 25ou.jpg
    ├── 2Q5Z.jpg
    ├── 2V0V.jpg
    ├── 2isH.jpg
    ├── 369y.jpg
    ├── 37mN.jpg
    ├── 3C7o.jpg
    ├── 3v1s.jpg
    ├── 40EF.jpg
    ├── 424J.jpg
    ├── 4H0M.jpg
    ├── 4r22.jpg
    ├── 51SS.jpg
    ├── 5TT7.jpg
    ├── 6Ebr.jpg
    ├── 6SoF.jpg
    ├── 6wrC.jpg
    ├── 73Mn.jpg
    ├── 7K49.jpg
    ├── 7lCo.jpg
    ├── 8Qnf.jpg
    ├── 8g65.jpg
    ├── 90za.jpg
    ├── 98Z6.jpg
    ├── 99Y1.jpg
    ├── 9IWI.jpg
    ├── 9Q7C.jpg
    ├── 9U68.jpg
    ├── 9hT8.jpg
    ├── 9v3k.jpg
    ├── AD3L.jpg
    ├── AUsx.jpg
    ├── AfDA.jpg
    ├── Al2e.jpg
    ├── B3Zw.jpg
    ├── EB4y.jpg
    ├── EJ6I.jpg
    ├── FPV3.jpg
    ├── FyTd.jpg
    ├── HIXA.jpg
    ├── I4lc.jpg
    ├── Jl8U.jpg
    ├── L48g.jpg
    ├── LVY8.jpg
    ├── MMX7.jpg
    ├── Ma8b.jpg
    ├── N8jq.jpg
    ├── NKkP.jpg
    ├── Nd0w.jpg
    ├── QPt5.jpg
    ├── R63h.jpg
    ├── R69f.jpg
    ├── UcKh.jpg
    ├── UebN.jpg
    ├── Vj0l.jpg
    ├── VqjQ.jpg
    ├── W8w5.jpg
    ├── Y9eR.jpg
    ├── YCoh.jpg
    ├── Yhr7.jpg
    ├── YuPd.jpg
    ├── Z0tv.jpg
    ├── ZEEk.jpg
    ├── ZMwH.jpg
    ├── bD4z.jpg
    ├── bubr.jpg
    ├── d5cn.jpg
    ├── dc1g.jpg
    ├── f05t.jpg
    ├── fY5e.jpg
    ├── g186.jpg
    ├── gNDs.jpg
    ├── gnL3.jpg
    ├── h5xA.jpg
    ├── hP33.jpg
    ├── j85X.jpg
    ├── jIn8.jpg
    ├── k63p.jpg
    ├── kf2m.jpg
    ├── lA7T.jpg
    ├── lfRO.jpg
    ├── lh06.jpg
    ├── noWT.jpg
    ├── nv37.jpg
    ├── u5gf.jpg
    ├── uJY1.jpg
    ├── urwM.jpg
    ├── v5b6.jpg
    ├── vCO5.jpg
    ├── vZ88.jpg
    ├── w7Nx.jpg
    ├── yECc.jpg
    ├── yU32.jpg
    ├── yt0J.jpg
    └── z259.jpg


/.gitattributes:
--------------------------------------------------------------------------------
1 | # Auto detect text files and perform LF normalization
2 | * text=auto
3 | 


--------------------------------------------------------------------------------
/.idea/Visdom.py:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/.idea/Visdom.py


--------------------------------------------------------------------------------
/.idea/misc.xml:
--------------------------------------------------------------------------------
1 | <?xml version="1.0" encoding="UTF-8"?>
2 | <project version="4">
3 |   <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.7.0 (C:\ProgramData\Anaconda3\python.exe)" project-jdk-type="Python SDK" />
4 | </project>


--------------------------------------------------------------------------------
/.idea/modules.xml:
--------------------------------------------------------------------------------
1 | <?xml version="1.0" encoding="UTF-8"?>
2 | <project version="4">
3 |   <component name="ProjectModuleManager">
4 |     <modules>
5 |       <module fileurl="file://$PROJECT_DIR$/.idea/验证码识别.iml" filepath="$PROJECT_DIR$/.idea/验证码识别.iml" />
6 |     </modules>
7 |   </component>
8 | </project>


--------------------------------------------------------------------------------
/.idea/workspace.xml:
--------------------------------------------------------------------------------
  1 | <?xml version="1.0" encoding="UTF-8"?>
  2 | <project version="4">
  3 |   <component name="ChangeListManager">
  4 |     <list default="true" id="19bb1912-55c2-40ed-b6df-f581259087ae" name="默认的" comment="" />
  5 |     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
  6 |     <option name="TRACKING_ENABLED" value="true" />
  7 |     <option name="SHOW_DIALOG" value="false" />
  8 |     <option name="HIGHLIGHT_CONFLICTS" value="true" />
  9 |     <option name="HIGHLIGHT_NON_ACTIVE_CHANGELIST" value="false" />
 10 |     <option name="LAST_RESOLUTION" value="IGNORE" />
 11 |   </component>
 12 |   <component name="CoverageDataManager">
 13 |     <SUITE FILE_PATH="coverage/$train.coverage" NAME="train Coverage Results" MODIFIED="1550930753203" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="true" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$PROJECT_DIR$" />
 14 |     <SUITE FILE_PATH="coverage/$model.coverage" NAME="model Coverage Results" MODIFIED="1549172901332" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="true" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$PROJECT_DIR$" />
 15 |     <SUITE FILE_PATH="coverage/$dataset.coverage" NAME="dataset Coverage Results" MODIFIED="1550911073466" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="true" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$PROJECT_DIR$" />
 16 |     <SUITE FILE_PATH="coverage/captcha$main.coverage" NAME="main Coverage Results" MODIFIED="1551104795738" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="true" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$PROJECT_DIR$" />
 17 |     <SUITE FILE_PATH="coverage/$generate_captcha.coverage" NAME="generate_captcha Coverage Results" MODIFIED="1550935363886" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="true" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$PROJECT_DIR$" />
 18 |     <SUITE FILE_PATH="coverage/$main.coverage" NAME="main Coverage Results" MODIFIED="1550935391422" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="true" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$PROJECT_DIR$" />
 19 |   </component>
 20 |   <component name="DatabaseView">
 21 |     <option name="SHOW_INTERMEDIATE" value="true" />
 22 |     <option name="GROUP_SCHEMA" value="true" />
 23 |     <option name="GROUP_CONTENTS" value="false" />
 24 |     <option name="SORT_POSITIONED" value="false" />
 25 |     <option name="SHOW_TABLE_DETAILS" value="true" />
 26 |     <option name="SHOW_EMPTY_GROUPS" value="false" />
 27 |     <option name="AUTO_SCROLL_FROM_SOURCE" value="false" />
 28 |     <expand />
 29 |     <select />
 30 |   </component>
 31 |   <component name="FileEditorManager">
 32 |     <leaf SIDE_TABS_SIZE_LIMIT_KEY="375">
 33 |       <file leaf-file-name="parameters.py" pinned="false" current-in-tab="false">
 34 |         <entry file="file://$PROJECT_DIR$/parameters.py">
 35 |           <provider selected="true" editor-type-id="text-editor">
 36 |             <state relative-caret-position="408">
 37 |               <caret line="17" column="16" lean-forward="true" selection-start-line="17" selection-start-column="16" selection-end-line="17" selection-end-column="16" />
 38 |               <folding />
 39 |             </state>
 40 |           </provider>
 41 |         </entry>
 42 |       </file>
 43 |       <file leaf-file-name="Visdom.py" pinned="false" current-in-tab="false">
 44 |         <entry file="file://$PROJECT_DIR$/Visdom.py">
 45 |           <provider selected="true" editor-type-id="text-editor">
 46 |             <state relative-caret-position="678">
 47 |               <caret line="29" column="38" lean-forward="false" selection-start-line="29" selection-start-column="38" selection-end-line="29" selection-end-column="38" />
 48 |               <folding>
 49 |                 <element signature="e#0#13#0" expanded="true" />
 50 |               </folding>
 51 |             </state>
 52 |           </provider>
 53 |         </entry>
 54 |       </file>
 55 |       <file leaf-file-name="model.py" pinned="false" current-in-tab="false">
 56 |         <entry file="file://$PROJECT_DIR$/model.py">
 57 |           <provider selected="true" editor-type-id="text-editor">
 58 |             <state relative-caret-position="360">
 59 |               <caret line="37" column="52" lean-forward="false" selection-start-line="37" selection-start-column="52" selection-end-line="37" selection-end-column="52" />
 60 |               <folding />
 61 |             </state>
 62 |           </provider>
 63 |         </entry>
 64 |       </file>
 65 |       <file leaf-file-name="main.py" pinned="false" current-in-tab="false">
 66 |         <entry file="file://$PROJECT_DIR$/main.py">
 67 |           <provider selected="true" editor-type-id="text-editor">
 68 |             <state relative-caret-position="144">
 69 |               <caret line="8" column="14" lean-forward="false" selection-start-line="8" selection-start-column="14" selection-end-line="8" selection-end-column="14" />
 70 |               <folding />
 71 |             </state>
 72 |           </provider>
 73 |         </entry>
 74 |       </file>
 75 |       <file leaf-file-name="train.py" pinned="false" current-in-tab="false">
 76 |         <entry file="file://$PROJECT_DIR$/train.py">
 77 |           <provider selected="true" editor-type-id="text-editor">
 78 |             <state relative-caret-position="312">
 79 |               <caret line="55" column="40" lean-forward="false" selection-start-line="55" selection-start-column="40" selection-end-line="55" selection-end-column="40" />
 80 |               <folding>
 81 |                 <element signature="e#0#24#0" expanded="true" />
 82 |               </folding>
 83 |             </state>
 84 |           </provider>
 85 |         </entry>
 86 |       </file>
 87 |       <file leaf-file-name="userTest.py" pinned="false" current-in-tab="false">
 88 |         <entry file="file://$PROJECT_DIR$/userTest.py">
 89 |           <provider selected="true" editor-type-id="text-editor">
 90 |             <state relative-caret-position="672">
 91 |               <caret line="28" column="0" lean-forward="true" selection-start-line="28" selection-start-column="0" selection-end-line="28" selection-end-column="0" />
 92 |               <folding>
 93 |                 <element signature="e#0#19#0" expanded="true" />
 94 |               </folding>
 95 |             </state>
 96 |           </provider>
 97 |         </entry>
 98 |       </file>
 99 |       <file leaf-file-name="dataset.py" pinned="false" current-in-tab="true">
100 |         <entry file="file://$PROJECT_DIR$/dataset.py">
101 |           <provider selected="true" editor-type-id="text-editor">
102 |             <state relative-caret-position="168">
103 |               <caret line="13" column="0" lean-forward="true" selection-start-line="13" selection-start-column="0" selection-end-line="13" selection-end-column="0" />
104 |               <folding />
105 |             </state>
106 |           </provider>
107 |         </entry>
108 |       </file>
109 |     </leaf>
110 |   </component>
111 |   <component name="FileTemplateManagerImpl">
112 |     <option name="RECENT_TEMPLATES">
113 |       <list>
114 |         <option value="Python Script" />
115 |       </list>
116 |     </option>
117 |   </component>
118 |   <component name="FindInProjectRecents">
119 |     <findStrings>
120 |       <find>int</find>
121 |       <find>248</find>
122 |       <find>4</find>
123 |       <find>1</find>
124 |       <find>testSize</find>
125 |       <find>print</find>
126 |       <find>norm</find>
127 |       <find>bat</find>
128 |     </findStrings>
129 |     <replaceStrings>
130 |       <replace>int</replace>
131 |       <replace>chr</replace>
132 |       <replace>tensorLength</replace>
133 |       <replace>charLength</replace>
134 |       <replace>batchSize</replace>
135 |     </replaceStrings>
136 |   </component>
137 |   <component name="IdeDocumentHistory">
138 |     <option name="CHANGED_PATHS">
139 |       <list>
140 |         <option value="$PROJECT_DIR$/test.py" />
141 |         <option value="$PROJECT_DIR$/dataset.py" />
142 |         <option value="$PROJECT_DIR$/try.py" />
143 |         <option value="$PROJECT_DIR$/generate_captcha.py" />
144 |         <option value="$PROJECT_DIR$/main.py" />
145 |         <option value="$PROJECT_DIR$/.idea/Visdom.py" />
146 |         <option value="$PROJECT_DIR$/Visdom.py" />
147 |         <option value="$PROJECT_DIR$/train.py" />
148 |         <option value="$PROJECT_DIR$/parameters.py" />
149 |         <option value="$PROJECT_DIR$/model.py" />
150 |         <option value="$PROJECT_DIR$/userTest.py" />
151 |       </list>
152 |     </option>
153 |   </component>
154 |   <component name="JsBuildToolGruntFileManager" detection-done="true" sorting="DEFINITION_ORDER" />
155 |   <component name="JsBuildToolPackageJson" detection-done="true" sorting="DEFINITION_ORDER" />
156 |   <component name="JsGulpfileManager">
157 |     <detection-done>true</detection-done>
158 |     <sorting>DEFINITION_ORDER</sorting>
159 |   </component>
160 |   <component name="ProjectFrameBounds" extendedState="7">
161 |     <option name="x" value="896" />
162 |     <option name="y" value="12" />
163 |     <option name="width" value="1211" />
164 |     <option name="height" value="1038" />
165 |   </component>
166 |   <component name="ProjectView">
167 |     <navigator proportions="" version="1">
168 |       <flattenPackages />
169 |       <showMembers />
170 |       <showModules />
171 |       <showLibraryContents />
172 |       <hideEmptyPackages />
173 |       <abbreviatePackageNames />
174 |       <autoscrollToSource />
175 |       <autoscrollFromSource />
176 |       <sortByType />
177 |       <manualOrder />
178 |       <foldersAlwaysOnTop value="true" />
179 |     </navigator>
180 |     <panes />
181 |   </component>
182 |   <component name="PropertiesComponent">
183 |     <property name="nodejs_interpreter_path" value="C:/Program Files/nodejs/node" />
184 |     <property name="WebServerToolWindowFactoryState" value="false" />
185 |     <property name="settings.editor.selected.configurable" value="com.jetbrains.python.configuration.PyActiveSdkModuleConfigurable" />
186 |     <property name="last_opened_file_path" value="$PROJECT_DIR$" />
187 |   </component>
188 |   <component name="RunDashboard">
189 |     <option name="ruleStates">
190 |       <list>
191 |         <RuleState>
192 |           <option name="name" value="ConfigurationTypeDashboardGroupingRule" />
193 |         </RuleState>
194 |         <RuleState>
195 |           <option name="name" value="StatusDashboardGroupingRule" />
196 |         </RuleState>
197 |       </list>
198 |     </option>
199 |   </component>
200 |   <component name="RunManager" selected="Python.main">
201 |     <configuration name="dataset" type="PythonConfigurationType" factoryName="Python" temporary="true">
202 |       <option name="INTERPRETER_OPTIONS" value="" />
203 |       <option name="PARENT_ENVS" value="true" />
204 |       <envs>
205 |         <env name="PYTHONUNBUFFERED" value="1" />
206 |       </envs>
207 |       <option name="SDK_HOME" value="" />
208 |       <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$" />
209 |       <option name="IS_MODULE_SDK" value="true" />
210 |       <option name="ADD_CONTENT_ROOTS" value="true" />
211 |       <option name="ADD_SOURCE_ROOTS" value="true" />
212 |       <module name="验证码识别" />
213 |       <EXTENSION ID="PythonCoverageRunConfigurationExtension" enabled="false" sample_coverage="true" runner="coverage.py" />
214 |       <option name="SCRIPT_NAME" value="$PROJECT_DIR$/dataset.py" />
215 |       <option name="PARAMETERS" value="" />
216 |       <option name="SHOW_COMMAND_LINE" value="false" />
217 |       <option name="EMULATE_TERMINAL" value="false" />
218 |     </configuration>
219 |     <configuration name="generate_captcha" type="PythonConfigurationType" factoryName="Python" temporary="true">
220 |       <option name="INTERPRETER_OPTIONS" value="" />
221 |       <option name="PARENT_ENVS" value="true" />
222 |       <envs>
223 |         <env name="PYTHONUNBUFFERED" value="1" />
224 |       </envs>
225 |       <option name="SDK_HOME" value="" />
226 |       <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$" />
227 |       <option name="IS_MODULE_SDK" value="true" />
228 |       <option name="ADD_CONTENT_ROOTS" value="true" />
229 |       <option name="ADD_SOURCE_ROOTS" value="true" />
230 |       <module name="验证码识别" />
231 |       <EXTENSION ID="PythonCoverageRunConfigurationExtension" enabled="false" sample_coverage="true" runner="coverage.py" />
232 |       <option name="SCRIPT_NAME" value="$PROJECT_DIR$/generate_captcha.py" />
233 |       <option name="PARAMETERS" value="" />
234 |       <option name="SHOW_COMMAND_LINE" value="false" />
235 |       <option name="EMULATE_TERMINAL" value="false" />
236 |     </configuration>
237 |     <configuration name="main" type="PythonConfigurationType" factoryName="Python" temporary="true">
238 |       <option name="INTERPRETER_OPTIONS" value="" />
239 |       <option name="PARENT_ENVS" value="true" />
240 |       <envs>
241 |         <env name="PYTHONUNBUFFERED" value="1" />
242 |       </envs>
243 |       <option name="SDK_HOME" value="" />
244 |       <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$" />
245 |       <option name="IS_MODULE_SDK" value="true" />
246 |       <option name="ADD_CONTENT_ROOTS" value="true" />
247 |       <option name="ADD_SOURCE_ROOTS" value="true" />
248 |       <module name="验证码识别" />
249 |       <EXTENSION ID="PythonCoverageRunConfigurationExtension" enabled="false" sample_coverage="true" runner="coverage.py" />
250 |       <option name="SCRIPT_NAME" value="$PROJECT_DIR$/main.py" />
251 |       <option name="PARAMETERS" value="" />
252 |       <option name="SHOW_COMMAND_LINE" value="false" />
253 |       <option name="EMULATE_TERMINAL" value="false" />
254 |     </configuration>
255 |     <configuration name="model" type="PythonConfigurationType" factoryName="Python" temporary="true">
256 |       <option name="INTERPRETER_OPTIONS" value="" />
257 |       <option name="PARENT_ENVS" value="true" />
258 |       <envs>
259 |         <env name="PYTHONUNBUFFERED" value="1" />
260 |       </envs>
261 |       <option name="SDK_HOME" value="" />
262 |       <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$" />
263 |       <option name="IS_MODULE_SDK" value="true" />
264 |       <option name="ADD_CONTENT_ROOTS" value="true" />
265 |       <option name="ADD_SOURCE_ROOTS" value="true" />
266 |       <module name="验证码识别" />
267 |       <EXTENSION ID="PythonCoverageRunConfigurationExtension" enabled="false" sample_coverage="true" runner="coverage.py" />
268 |       <option name="SCRIPT_NAME" value="$PROJECT_DIR$/model.py" />
269 |       <option name="PARAMETERS" value="" />
270 |       <option name="SHOW_COMMAND_LINE" value="false" />
271 |       <option name="EMULATE_TERMINAL" value="false" />
272 |     </configuration>
273 |     <configuration name="train" type="PythonConfigurationType" factoryName="Python" temporary="true">
274 |       <option name="INTERPRETER_OPTIONS" value="" />
275 |       <option name="PARENT_ENVS" value="true" />
276 |       <envs>
277 |         <env name="PYTHONUNBUFFERED" value="1" />
278 |       </envs>
279 |       <option name="SDK_HOME" value="" />
280 |       <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$" />
281 |       <option name="IS_MODULE_SDK" value="true" />
282 |       <option name="ADD_CONTENT_ROOTS" value="true" />
283 |       <option name="ADD_SOURCE_ROOTS" value="true" />
284 |       <module name="验证码识别" />
285 |       <EXTENSION ID="PythonCoverageRunConfigurationExtension" enabled="false" sample_coverage="true" runner="coverage.py" />
286 |       <option name="SCRIPT_NAME" value="$PROJECT_DIR$/train.py" />
287 |       <option name="PARAMETERS" value="" />
288 |       <option name="SHOW_COMMAND_LINE" value="false" />
289 |       <option name="EMULATE_TERMINAL" value="false" />
290 |     </configuration>
291 |     <list size="5">
292 |       <item index="0" class="java.lang.String" itemvalue="Python.dataset" />
293 |       <item index="1" class="java.lang.String" itemvalue="Python.main" />
294 |       <item index="2" class="java.lang.String" itemvalue="Python.model" />
295 |       <item index="3" class="java.lang.String" itemvalue="Python.train" />
296 |       <item index="4" class="java.lang.String" itemvalue="Python.generate_captcha" />
297 |     </list>
298 |     <recent_temporary>
299 |       <list size="5">
300 |         <item index="0" class="java.lang.String" itemvalue="Python.main" />
301 |         <item index="1" class="java.lang.String" itemvalue="Python.generate_captcha" />
302 |         <item index="2" class="java.lang.String" itemvalue="Python.train" />
303 |         <item index="3" class="java.lang.String" itemvalue="Python.dataset" />
304 |         <item index="4" class="java.lang.String" itemvalue="Python.model" />
305 |       </list>
306 |     </recent_temporary>
307 |   </component>
308 |   <component name="ShelveChangesManager" show_recycled="false">
309 |     <option name="remove_strategy" value="false" />
310 |   </component>
311 |   <component name="SvnConfiguration">
312 |     <configuration />
313 |   </component>
314 |   <component name="TaskManager">
315 |     <task active="true" id="Default" summary="Default task">
316 |       <changelist id="19bb1912-55c2-40ed-b6df-f581259087ae" name="默认的" comment="" />
317 |       <created>1548406601162</created>
318 |       <option name="number" value="Default" />
319 |       <option name="presentableId" value="Default" />
320 |       <updated>1548406601162</updated>
321 |     </task>
322 |     <servers />
323 |   </component>
324 |   <component name="TodoView">
325 |     <todo-panel id="selected-file">
326 |       <is-autoscroll-to-source value="true" />
327 |     </todo-panel>
328 |     <todo-panel id="all">
329 |       <are-packages-shown value="true" />
330 |       <is-autoscroll-to-source value="true" />
331 |     </todo-panel>
332 |   </component>
333 |   <component name="ToolWindowManager">
334 |     <frame x="-9" y="-9" width="1938" height="1048" extended-state="7" />
335 |     <editor active="true" />
336 |     <layout>
337 |       <window_info id="Project" active="false" anchor="left" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.25" sideWeight="0.5" order="0" side_tool="false" content_ui="combo" />
338 |       <window_info id="TODO" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.3295325" sideWeight="0.5" order="6" side_tool="false" content_ui="tabs" />
339 |       <window_info id="调试" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.3295325" sideWeight="0.5" order="7" side_tool="false" content_ui="tabs" />
340 |       <window_info id="Event Log" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.33" sideWeight="0.5" order="8" side_tool="true" content_ui="tabs" />
341 |       <window_info id="Database" active="false" anchor="right" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.3299356" sideWeight="0.5" order="3" side_tool="false" content_ui="tabs" />
342 |       <window_info id="Version Control" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="false" weight="0.33" sideWeight="0.5" order="9" side_tool="false" content_ui="tabs" />
343 |       <window_info id="Python Console" active="false" anchor="right" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.5810086" sideWeight="0.5" order="6" side_tool="false" content_ui="tabs" />
344 |       <window_info id="Structure" active="false" anchor="left" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.25" sideWeight="0.5" order="1" side_tool="false" content_ui="tabs" />
345 |       <window_info id="Terminal" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.33" sideWeight="0.5" order="10" side_tool="false" content_ui="tabs" />
346 |       <window_info id="运行" active="false" anchor="right" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.29828325" sideWeight="0.5" order="5" side_tool="false" content_ui="tabs" />
347 |       <window_info id="Favorites" active="false" anchor="left" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.33" sideWeight="0.5" order="2" side_tool="true" content_ui="tabs" />
348 |       <window_info id="Data View" active="false" anchor="right" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.3299356" sideWeight="0.5" order="4" side_tool="false" content_ui="tabs" />
349 |       <window_info id="Cvs" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.25" sideWeight="0.5" order="4" side_tool="false" content_ui="tabs" />
350 |       <window_info id="Message" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.33" sideWeight="0.5" order="0" side_tool="false" content_ui="tabs" />
351 |       <window_info id="Commander" active="false" anchor="right" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.4" sideWeight="0.5" order="0" side_tool="false" content_ui="tabs" />
352 |       <window_info id="Inspection" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.4" sideWeight="0.5" order="5" side_tool="false" content_ui="tabs" />
353 |       <window_info id="Run" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.33" sideWeight="0.5" order="2" side_tool="false" content_ui="tabs" />
354 |       <window_info id="Hierarchy" active="false" anchor="right" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.25" sideWeight="0.5" order="2" side_tool="false" content_ui="combo" />
355 |       <window_info id="Find" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.33" sideWeight="0.5" order="1" side_tool="false" content_ui="tabs" />
356 |       <window_info id="Ant Build" active="false" anchor="right" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.25" sideWeight="0.5" order="1" side_tool="false" content_ui="tabs" />
357 |       <window_info id="Debug" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.4" sideWeight="0.5" order="3" side_tool="false" content_ui="tabs" />
358 |       <window_info id="找到" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.33" sideWeight="0.5" order="11" side_tool="false" content_ui="tabs" />
359 |     </layout>
360 |   </component>
361 |   <component name="TypeScriptGeneratedFilesManager">
362 |     <option name="version" value="1" />
363 |   </component>
364 |   <component name="VcsContentAnnotationSettings">
365 |     <option name="myLimit" value="2678400000" />
366 |   </component>
367 |   <component name="XDebuggerManager">
368 |     <breakpoint-manager>
369 |       <default-breakpoints>
370 |         <breakpoint type="python-exception">
371 |           <properties notifyOnTerminate="true" exception="BaseException">
372 |             <option name="notifyOnTerminate" value="true" />
373 |           </properties>
374 |         </breakpoint>
375 |       </default-breakpoints>
376 |       <option name="time" value="3" />
377 |     </breakpoint-manager>
378 |     <watches-manager />
379 |   </component>
380 |   <component name="editorHistoryManager">
381 |     <entry file="file://$PROJECT_DIR$/train.py">
382 |       <provider selected="true" editor-type-id="text-editor">
383 |         <state relative-caret-position="0">
384 |           <caret line="0" column="0" lean-forward="false" selection-start-line="0" selection-start-column="0" selection-end-line="0" selection-end-column="0" />
385 |           <folding>
386 |             <element signature="e#0#24#0" expanded="true" />
387 |           </folding>
388 |         </state>
389 |       </provider>
390 |     </entry>
391 |     <entry file="file://$PROJECT_DIR$/model.py">
392 |       <provider selected="true" editor-type-id="text-editor">
393 |         <state relative-caret-position="816">
394 |           <caret line="38" column="31" lean-forward="false" selection-start-line="38" selection-start-column="31" selection-end-line="38" selection-end-column="31" />
395 |           <folding />
396 |         </state>
397 |       </provider>
398 |     </entry>
399 |     <entry file="file://$PROJECT_DIR$/userTest.py">
400 |       <provider selected="true" editor-type-id="text-editor">
401 |         <state relative-caret-position="408">
402 |           <caret line="19" column="25" lean-forward="true" selection-start-line="19" selection-start-column="25" selection-end-line="19" selection-end-column="25" />
403 |           <folding>
404 |             <element signature="e#0#19#0" expanded="true" />
405 |           </folding>
406 |         </state>
407 |       </provider>
408 |     </entry>
409 |     <entry file="file://$PROJECT_DIR$/main.py">
410 |       <provider selected="true" editor-type-id="text-editor">
411 |         <state relative-caret-position="96">
412 |           <caret line="6" column="21" lean-forward="false" selection-start-line="6" selection-start-column="21" selection-end-line="6" selection-end-column="21" />
413 |           <folding />
414 |         </state>
415 |       </provider>
416 |     </entry>
417 |     <entry file="file://$PROJECT_DIR$/generate_captcha.py">
418 |       <provider selected="true" editor-type-id="text-editor">
419 |         <state relative-caret-position="888">
420 |           <caret line="38" column="16" lean-forward="false" selection-start-line="38" selection-start-column="16" selection-end-line="38" selection-end-column="16" />
421 |         </state>
422 |       </provider>
423 |     </entry>
424 |     <entry file="file://$PROJECT_DIR$/model.py">
425 |       <provider selected="true" editor-type-id="text-editor">
426 |         <state relative-caret-position="96">
427 |           <caret line="4" column="9" lean-forward="true" selection-start-line="4" selection-start-column="9" selection-end-line="4" selection-end-column="9" />
428 |           <folding />
429 |         </state>
430 |       </provider>
431 |     </entry>
432 |     <entry file="file://$PROJECT_DIR$/try.py">
433 |       <provider selected="true" editor-type-id="text-editor">
434 |         <state relative-caret-position="384">
435 |           <caret line="16" column="14" lean-forward="false" selection-start-line="16" selection-start-column="14" selection-end-line="16" selection-end-column="14" />
436 |         </state>
437 |       </provider>
438 |     </entry>
439 |     <entry file="file://$PROJECT_DIR$/dataset.py">
440 |       <provider selected="true" editor-type-id="text-editor">
441 |         <state relative-caret-position="1104">
442 |           <caret line="52" column="52" lean-forward="true" selection-start-line="52" selection-start-column="52" selection-end-line="52" selection-end-column="52" />
443 |           <folding />
444 |         </state>
445 |       </provider>
446 |     </entry>
447 |     <entry file="file://$PROJECT_DIR$/main.py">
448 |       <provider selected="true" editor-type-id="text-editor">
449 |         <state relative-caret-position="120">
450 |           <caret line="7" column="14" lean-forward="true" selection-start-line="7" selection-start-column="14" selection-end-line="7" selection-end-column="14" />
451 |           <folding />
452 |         </state>
453 |       </provider>
454 |     </entry>
455 |     <entry file="file://$PROJECT_DIR$/parameters.py">
456 |       <provider selected="true" editor-type-id="text-editor">
457 |         <state relative-caret-position="384">
458 |           <caret line="16" column="11" lean-forward="false" selection-start-line="16" selection-start-column="11" selection-end-line="16" selection-end-column="11" />
459 |           <folding />
460 |         </state>
461 |       </provider>
462 |     </entry>
463 |     <entry file="file://$PROJECT_DIR$/train.py">
464 |       <provider selected="true" editor-type-id="text-editor">
465 |         <state relative-caret-position="288">
466 |           <caret line="18" column="60" lean-forward="true" selection-start-line="13" selection-start-column="4" selection-end-line="18" selection-end-column="60" />
467 |           <folding>
468 |             <element signature="e#0#24#0" expanded="true" />
469 |           </folding>
470 |         </state>
471 |       </provider>
472 |     </entry>
473 |     <entry file="file://$PROJECT_DIR$/generate_captcha.py">
474 |       <provider selected="true" editor-type-id="text-editor">
475 |         <state relative-caret-position="576">
476 |           <caret line="25" column="33" lean-forward="true" selection-start-line="25" selection-start-column="33" selection-end-line="25" selection-end-column="33" />
477 |         </state>
478 |       </provider>
479 |     </entry>
480 |     <entry file="file://$PROJECT_DIR$/userTest.py">
481 |       <provider selected="true" editor-type-id="text-editor">
482 |         <state relative-caret-position="72">
483 |           <caret line="4" column="8" lean-forward="true" selection-start-line="4" selection-start-column="8" selection-end-line="4" selection-end-column="8" />
484 |           <folding>
485 |             <element signature="e#0#19#0" expanded="true" />
486 |           </folding>
487 |         </state>
488 |       </provider>
489 |     </entry>
490 |     <entry file="file://$PROJECT_DIR$/dataset.py">
491 |       <provider selected="true" editor-type-id="text-editor">
492 |         <state relative-caret-position="1032">
493 |           <caret line="49" column="9" lean-forward="false" selection-start-line="49" selection-start-column="9" selection-end-line="49" selection-end-column="9" />
494 |           <folding />
495 |         </state>
496 |       </provider>
497 |     </entry>
498 |     <entry file="file://$PROJECT_DIR$/try.py">
499 |       <provider selected="true" editor-type-id="text-editor">
500 |         <state relative-caret-position="312">
501 |           <caret line="13" column="24" lean-forward="false" selection-start-line="13" selection-start-column="24" selection-end-line="13" selection-end-column="24" />
502 |         </state>
503 |       </provider>
504 |     </entry>
505 |     <entry file="file://$PROJECT_DIR$/parameters.py">
506 |       <provider selected="true" editor-type-id="text-editor">
507 |         <state relative-caret-position="48">
508 |           <caret line="2" column="20" lean-forward="true" selection-start-line="2" selection-start-column="20" selection-end-line="2" selection-end-column="20" />
509 |           <folding />
510 |         </state>
511 |       </provider>
512 |     </entry>
513 |     <entry file="file://$PROJECT_DIR$/model.py">
514 |       <provider selected="true" editor-type-id="text-editor">
515 |         <state relative-caret-position="576">
516 |           <caret line="27" column="28" lean-forward="false" selection-start-line="27" selection-start-column="19" selection-end-line="27" selection-end-column="28" />
517 |           <folding />
518 |         </state>
519 |       </provider>
520 |     </entry>
521 |     <entry file="file://$PROJECT_DIR$/train.py">
522 |       <provider selected="true" editor-type-id="text-editor">
523 |         <state relative-caret-position="1128">
524 |           <caret line="53" column="0" lean-forward="false" selection-start-line="53" selection-start-column="0" selection-end-line="53" selection-end-column="0" />
525 |           <folding>
526 |             <element signature="e#0#24#0" expanded="true" />
527 |           </folding>
528 |         </state>
529 |       </provider>
530 |     </entry>
531 |     <entry file="file://$PROJECT_DIR$/main.py">
532 |       <provider selected="true" editor-type-id="text-editor">
533 |         <state relative-caret-position="144">
534 |           <caret line="8" column="0" lean-forward="true" selection-start-line="8" selection-start-column="0" selection-end-line="8" selection-end-column="0" />
535 |           <folding />
536 |         </state>
537 |       </provider>
538 |     </entry>
539 |     <entry file="file://$PROJECT_DIR$/generate_captcha.py">
540 |       <provider selected="true" editor-type-id="text-editor">
541 |         <state relative-caret-position="1008">
542 |           <caret line="43" column="43" lean-forward="false" selection-start-line="43" selection-start-column="43" selection-end-line="43" selection-end-column="43" />
543 |         </state>
544 |       </provider>
545 |     </entry>
546 |     <entry file="file://$PROJECT_DIR$/dataset.py">
547 |       <provider selected="true" editor-type-id="text-editor">
548 |         <state relative-caret-position="1152">
549 |           <caret line="48" column="49" lean-forward="false" selection-start-line="48" selection-start-column="49" selection-end-line="48" selection-end-column="49" />
550 |           <folding />
551 |         </state>
552 |       </provider>
553 |     </entry>
554 |     <entry file="file://$PROJECT_DIR$/try.py">
555 |       <provider selected="true" editor-type-id="text-editor">
556 |         <state relative-caret-position="312">
557 |           <caret line="13" column="24" lean-forward="false" selection-start-line="13" selection-start-column="24" selection-end-line="13" selection-end-column="24" />
558 |         </state>
559 |       </provider>
560 |     </entry>
561 |     <entry file="file://$PROJECT_DIR$/parameters.py">
562 |       <provider selected="true" editor-type-id="text-editor">
563 |         <state relative-caret-position="432">
564 |           <caret line="18" column="7" lean-forward="false" selection-start-line="18" selection-start-column="7" selection-end-line="18" selection-end-column="7" />
565 |           <folding />
566 |         </state>
567 |       </provider>
568 |     </entry>
569 |     <entry file="file://$PROJECT_DIR$/model.py">
570 |       <provider selected="true" editor-type-id="text-editor">
571 |         <state relative-caret-position="648">
572 |           <caret line="27" column="26" lean-forward="false" selection-start-line="27" selection-start-column="26" selection-end-line="27" selection-end-column="26" />
573 |           <folding />
574 |         </state>
575 |       </provider>
576 |     </entry>
577 |     <entry file="file://$PROJECT_DIR$/main.py">
578 |       <provider selected="true" editor-type-id="text-editor">
579 |         <state relative-caret-position="168">
580 |           <caret line="7" column="0" lean-forward="false" selection-start-line="7" selection-start-column="0" selection-end-line="7" selection-end-column="0" />
581 |           <folding />
582 |         </state>
583 |       </provider>
584 |     </entry>
585 |     <entry file="file://$PROJECT_DIR$/train.py">
586 |       <provider selected="true" editor-type-id="text-editor">
587 |         <state relative-caret-position="1176">
588 |           <caret line="49" column="27" lean-forward="false" selection-start-line="49" selection-start-column="27" selection-end-line="49" selection-end-column="27" />
589 |           <folding>
590 |             <element signature="e#0#24#0" expanded="true" />
591 |           </folding>
592 |         </state>
593 |       </provider>
594 |     </entry>
595 |     <entry file="file://$PROJECT_DIR$/dataset.py">
596 |       <provider selected="true" editor-type-id="text-editor">
597 |         <state relative-caret-position="192">
598 |           <caret line="14" column="5" lean-forward="false" selection-start-line="14" selection-start-column="5" selection-end-line="14" selection-end-column="5" />
599 |           <folding />
600 |         </state>
601 |       </provider>
602 |     </entry>
603 |     <entry file="file://$PROJECT_DIR$/parameters.py">
604 |       <provider selected="true" editor-type-id="text-editor">
605 |         <state relative-caret-position="336">
606 |           <caret line="14" column="14" lean-forward="false" selection-start-line="14" selection-start-column="14" selection-end-line="14" selection-end-column="14" />
607 |           <folding />
608 |         </state>
609 |       </provider>
610 |     </entry>
611 |     <entry file="file://$PROJECT_DIR$/model.py">
612 |       <provider selected="true" editor-type-id="text-editor">
613 |         <state relative-caret-position="576">
614 |           <caret line="27" column="33" lean-forward="true" selection-start-line="27" selection-start-column="33" selection-end-line="27" selection-end-column="33" />
615 |           <folding />
616 |         </state>
617 |       </provider>
618 |     </entry>
619 |     <entry file="file://$PROJECT_DIR$/main.py">
620 |       <provider selected="true" editor-type-id="text-editor">
621 |         <state relative-caret-position="96">
622 |           <caret line="6" column="5" lean-forward="false" selection-start-line="6" selection-start-column="5" selection-end-line="6" selection-end-column="5" />
623 |           <folding />
624 |         </state>
625 |       </provider>
626 |     </entry>
627 |     <entry file="file://$PROJECT_DIR$/train.py">
628 |       <provider selected="true" editor-type-id="text-editor">
629 |         <state relative-caret-position="552">
630 |           <caret line="28" column="22" lean-forward="false" selection-start-line="28" selection-start-column="22" selection-end-line="28" selection-end-column="22" />
631 |           <folding>
632 |             <element signature="e#0#24#0" expanded="true" />
633 |           </folding>
634 |         </state>
635 |       </provider>
636 |     </entry>
637 |     <entry file="file://$PROJECT_DIR$/dataset.py">
638 |       <provider selected="true" editor-type-id="text-editor">
639 |         <state relative-caret-position="0">
640 |           <caret line="0" column="0" lean-forward="false" selection-start-line="0" selection-start-column="0" selection-end-line="0" selection-end-column="0" />
641 |           <folding />
642 |         </state>
643 |       </provider>
644 |     </entry>
645 |     <entry file="file://$PROJECT_DIR$/parameters.py">
646 |       <provider selected="true" editor-type-id="text-editor">
647 |         <state relative-caret-position="144">
648 |           <caret line="6" column="10" lean-forward="false" selection-start-line="6" selection-start-column="0" selection-end-line="6" selection-end-column="10" />
649 |           <folding />
650 |         </state>
651 |       </provider>
652 |     </entry>
653 |     <entry file="file://$PROJECT_DIR$/dataset.py">
654 |       <provider selected="true" editor-type-id="text-editor">
655 |         <state relative-caret-position="0">
656 |           <caret line="0" column="0" lean-forward="false" selection-start-line="0" selection-start-column="0" selection-end-line="0" selection-end-column="0" />
657 |           <folding />
658 |         </state>
659 |       </provider>
660 |     </entry>
661 |     <entry file="file://$PROJECT_DIR$/parameters.py">
662 |       <provider selected="true" editor-type-id="text-editor">
663 |         <state relative-caret-position="144">
664 |           <caret line="6" column="10" lean-forward="false" selection-start-line="6" selection-start-column="0" selection-end-line="6" selection-end-column="10" />
665 |           <folding />
666 |         </state>
667 |       </provider>
668 |     </entry>
669 |     <entry file="file://C:/ProgramData/Anaconda3/Lib/site-packages/torchvision/transforms/transforms.py">
670 |       <provider selected="true" editor-type-id="text-editor">
671 |         <state relative-caret-position="186">
672 |           <caret line="186" column="0" lean-forward="false" selection-start-line="186" selection-start-column="0" selection-end-line="186" selection-end-column="0" />
673 |         </state>
674 |       </provider>
675 |     </entry>
676 |     <entry file="file://C:/ProgramData/Anaconda3/Lib/site-packages/torch/nn/modules/linear.py">
677 |       <provider selected="true" editor-type-id="text-editor">
678 |         <state relative-caret-position="283">
679 |           <caret line="66" column="0" lean-forward="false" selection-start-line="66" selection-start-column="0" selection-end-line="66" selection-end-column="0" />
680 |           <folding />
681 |         </state>
682 |       </provider>
683 |     </entry>
684 |     <entry file="file://C:/ProgramData/Anaconda3/Lib/site-packages/torch/nn/modules/module.py">
685 |       <provider selected="true" editor-type-id="text-editor">
686 |         <state relative-caret-position="347">
687 |           <caret line="488" column="0" lean-forward="false" selection-start-line="488" selection-start-column="0" selection-end-line="488" selection-end-column="0" />
688 |           <folding />
689 |         </state>
690 |       </provider>
691 |     </entry>
692 |     <entry file="file://C:/ProgramData/Anaconda3/Lib/site-packages/torch/serialization.py">
693 |       <provider selected="true" editor-type-id="text-editor">
694 |         <state relative-caret-position="283">
695 |           <caret line="140" column="0" lean-forward="false" selection-start-line="140" selection-start-column="0" selection-end-line="140" selection-end-column="0" />
696 |         </state>
697 |       </provider>
698 |     </entry>
699 |     <entry file="file://$PROJECT_DIR$/test.py" />
700 |     <entry file="file://E:/charRNN_poem/main.py">
701 |       <provider selected="true" editor-type-id="text-editor">
702 |         <state relative-caret-position="-168">
703 |           <caret line="20" column="30" lean-forward="false" selection-start-line="20" selection-start-column="30" selection-end-line="20" selection-end-column="30" />
704 |         </state>
705 |       </provider>
706 |     </entry>
707 |     <entry file="file://$PROJECT_DIR$/try.py">
708 |       <provider selected="true" editor-type-id="text-editor">
709 |         <state relative-caret-position="384">
710 |           <caret line="16" column="14" lean-forward="false" selection-start-line="16" selection-start-column="14" selection-end-line="16" selection-end-column="14" />
711 |         </state>
712 |       </provider>
713 |     </entry>
714 |     <entry file="file://$PROJECT_DIR$/generate_captcha.py">
715 |       <provider selected="true" editor-type-id="text-editor">
716 |         <state relative-caret-position="888">
717 |           <caret line="38" column="16" lean-forward="false" selection-start-line="38" selection-start-column="16" selection-end-line="38" selection-end-column="16" />
718 |         </state>
719 |       </provider>
720 |     </entry>
721 |     <entry file="file://$PROJECT_DIR$/.idea/Visdom.py">
722 |       <provider selected="true" editor-type-id="text-editor">
723 |         <state relative-caret-position="0">
724 |           <caret line="0" column="0" lean-forward="false" selection-start-line="0" selection-start-column="0" selection-end-line="0" selection-end-column="0" />
725 |         </state>
726 |       </provider>
727 |     </entry>
728 |     <entry file="file://$PROJECT_DIR$/parameters.py">
729 |       <provider selected="true" editor-type-id="text-editor">
730 |         <state relative-caret-position="408">
731 |           <caret line="17" column="16" lean-forward="true" selection-start-line="17" selection-start-column="16" selection-end-line="17" selection-end-column="16" />
732 |           <folding />
733 |         </state>
734 |       </provider>
735 |     </entry>
736 |     <entry file="file://$PROJECT_DIR$/Visdom.py">
737 |       <provider selected="true" editor-type-id="text-editor">
738 |         <state relative-caret-position="678">
739 |           <caret line="29" column="38" lean-forward="false" selection-start-line="29" selection-start-column="38" selection-end-line="29" selection-end-column="38" />
740 |           <folding>
741 |             <element signature="e#0#13#0" expanded="true" />
742 |           </folding>
743 |         </state>
744 |       </provider>
745 |     </entry>
746 |     <entry file="file://$PROJECT_DIR$/model.py">
747 |       <provider selected="true" editor-type-id="text-editor">
748 |         <state relative-caret-position="360">
749 |           <caret line="37" column="52" lean-forward="false" selection-start-line="37" selection-start-column="52" selection-end-line="37" selection-end-column="52" />
750 |           <folding />
751 |         </state>
752 |       </provider>
753 |     </entry>
754 |     <entry file="file://$PROJECT_DIR$/main.py">
755 |       <provider selected="true" editor-type-id="text-editor">
756 |         <state relative-caret-position="144">
757 |           <caret line="8" column="14" lean-forward="false" selection-start-line="8" selection-start-column="14" selection-end-line="8" selection-end-column="14" />
758 |           <folding />
759 |         </state>
760 |       </provider>
761 |     </entry>
762 |     <entry file="file://$PROJECT_DIR$/train.py">
763 |       <provider selected="true" editor-type-id="text-editor">
764 |         <state relative-caret-position="312">
765 |           <caret line="55" column="40" lean-forward="false" selection-start-line="55" selection-start-column="40" selection-end-line="55" selection-end-column="40" />
766 |           <folding>
767 |             <element signature="e#0#24#0" expanded="true" />
768 |           </folding>
769 |         </state>
770 |       </provider>
771 |     </entry>
772 |     <entry file="file://$PROJECT_DIR$/userTest.py">
773 |       <provider selected="true" editor-type-id="text-editor">
774 |         <state relative-caret-position="672">
775 |           <caret line="28" column="0" lean-forward="true" selection-start-line="28" selection-start-column="0" selection-end-line="28" selection-end-column="0" />
776 |           <folding>
777 |             <element signature="e#0#19#0" expanded="true" />
778 |           </folding>
779 |         </state>
780 |       </provider>
781 |     </entry>
782 |     <entry file="file://$PROJECT_DIR$/dataset.py">
783 |       <provider selected="true" editor-type-id="text-editor">
784 |         <state relative-caret-position="168">
785 |           <caret line="13" column="0" lean-forward="true" selection-start-line="13" selection-start-column="0" selection-end-line="13" selection-end-column="0" />
786 |           <folding />
787 |         </state>
788 |       </provider>
789 |     </entry>
790 |   </component>
791 | </project>


--------------------------------------------------------------------------------
/.idea/验证码识别.iml:
--------------------------------------------------------------------------------
 1 | <?xml version="1.0" encoding="UTF-8"?>
 2 | <module type="PYTHON_MODULE" version="4">
 3 |   <component name="NewModuleRootManager">
 4 |     <content url="file://$MODULE_DIR$" />
 5 |     <orderEntry type="jdk" jdkName="Python 3.7.0 (C:\ProgramData\Anaconda3\python.exe)" jdkType="Python SDK" />
 6 |     <orderEntry type="sourceFolder" forTests="false" />
 7 |   </component>
 8 |   <component name="TestRunnerService">
 9 |     <option name="PROJECT_TEST_RUNNER" value="Unittests" />
10 |   </component>
11 | </module>


--------------------------------------------------------------------------------
/README.md:
--------------------------------------------------------------------------------
  1 | # pytorch实现验证码识别
  2 | 
  3 | ### 前言
  4 | 
  5 | 这几天主要在熟悉pyTorch，俗话说：“人生苦短，我用pyTorch”，在从TensorFlow转到pytorch之后，除了“爽”以外，我实在找不到其他形容词，简洁的语法，明了的封装，加上大大降低的debug难度，我从此入了pyTorch的坑。
  6 | 
  7 | 为了熟悉pyTorch，我最近做了几个小项目，今天分享给大家的是一个非常有用的入门级项目——验证码识别。
  8 | 
  9 | 
 10 | 
 11 | ### 前期准备
 12 | 
 13 | - core i7 的笔记本
 14 | - 一个 GTX 1080ti 的显卡
 15 | - 装上pytorch的cpu和GPU版本
 16 | 
 17 | 
 18 | 
 19 | ### 项目目的
 20 | 
 21 | 使用pytorch训练一个深度学习的模型来实现验证码的自动识别，其中验证码由python包cpatcha生成，其样子如下：
 22 | 
 23 | ![](./image/2019-2-24-1.jpg)
 24 | 
 25 | 可以看出，该验证码识别难度较大，扭曲较为严重，如果能在该数据集上实现较高的识别率，那么其他简单的数字+字母的验证码不在话下。
 26 | 
 27 | 
 28 | 
 29 | ### 数据生成
 30 | 
 31 | 我使用captcha生成了训练集和测试集，其中训练集包含大约200万张图片，测试集包含一万张图片，生成代码如下：
 32 | 
 33 | ```python
 34 | def get_string():
 35 |     string = ""
 36 |     for i in range(4):
 37 |         select = rd.randint(1, 3)
 38 |         if select == 1:
 39 |             index = rd.randint(0, 9)
 40 |             string += nums[index]
 41 |         elif select == 2:
 42 |             index = rd.randint(0, 25)
 43 |             string += lower_char[index]
 44 |         else:
 45 |             index = rd.randint(0, 25)
 46 |             string += upper_char[index]
 47 |     return string
 48 | 
 49 | 
 50 | def get_captcha(num, path):
 51 |     font_sizes = [x for x in range(40, 45)]
 52 |     for i in range(num):
 53 |         print(i)
 54 |         imc = ImageCaptcha(get_width(), get_height(), font_sizes=font_sizes)
 55 |         name = get_string()
 56 |         image = imc.generate_image(name)
 57 |         image.save(path + name + ".jpg")
 58 | 
 59 | 
 60 | if __name__ == '__main__':
 61 |     get_captcha(900000, "../data/captcha/train/")
 62 | ```
 63 | 
 64 | 
 65 | 
 66 | ### 网络定义
 67 | 
 68 | 网络前部是卷积与池化层，网络中部是全连接层，网络最后为四个全连接层，得到四个输出，分别对应验证码中的四个数字，其定义如下：
 69 | 
 70 | ```python
 71 | class CaptchaNet(nn.Module):
 72 |     def __init__(self):
 73 |         super(CaptchaNet, self).__init__()
 74 |         self.conv1 = nn.Conv2d(3, 5, 5)
 75 |         self.conv2 = nn.Conv2d(5, 10, 5)
 76 |         self.conv3 = nn.Conv2d(10, 16, 6)
 77 |         self.fc1 = nn.Linear(4 * 12 * 16, 512)
 78 |         self.fc2 = nn.Linear(512, 256)
 79 |         self.fc3 = nn.Linear(256, 128)
 80 |         # 这是四个用于输出四个字符的线性层
 81 |         self.fc41 = nn.Linear(128, 62)
 82 |         self.fc42 = nn.Linear(128, 62)
 83 |         self.fc43 = nn.Linear(128, 62)
 84 |         self.fc44 = nn.Linear(128, 62)
 85 | 
 86 |     def forward(self, x):
 87 |         # 输入为3*128*64，经过第一层为5*62*30
 88 |         x = F.max_pool2d(F.relu(self.conv1(x)), (2, 2))
 89 |         # 输出形状10*29*13
 90 |         x = F.max_pool2d(F.relu(self.conv2(x)), (2, 2))
 91 |         # 输出形状16*12*4
 92 |         x = F.max_pool2d(F.relu(self.conv3(x)), (2, 2))
 93 |         # print(x.size())
 94 |         x = x.view(-1, 768)
 95 |         x = self.fc1(x)
 96 |         x = F.relu(x)
 97 |         x = self.fc2(x)
 98 |         x = F.relu(x)
 99 |         x = self.fc3(x)
100 |         x = F.relu(x)
101 |         x1 = self.fc41(x)
102 |         x2 = self.fc42(x)
103 |         x3 = self.fc43(x)
104 |         x4 = self.fc44(x)
105 |         return x1, x2, x3, x4
106 | ```
107 | 
108 | 后来使用ResNet进行改进模型，其网络结构如下
109 | 
110 | ```python
111 | class ResidualBlock(nn.Module):
112 |     def __init__(self, inchannel, outchannel, stride=1):
113 |         super(ResidualBlock, self).__init__()
114 |         self.left = nn.Sequential(
115 |             nn.Conv2d(inchannel, outchannel, kernel_size=3, stride=stride, padding=1, bias=False),
116 |             nn.BatchNorm2d(outchannel, track_running_stats=True),
117 |             nn.ReLU(inplace=True),
118 |             nn.Conv2d(outchannel, outchannel, kernel_size=3, stride=1, padding=1, bias=False),
119 |             nn.BatchNorm2d(outchannel, track_running_stats=True)
120 |         )
121 |         self.shortcut = nn.Sequential()
122 |         if stride != 1 or inchannel != outchannel:
123 |             self.shortcut = nn.Sequential(
124 |                 nn.Conv2d(inchannel, outchannel, kernel_size=1, stride=stride, bias=False),
125 |                 nn.BatchNorm2d(outchannel, track_running_stats=True)
126 |             )
127 | 
128 |     def forward(self, x):
129 |         out = self.left(x)
130 |         out += self.shortcut(x)
131 |         out = F.relu(out)
132 |         return out
133 | 
134 | 
135 | class ResNet(nn.Module):
136 |     def __init__(self, ResidualBlock, num_classes=62):
137 |         super(ResNet, self).__init__()
138 |         self.inchannel = 64
139 |         self.conv1 = nn.Sequential(
140 |             nn.Conv2d(3, 64, kernel_size=3, stride=1, padding=1, bias=False),
141 |             nn.BatchNorm2d(64, track_running_stats=True),
142 |             nn.ReLU(),
143 |         )
144 |         self.layer1 = self.make_layer(ResidualBlock, 64, 2, stride=1)
145 |         self.layer2 = self.make_layer(ResidualBlock, 128, 2, stride=2)
146 |         self.layer3 = self.make_layer(ResidualBlock, 256, 2, stride=2)
147 |         self.layer4 = self.make_layer(ResidualBlock, 512, 2, stride=2)
148 |         self.fc1 = nn.Linear(512, num_classes)
149 |         self.fc2 = nn.Linear(512, num_classes)
150 |         self.fc3 = nn.Linear(512, num_classes)
151 |         self.fc4 = nn.Linear(512, num_classes)
152 | 
153 |     def make_layer(self, block, channels, num_blocks, stride):
154 |         strides = [stride] + [1] * (num_blocks - 1)  # strides=[1,1]
155 |         layers = []
156 |         for stride in strides:
157 |             layers.append(block(self.inchannel, channels, stride))
158 |             self.inchannel = channels
159 |         return nn.Sequential(*layers)
160 | 
161 |     def forward(self, x):
162 |         x = self.conv1(x)
163 |         x = self.layer1(x)
164 |         x = self.layer2(x)
165 |         x = self.layer3(x)
166 |         x = self.layer4(x)
167 |         x = F.avg_pool2d(x, 4)
168 |         x = x.view(-1, 512)
169 |         y1 = self.fc1(x)
170 |         y2 = self.fc2(x)
171 |         y3 = self.fc3(x)
172 |         y4 = self.fc4(x)
173 |         return y1, y2, y3, y4
174 | ```
175 | 
176 | 在ResNet下，正确率可以超过90%。
177 | 
178 | 
179 | 
180 | ### 训练结果
181 | 
182 | 在20万张图片训练情况下，可以达到35%的准确率。
183 | 
184 | 在200万张图片训练情况下，可以达到55%——60%的准确率。
185 | 
186 | 如果继续加深网络层数，以及扩展训练集数目，根据估算，在1000万训练集情况下，可以达到90%以上的准确率。
187 | 
188 | ![](./image/2019-2-24-2.jpg)
189 | 
190 | 
191 | 
192 | ### 测试
193 | 
194 | 手写一个100张图片的数据集进行测试，可以发现如下规律：
195 | 
196 | ![](./image/2019-2-24-3.jpg)
197 | 
198 | - 确实可以达到近50%的准确率，对于这种较为难以辨认的验证码而言，效果已经不错
199 | - 错误很多都是较为相近的字母或者数字，例如
200 |     - s -> 5
201 |     - o -> 0
202 |     - E -> B
203 | 
204 | 
205 | 
206 | ### 使用方法
207 | 
208 | - python main.py 可以对模型进行训练
209 | - python userTest.py 可以对userTest文件下下的图片进行辨认
210 | 
211 | - python generate_captcha.py 可以生成验证码


--------------------------------------------------------------------------------
/Visdom.py:
--------------------------------------------------------------------------------
 1 | import visdom
 2 | import time
 3 | import numpy as np
 4 | 
 5 | 
 6 | class Visualizer(object):
 7 |     def __init__(self, env='default', **kwargs):
 8 |         self.vis = visdom.Visdom(env=env, **kwargs)
 9 |         self.index = {}
10 | 
11 |     def plot_many_stack(self, d):
12 |         '''
13 |         self.plot('loss',1.00)
14 |         '''
15 |         name = list(d.keys())
16 |         name_total = " ".join(name)
17 |         x = self.index.get(name_total, 0)
18 |         val = list(d.values())
19 |         if len(val) == 1:
20 |             y = np.array(val)
21 |         else:
22 |             y = np.array(val).reshape(-1, len(val))
23 |         # print(x)
24 |         self.vis.line(Y=y, X=np.ones(y.shape) * x,
25 |                       win=str(name_total),  # unicode
26 |                       opts=dict(legend=name,
27 |                                 title=name_total),
28 |                       update=None if x == 0 else 'append'
29 |                       )
30 |         self.index[name_total] = x + 1


--------------------------------------------------------------------------------
/__pycache__/Visdom.cpython-36.pyc:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/__pycache__/Visdom.cpython-36.pyc


--------------------------------------------------------------------------------
/__pycache__/Visdom.cpython-37.pyc:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/__pycache__/Visdom.cpython-37.pyc


--------------------------------------------------------------------------------
/__pycache__/dataset.cpython-36.pyc:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/__pycache__/dataset.cpython-36.pyc


--------------------------------------------------------------------------------
/__pycache__/dataset.cpython-37.pyc:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/__pycache__/dataset.cpython-37.pyc


--------------------------------------------------------------------------------
/__pycache__/model.cpython-36.pyc:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/__pycache__/model.cpython-36.pyc


--------------------------------------------------------------------------------
/__pycache__/model.cpython-37.pyc:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/__pycache__/model.cpython-37.pyc


--------------------------------------------------------------------------------
/__pycache__/parameters.cpython-36.pyc:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/__pycache__/parameters.cpython-36.pyc


--------------------------------------------------------------------------------
/__pycache__/parameters.cpython-37.pyc:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/__pycache__/parameters.cpython-37.pyc


--------------------------------------------------------------------------------
/__pycache__/train.cpython-36.pyc:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/__pycache__/train.cpython-36.pyc


--------------------------------------------------------------------------------
/__pycache__/train.cpython-37.pyc:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/__pycache__/train.cpython-37.pyc


--------------------------------------------------------------------------------
/dataset.py:
--------------------------------------------------------------------------------
 1 | import os
 2 | from PIL import Image
 3 | from torch.utils import data
 4 | import numpy as np
 5 | from torchvision import transforms as  T
 6 | from parameters import *
 7 | import torch as t
 8 | 
 9 | nums = ['0', '1', '2', '3', '4', '5', '6', '7', '8', '9']
10 | lower_char = ['a', 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'i', 'j', 'k', 'l', 'm', 'n', 'o', 'p', 'q', 'r', 's', 't', 'u',
11 |               'v', 'w', 'x', 'y', 'z']
12 | upper_char = ['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H', 'I', 'J', 'K', 'L', 'M', 'N', 'O', 'P', 'Q', 'R', 'S', 'T', 'U',
13 |               'V', 'W', 'X', 'Y', 'Z']
14 | 
15 | 
16 | def StrtoLabel(Str):
17 |     # print(Str)
18 |     label = []
19 |     for i in range(0, charNumber):
20 |         if Str[i] >= '0' and Str[i] <= '9':
21 |             label.append(ord(Str[i]) - ord('0'))
22 |         elif Str[i] >= 'a' and Str[i] <= 'z':
23 |             label.append(ord(Str[i]) - ord('a') + 10)
24 |         else:
25 |             label.append(ord(Str[i]) - ord('A') + 36)
26 |     return label
27 | 
28 | 
29 | def LabeltoStr(Label):
30 |     Str = ""
31 |     for i in Label:
32 |         if i <= 9:
33 |             Str += chr(ord('0') + i)
34 |         elif i <= 35:
35 |             Str += chr(ord('a') + i - 10)
36 |         else:
37 |             Str += chr(ord('A') + i - 36)
38 |     return Str
39 | 
40 | 
41 | class Captcha(data.Dataset):
42 |     def __init__(self, root, train=True):
43 |         self.imgsPath = [os.path.join(root, img) for img in os.listdir(root)]
44 |         self.transform = T.Compose([
45 |             T.Resize((ImageHeight, ImageWidth)),
46 |             T.ToTensor(),
47 |             T.Normalize(mean=[0.5, 0.5, 0.5], std=[0.5, 0.5, 0.5])
48 |         ])
49 | 
50 |     def __getitem__(self, index):
51 |         imgPath = self.imgsPath[index]
52 |         # print(imgPath)
53 |         label = imgPath.split("/")[-1].split(".")[0]
54 |         # print(label)
55 |         labelTensor = t.Tensor(StrtoLabel(label))
56 |         data = Image.open(imgPath)
57 |         # print(data.size)
58 |         data = self.transform(data)
59 |         # print(data.shape)
60 |         return data, labelTensor
61 | 
62 |     def __len__(self):
63 |         return len(self.imgsPath)
64 | 
65 | 
66 | if __name__ == '__main__':
67 |     trainDataset = Captcha(trainRoot, train=True)
68 |     # print(trainDataset.__getitem__(1000))
69 |     # data = Image.open("./训练数据集\\ZzN3.jpg")
70 |     # data.show()
71 |     # trainDataset.__getitem__(4224)
72 |     # labelTensor = t.zeros(tensorLength)
73 |     labelTensor = StrtoLabel("34Tt")
74 |     print(labelTensor)
75 |     print(LabeltoStr(labelTensor))
76 | 


--------------------------------------------------------------------------------
/generate_captcha.py:
--------------------------------------------------------------------------------
 1 | from captcha.image import ImageCaptcha
 2 | import random as rd
 3 | 
 4 | # 该文件用于随机生成大量的验证码
 5 | nums = ['0', '1', '2', '3', '4', '5', '6', '7', '8', '9']
 6 | lower_char = ['a', 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'i', 'j', 'k', 'l', 'm', 'n', 'o', 'p', 'q', 'r', 's', 't', 'u',
 7 |               'v', 'w', 'x', 'y', 'z']
 8 | upper_char = ['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H', 'I', 'J', 'K', 'L', 'M', 'N', 'O', 'P', 'Q', 'R', 'S', 'T', 'U',
 9 |               'V', 'W', 'X', 'Y', 'Z']
10 | 
11 | 
12 | def get_width():
13 |     return int(100 + 40 * rd.random())
14 | 
15 | 
16 | def get_height():
17 |     return int(45 + 20 * rd.random())
18 | 
19 | 
20 | def get_string():
21 |     string = ""
22 |     for i in range(4):
23 |         select = rd.randint(1, 3)
24 |         if select == 1:
25 |             index = rd.randint(0, 9)
26 |             string += nums[index]
27 |         elif select == 2:
28 |             index = rd.randint(0, 25)
29 |             string += lower_char[index]
30 |         else:
31 |             index = rd.randint(0, 25)
32 |             string += upper_char[index]
33 |     return string
34 | 
35 | 
36 | def get_captcha(num, path):
37 |     font_sizes = [x for x in range(40, 45)]
38 |     for i in range(num):
39 |         print(i)
40 |         imc = ImageCaptcha(get_width(), get_height(), font_sizes=font_sizes)
41 |         name = get_string()
42 |         image = imc.generate_image(name)
43 |         image.save(path + name + ".jpg")
44 | 
45 | 
46 | if __name__ == '__main__':
47 |     get_captcha(900, "./userTest/")
48 | 


--------------------------------------------------------------------------------
/image/2019-2-24-1.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/image/2019-2-24-1.jpg


--------------------------------------------------------------------------------
/image/2019-2-24-2.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/image/2019-2-24-2.jpg


--------------------------------------------------------------------------------
/image/2019-2-24-3.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/image/2019-2-24-3.jpg


--------------------------------------------------------------------------------
/main.py:
--------------------------------------------------------------------------------
 1 | from parameters import *
 2 | from model import *
 3 | from train import *
 4 | 
 5 | if __name__ == '__main__':
 6 |     net = ResNet(ResidualBlock)
 7 |     net.loadIfExist()
 8 |     # print(net.named_parameters())
 9 |     train(net)
10 | 


--------------------------------------------------------------------------------
/model.py:
--------------------------------------------------------------------------------
  1 | from parameters import *
  2 | import torch as t
  3 | from torch import nn
  4 | import torch.nn.functional as F
  5 | import os
  6 | 
  7 | 
  8 | class ResidualBlock(nn.Module):
  9 |     def __init__(self, inchannel, outchannel, stride=1):
 10 |         super(ResidualBlock, self).__init__()
 11 |         self.left = nn.Sequential(
 12 |             nn.Conv2d(inchannel, outchannel, kernel_size=3, stride=stride, padding=1, bias=False),
 13 |             nn.BatchNorm2d(outchannel, track_running_stats=True),
 14 |             nn.ReLU(inplace=True),
 15 |             nn.Conv2d(outchannel, outchannel, kernel_size=3, stride=1, padding=1, bias=False),
 16 |             nn.BatchNorm2d(outchannel, track_running_stats=True)
 17 |         )
 18 |         self.shortcut = nn.Sequential()
 19 |         if stride != 1 or inchannel != outchannel:
 20 |             self.shortcut = nn.Sequential(
 21 |                 nn.Conv2d(inchannel, outchannel, kernel_size=1, stride=stride, bias=False),
 22 |                 nn.BatchNorm2d(outchannel, track_running_stats=True)
 23 |             )
 24 | 
 25 |     def forward(self, x):
 26 |         out = self.left(x)
 27 |         out += self.shortcut(x)
 28 |         out = F.relu(out)
 29 |         return out
 30 | 
 31 | 
 32 | class ResNet(nn.Module):
 33 |     def __init__(self, ResidualBlock, num_classes=62):
 34 |         super(ResNet, self).__init__()
 35 |         self.inchannel = 64
 36 |         self.conv1 = nn.Sequential(
 37 |             nn.Conv2d(3, 64, kernel_size=3, stride=1, padding=1, bias=False),
 38 |             nn.BatchNorm2d(64, track_running_stats=True),
 39 |             nn.ReLU(),
 40 |         )
 41 |         self.layer1 = self.make_layer(ResidualBlock, 64, 2, stride=1)
 42 |         self.layer2 = self.make_layer(ResidualBlock, 128, 2, stride=2)
 43 |         self.layer3 = self.make_layer(ResidualBlock, 256, 2, stride=2)
 44 |         self.layer4 = self.make_layer(ResidualBlock, 512, 2, stride=2)
 45 |         self.fc1 = nn.Linear(512, num_classes)
 46 |         self.fc2 = nn.Linear(512, num_classes)
 47 |         self.fc3 = nn.Linear(512, num_classes)
 48 |         self.fc4 = nn.Linear(512, num_classes)
 49 | 
 50 |     def make_layer(self, block, channels, num_blocks, stride):
 51 |         strides = [stride] + [1] * (num_blocks - 1)  # strides=[1,1]
 52 |         layers = []
 53 |         for stride in strides:
 54 |             layers.append(block(self.inchannel, channels, stride))
 55 |             self.inchannel = channels
 56 |         return nn.Sequential(*layers)
 57 | 
 58 |     def forward(self, x):
 59 |         x = self.conv1(x)
 60 |         x = self.layer1(x)
 61 |         x = self.layer2(x)
 62 |         x = self.layer3(x)
 63 |         x = self.layer4(x)
 64 |         x = F.avg_pool2d(x, 4)
 65 |         x = x.view(-1, 512)
 66 |         y1 = self.fc1(x)
 67 |         y2 = self.fc2(x)
 68 |         y3 = self.fc3(x)
 69 |         y4 = self.fc4(x)
 70 |         return y1, y2, y3, y4
 71 | 
 72 |     def save(self, circle):
 73 |         name = "../model/captcha/resNet" + str(circle) + ".pth"
 74 |         t.save(self.state_dict(), name)
 75 |         name2 = "../model/captcha/resNet_new.pth"
 76 |         t.save(self.state_dict(), name2)
 77 | 
 78 |     def loadIfExist(self):
 79 |         fileList = os.listdir("../model/captcha/")
 80 |         # print(fileList)
 81 |         if "resNet_new.pth" in fileList:
 82 |             name = "../model/captcha/resNet_new.pth"
 83 |             self.load_state_dict(t.load(name))
 84 |             print("the latest model has been load")
 85 | 
 86 | 
 87 | class CaptchaNet(nn.Module):
 88 |     def __init__(self):
 89 |         super(CaptchaNet, self).__init__()
 90 |         self.conv1 = nn.Conv2d(3, 5, 5)
 91 |         self.conv2 = nn.Conv2d(5, 10, 5)
 92 |         self.conv3 = nn.Conv2d(10, 16, 6)
 93 |         self.fc1 = nn.Linear(4 * 12 * 16, 512)
 94 |         # 这是四个用于输出四个字符的线性层
 95 |         self.fc2 = nn.Linear(512, 256)
 96 |         self.fc3 = nn.Linear(256, 128)
 97 |         self.fc41 = nn.Linear(128, 62)
 98 |         self.fc42 = nn.Linear(128, 62)
 99 |         self.fc43 = nn.Linear(128, 62)
100 |         self.fc44 = nn.Linear(128, 62)
101 | 
102 |     def forward(self, x):
103 |         # 输入为3*128*64，经过第一层为5*62*30
104 |         x = F.max_pool2d(F.relu(self.conv1(x)), (2, 2))
105 |         # 输出形状10*29*13
106 |         x = F.max_pool2d(F.relu(self.conv2(x)), (2, 2))
107 |         # 输出形状16*12*4
108 |         x = F.max_pool2d(F.relu(self.conv3(x)), (2, 2))
109 |         # print(x.size())
110 |         x = x.view(-1, 768)
111 |         x = self.fc1(x)
112 |         x = F.relu(x)
113 |         x = self.fc2(x)
114 |         x = F.relu(x)
115 |         x = self.fc3(x)
116 |         x = F.relu(x)
117 |         x1 = F.softmax(self.fc41(x), dim=1)
118 |         x2 = F.softmax(self.fc42(x), dim=1)
119 |         x3 = F.softmax(self.fc43(x), dim=1)
120 |         x4 = F.softmax(self.fc44(x), dim=1)
121 |         return x1, x2, x3, x4
122 | 
123 |     def save(self, circle):
124 |         name = "../model/captcha/net" + str(circle) + ".pth"
125 |         t.save(self.state_dict(), name)
126 |         name2 = "../model/captcha/net_new.pth"
127 |         t.save(self.state_dict(), name2)
128 | 
129 |     def loadIfExist(self):
130 |         fileList = os.listdir("../model/captcha/")
131 |         # print(fileList)
132 |         if "net_new.pth" in fileList:
133 |             name = "../model/captcha/net_new.pth"
134 |             self.load_state_dict(t.load(name))
135 |             print("the latest model has been load")
136 | 


--------------------------------------------------------------------------------
/parameters.py:
--------------------------------------------------------------------------------
 1 | trainRoot = "./训练数据集"
 2 | testRoot = "./测试数据集"
 3 | 
 4 | # 不可修改的参数
 5 | tensorLength = 248
 6 | charLength = 62
 7 | charNumber = 4
 8 | ImageWidth = 32
 9 | ImageHeight = 32
10 | 
11 | # 可修改的参数
12 | learningRate = 1e-3
13 | totalEpoch = 200
14 | batchSize = 128
15 | printCircle = 10
16 | testCircle = 100
17 | testNum = 6
18 | saveCircle = 200
19 | 


--------------------------------------------------------------------------------
/train.py:
--------------------------------------------------------------------------------
 1 | from parameters import *
 2 | import torch as t
 3 | from torch import optim
 4 | from torch import nn
 5 | from dataset import *
 6 | from torch.utils.data import DataLoader
 7 | import tqdm
 8 | from Visdom import *
 9 | from torchnet import meter
10 | 
11 | 
12 | 
13 | def train(model):
14 |     avgLoss = 0.0
15 |     if t.cuda.is_available():
16 |         model = model.cuda()
17 |     trainDataset = Captcha("../data/captcha/train/", train=True)
18 |     testDataset = Captcha("../data/captcha/test/", train=False)
19 |     trainDataLoader = DataLoader(trainDataset, batch_size=batchSize,
20 |                                  shuffle=True, num_workers=4)
21 |     testDataLoader = DataLoader(testDataset, batch_size=batchSize,
22 |                                 shuffle=True, num_workers=4)
23 |     criterion = nn.CrossEntropyLoss()
24 |     optimizer = optim.Adam(model.parameters(), lr=learningRate)
25 |     vis = Visualizer(env = "ResCaptcha")
26 |     loss_meter = meter.AverageValueMeter()
27 |     for epoch in range(totalEpoch):
28 |         for circle, input in tqdm.tqdm(enumerate(trainDataLoader, 0)):
29 |             x, label = input
30 |             if t.cuda.is_available():
31 |                 x = x.cuda()
32 |                 label = label.cuda()
33 |             label = label.long()
34 |             label1, label2, label3, label4 = label[:, 0], label[:, 1], label[:, 2], label[:, 3]
35 |             # print(label1,label2,label3,label4)
36 |             optimizer.zero_grad()
37 |             y1, y2, y3, y4 = model(x)
38 |             # print(y1.shape, y2.shape, y3.shape, y4.shape)
39 |             loss1, loss2, loss3, loss4 = criterion(y1, label1), criterion(y2, label2) \
40 |                 , criterion(y3, label3), criterion(y4, label4)
41 |             loss = loss1 + loss2 + loss3 + loss4
42 |             loss_meter.add(loss.item())
43 |             # print(loss)
44 |             avgLoss += loss.item()
45 |             loss.backward()
46 |             optimizer.step()
47 |             if circle % printCircle == 1:
48 |                 print("after %d circle,the train loss is %.5f" %
49 |                       (circle, avgLoss / printCircle))
50 |                 writeFile("after %d circle,the train loss is %.5f" %
51 |                           (circle, avgLoss / printCircle))
52 |                 vis.plot_many_stack({"train_loss": avgLoss})
53 |                 avgLoss = 0
54 |             if circle % testCircle == 1:
55 |                 accuracy = test(model, testDataLoader)
56 |                 vis.plot_many_stack({"test_acc":accuracy})
57 |             if circle % saveCircle == 1:
58 |                 model.save(str(epoch)+"_"+str(saveCircle))
59 | 
60 | 
61 | def test(model, testDataLoader):
62 |     totalNum = testNum * batchSize
63 |     rightNum = 0
64 |     for circle, input in enumerate(testDataLoader, 0):
65 |         if circle >= testNum:
66 |             break
67 |         x, label = input
68 |         label = label.long()
69 |         if t.cuda.is_available():
70 |             x = x.cuda()
71 |             label = label.cuda()
72 |         y1, y2, y3, y4 = model(x)
73 |         y1, y2, y3, y4 = y1.topk(1, dim=1)[1].view(batchSize, 1), y2.topk(1, dim=1)[1].view(batchSize, 1), \
74 |                          y3.topk(1, dim=1)[1].view(batchSize, 1), y4.topk(1, dim=1)[1].view(batchSize, 1)
75 |         y = t.cat((y1, y2, y3, y4), dim=1)
76 |         diff = (y != label)
77 |         diff = diff.sum(1)
78 |         diff = (diff != 0)
79 |         res = diff.sum(0).item()
80 |         rightNum += (batchSize - res)
81 |     print("the accuracy of test set is %s" % (str(float(rightNum) / float(totalNum))))
82 |     writeFile("the accuracy of test set is %s" % (str(float(rightNum) / float(totalNum))))
83 |     return float(rightNum) / float(totalNum)
84 | 
85 | 
86 | def writeFile(str):
87 |     file = open("result.txt", "a+")
88 |     file.write(str)
89 |     file.write("\n\n")
90 |     file.flush()
91 |     file.close()
92 | 


--------------------------------------------------------------------------------
/try.py:
--------------------------------------------------------------------------------
 1 | import os
 2 | 
 3 | def test(model, testDataLoader):
 4 |     x, label = input
 5 |     label = label.long()
 6 |     y1, y2, y3, y4 = model(x)
 7 |     y1, y2, y3, y4 = y1.topk(1, dim=1)[1].view(testSize, 1), y2.topk(1, dim=1)[1].view(testSize, 1), \
 8 |                      y3.topk(1, dim=1)[1].view(testSize, 1), y4.topk(1, dim=1)[1].view(testSize, 1)
 9 |     y = t.cat((y1, y2, y3, y4), dim=1)
10 |     diff = (y != label)
11 |     diff = diff.sum(1)
12 |     diff = (diff != 0)
13 |     res = diff.sum(0)[0]
14 |     print("the accuracy of test set is %s" % (str(float(rightNum) / float(totalNum))))
15 | 
16 | fileList = os.listdir("../model/captcha/")
17 | print(fileList)
18 | 


--------------------------------------------------------------------------------
/userTest.py:
--------------------------------------------------------------------------------
 1 | from model import *
 2 | from dataset import *
 3 | from train import *
 4 | 
 5 | 
 6 | def userTest(model, dataLoader):
 7 |     totalNum = 0
 8 |     rightNum = 0
 9 |     for circle, input in enumerate(dataLoader, 0):
10 |         if circle >= 200:
11 |             break
12 |         totalNum += 1
13 |         x, label = input
14 |         if t.cuda.is_available():
15 |             x = x.cuda()
16 |             label = label.cuda()
17 |         realLabel = LabeltoStr([label[0][0], label[0][1], label[0][2], label[0][3]])
18 |         # print(label,realLabel)
19 |         y1, y2, y3, y4 = model(x)
20 |         y1, y2, y3, y4 = y1.topk(1, dim=1)[1].view(1, 1), y2.topk(1, dim=1)[1].view(1, 1), \
21 |                          y3.topk(1, dim=1)[1].view(1, 1), y4.topk(1, dim=1)[1].view(1, 1)
22 |         y = t.cat((y1, y2, y3, y4), dim=1)
23 |         # print(x,label,y)
24 |         decLabel = LabeltoStr([y[0][0], y[0][1], y[0][2], y[0][3]])
25 |         print("real: %s -> %s , %s" % (realLabel, decLabel, str(realLabel == decLabel)))
26 |         if realLabel == decLabel:
27 |             rightNum += 1
28 |     print("\n total %s, right %s" % (totalNum, rightNum))
29 | 
30 | if __name__ == '__main__':
31 |     model = ResNet(ResidualBlock)
32 |     model.eval()
33 |     model.loadIfExist()
34 |     if t.cuda.is_available():
35 |         model = model.cuda()
36 |     userTestDataset = Captcha("./userTest/", train=True)
37 |     userTestDataLoader = DataLoader(userTestDataset, batch_size=1,
38 |                                     shuffle=True, num_workers=1)
39 |     userTest(model, userTestDataLoader)
40 | 


--------------------------------------------------------------------------------
/userTest/03Dy.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/03Dy.jpg


--------------------------------------------------------------------------------
/userTest/0Up4.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/0Up4.jpg


--------------------------------------------------------------------------------
/userTest/1N3H.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/1N3H.jpg


--------------------------------------------------------------------------------
/userTest/1q6I.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/1q6I.jpg


--------------------------------------------------------------------------------
/userTest/21qi.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/21qi.jpg


--------------------------------------------------------------------------------
/userTest/25ou.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/25ou.jpg


--------------------------------------------------------------------------------
/userTest/2Q5Z.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/2Q5Z.jpg


--------------------------------------------------------------------------------
/userTest/2V0V.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/2V0V.jpg


--------------------------------------------------------------------------------
/userTest/2isH.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/2isH.jpg


--------------------------------------------------------------------------------
/userTest/369y.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/369y.jpg


--------------------------------------------------------------------------------
/userTest/37mN.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/37mN.jpg


--------------------------------------------------------------------------------
/userTest/3C7o.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/3C7o.jpg


--------------------------------------------------------------------------------
/userTest/3v1s.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/3v1s.jpg


--------------------------------------------------------------------------------
/userTest/40EF.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/40EF.jpg


--------------------------------------------------------------------------------
/userTest/424J.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/424J.jpg


--------------------------------------------------------------------------------
/userTest/4H0M.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/4H0M.jpg


--------------------------------------------------------------------------------
/userTest/4r22.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/4r22.jpg


--------------------------------------------------------------------------------
/userTest/51SS.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/51SS.jpg


--------------------------------------------------------------------------------
/userTest/5TT7.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/5TT7.jpg


--------------------------------------------------------------------------------
/userTest/6Ebr.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/6Ebr.jpg


--------------------------------------------------------------------------------
/userTest/6SoF.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/6SoF.jpg


--------------------------------------------------------------------------------
/userTest/6wrC.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/6wrC.jpg


--------------------------------------------------------------------------------
/userTest/73Mn.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/73Mn.jpg


--------------------------------------------------------------------------------
/userTest/7K49.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/7K49.jpg


--------------------------------------------------------------------------------
/userTest/7lCo.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/7lCo.jpg


--------------------------------------------------------------------------------
/userTest/8Qnf.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/8Qnf.jpg


--------------------------------------------------------------------------------
/userTest/8g65.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/8g65.jpg


--------------------------------------------------------------------------------
/userTest/90za.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/90za.jpg


--------------------------------------------------------------------------------
/userTest/98Z6.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/98Z6.jpg


--------------------------------------------------------------------------------
/userTest/99Y1.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/99Y1.jpg


--------------------------------------------------------------------------------
/userTest/9IWI.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/9IWI.jpg


--------------------------------------------------------------------------------
/userTest/9Q7C.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/9Q7C.jpg


--------------------------------------------------------------------------------
/userTest/9U68.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/9U68.jpg


--------------------------------------------------------------------------------
/userTest/9hT8.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/9hT8.jpg


--------------------------------------------------------------------------------
/userTest/9v3k.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/9v3k.jpg


--------------------------------------------------------------------------------
/userTest/AD3L.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/AD3L.jpg


--------------------------------------------------------------------------------
/userTest/AUsx.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/AUsx.jpg


--------------------------------------------------------------------------------
/userTest/AfDA.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/AfDA.jpg


--------------------------------------------------------------------------------
/userTest/Al2e.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/Al2e.jpg


--------------------------------------------------------------------------------
/userTest/B3Zw.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/B3Zw.jpg


--------------------------------------------------------------------------------
/userTest/EB4y.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/EB4y.jpg


--------------------------------------------------------------------------------
/userTest/EJ6I.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/EJ6I.jpg


--------------------------------------------------------------------------------
/userTest/FPV3.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/FPV3.jpg


--------------------------------------------------------------------------------
/userTest/FyTd.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/FyTd.jpg


--------------------------------------------------------------------------------
/userTest/HIXA.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/HIXA.jpg


--------------------------------------------------------------------------------
/userTest/I4lc.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/I4lc.jpg


--------------------------------------------------------------------------------
/userTest/Jl8U.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/Jl8U.jpg


--------------------------------------------------------------------------------
/userTest/L48g.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/L48g.jpg


--------------------------------------------------------------------------------
/userTest/LVY8.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/LVY8.jpg


--------------------------------------------------------------------------------
/userTest/MMX7.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/MMX7.jpg


--------------------------------------------------------------------------------
/userTest/Ma8b.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/Ma8b.jpg


--------------------------------------------------------------------------------
/userTest/N8jq.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/N8jq.jpg


--------------------------------------------------------------------------------
/userTest/NKkP.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/NKkP.jpg


--------------------------------------------------------------------------------
/userTest/Nd0w.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/Nd0w.jpg


--------------------------------------------------------------------------------
/userTest/QPt5.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/QPt5.jpg


--------------------------------------------------------------------------------
/userTest/R63h.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/R63h.jpg


--------------------------------------------------------------------------------
/userTest/R69f.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/R69f.jpg


--------------------------------------------------------------------------------
/userTest/UcKh.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/UcKh.jpg


--------------------------------------------------------------------------------
/userTest/UebN.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/UebN.jpg


--------------------------------------------------------------------------------
/userTest/Vj0l.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/Vj0l.jpg


--------------------------------------------------------------------------------
/userTest/VqjQ.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/VqjQ.jpg


--------------------------------------------------------------------------------
/userTest/W8w5.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/W8w5.jpg


--------------------------------------------------------------------------------
/userTest/Y9eR.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/Y9eR.jpg


--------------------------------------------------------------------------------
/userTest/YCoh.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/YCoh.jpg


--------------------------------------------------------------------------------
/userTest/Yhr7.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/Yhr7.jpg


--------------------------------------------------------------------------------
/userTest/YuPd.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/YuPd.jpg


--------------------------------------------------------------------------------
/userTest/Z0tv.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/Z0tv.jpg


--------------------------------------------------------------------------------
/userTest/ZEEk.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/ZEEk.jpg


--------------------------------------------------------------------------------
/userTest/ZMwH.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/ZMwH.jpg


--------------------------------------------------------------------------------
/userTest/bD4z.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/bD4z.jpg


--------------------------------------------------------------------------------
/userTest/bubr.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/bubr.jpg


--------------------------------------------------------------------------------
/userTest/d5cn.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/d5cn.jpg


--------------------------------------------------------------------------------
/userTest/dc1g.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/dc1g.jpg


--------------------------------------------------------------------------------
/userTest/f05t.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/f05t.jpg


--------------------------------------------------------------------------------
/userTest/fY5e.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/fY5e.jpg


--------------------------------------------------------------------------------
/userTest/g186.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/g186.jpg


--------------------------------------------------------------------------------
/userTest/gNDs.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/gNDs.jpg


--------------------------------------------------------------------------------
/userTest/gnL3.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/gnL3.jpg


--------------------------------------------------------------------------------
/userTest/h5xA.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/h5xA.jpg


--------------------------------------------------------------------------------
/userTest/hP33.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/hP33.jpg


--------------------------------------------------------------------------------
/userTest/j85X.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/j85X.jpg


--------------------------------------------------------------------------------
/userTest/jIn8.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/jIn8.jpg


--------------------------------------------------------------------------------
/userTest/k63p.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/k63p.jpg


--------------------------------------------------------------------------------
/userTest/kf2m.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/kf2m.jpg


--------------------------------------------------------------------------------
/userTest/lA7T.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/lA7T.jpg


--------------------------------------------------------------------------------
/userTest/lfRO.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/lfRO.jpg


--------------------------------------------------------------------------------
/userTest/lh06.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/lh06.jpg


--------------------------------------------------------------------------------
/userTest/noWT.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/noWT.jpg


--------------------------------------------------------------------------------
/userTest/nv37.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/nv37.jpg


--------------------------------------------------------------------------------
/userTest/u5gf.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/u5gf.jpg


--------------------------------------------------------------------------------
/userTest/uJY1.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/uJY1.jpg


--------------------------------------------------------------------------------
/userTest/urwM.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/urwM.jpg


--------------------------------------------------------------------------------
/userTest/v5b6.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/v5b6.jpg


--------------------------------------------------------------------------------
/userTest/vCO5.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/vCO5.jpg


--------------------------------------------------------------------------------
/userTest/vZ88.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/vZ88.jpg


--------------------------------------------------------------------------------
/userTest/w7Nx.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/w7Nx.jpg


--------------------------------------------------------------------------------
/userTest/yECc.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/yECc.jpg


--------------------------------------------------------------------------------
/userTest/yU32.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/yU32.jpg


--------------------------------------------------------------------------------
/userTest/yt0J.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/yt0J.jpg


--------------------------------------------------------------------------------
/userTest/z259.jpg:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/braveryCHR/CNN_captcha/3165617616ee0891128863463fa17e4a5ee5c89c/userTest/z259.jpg


--------------------------------------------------------------------------------