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How to use get_label method in pypom_form
Best Python code snippet using pypom_form_python
AST_to_code.py
Source:AST_to_code.py 
...38 self.tokenizers = {}39 for vocab_type, token2index in token2index_dicts.items():40 self.tokenizers[vocab_type] = Tokenizer(self.output_folder, self.tokenized)41 self.tokenizers[vocab_type].load_from_dict(token2index)42 def get_label(self, node):43 if self.tokenized:44 if node.res:45 return self.tokenizers['RES'].get_label(node.token)46 else:47 parent_label = self.tokenizers['RES'].get_label(node.parent.token)48 if 'LITERAL' in parent_label: 49 return self.tokenizers['LITERAL'].get_label(node.token) 50 elif 'TYPE' == parent_label:51 return self.tokenizers['TYPE'].get_label(node.token)52 elif 'REF_BUILTIN' == parent_label:53 return self.tokenizers['NAME_BUILTIN'].get_label(node.token)54 else:55 return self.tokenizers['NAME'].get_label(node.token)56 else:57 return node.token58 def merge_terminals(self, terminals):59 return ' '.join([self.get_label(term) for term in terminals])60 def get_operator(self, ast_item):61 operator = self.get_label(ast_item).split('_')[-1]62 code = ''63 if 'BINARY' in self.get_label(ast_item) or 'COMPOUND_ASSIGNMENT' in self.get_label(ast_item):64 if len(ast_item.children) > 0:65 code += self.parse_node(ast_item.children[0])66 code += f' {operator} '67 if len(ast_item.children) > 1:68 code += self.parse_node(ast_item.children[1])69 elif 'UNARY' in self.get_label(ast_item):70 if 'POST' in self.get_label(ast_item):71 if len(ast_item.children) > 0:72 code += self.parse_node(ast_item.children[0])73 code += operator74 else:75 code += operator + ' '76 if len(ast_item.children) > 0:77 code += self.parse_node(ast_item.children[0])78 elif 'CONDITIONAL_OPERATOR' == self.get_label(ast_item):79 if len(ast_item.children) > 0:80 code += self.parse_node(ast_item.children[0])81 code += ' ? '82 if len(ast_item.children) > 1:83 code += self.parse_node(ast_item.children[1])84 code += ':'85 if len(ast_item.children) > 2:86 code += self.parse_node(ast_item.children[2])87 else:88 print(ast_item)89 pass90 return code91 def get_call_exp_operator(self, ast_item):92 code = ''93 operator_label = self.get_label(ast_item.children[0].children[0])94 operator = operator_label.split('operator')[-1]95 if operator == '[]':96 if len(ast_item.children[1].children) > 0:97 code += self.parse_node(ast_item.children[1].children[0])98 if len(ast_item.children[1].children) > 1:99 code += f'[{self.parse_node(ast_item.children[1].children[1])}]'100 elif operator == '()':101 if len(ast_item.children[1].children) > 0:102 code += self.parse_node(ast_item.children[1].children[0])103 if len(ast_item.children[1].children) > 1:104 code += f'({self.parse_node(ast_item.children[1].children[1])})'105 else:106 code += '()'107 elif operator == '*' or (len(ast_item.children) > 1 and len(ast_item.children[1].children) < 2):108 code += operator109 if len(ast_item.children[1].children) > 0:110 code += self.parse_node(ast_item.children[1].children[0])111 elif operator in ['++_PRE', '++_POST', '--_PRE', '--_POST']:112 if 'PRE' in operator:113 code += operator.split('_')[0]114 if len(ast_item.children[1].children) > 0:115 code += self.parse_node(ast_item.children[1].children[0])116 else:117 if len(ast_item.children[1].children) > 0:118 code += self.parse_node(ast_item.children[1].children[0])119 code += operator.split('_')[0]120 else:121 # first argument of operator122 if len(ast_item.children) > 1 and len(ast_item.children[1].children) > 0:123 code += self.parse_node(ast_item.children[1].children[0])124 code += f' {operator} '125 if len(ast_item.children) > 1 and len(ast_item.children[1].children) > 1:126 code += self.parse_node(ast_item.children[1].children[1]) 127 return code128 def get_var_decl(self, ast_item):129 # Contains all non-ref and non-type values130 # e.g. int ch[1][1] = {{2}} would give [1, 1, 2]131 declarations = []132 acc_spec = ''133 var_type = ''134 var_name = 'VAR_NAME_PLACEHOLDER'135 # If the variable is an array, this is will be filled136 array_sizes = []137 for child in ast_item.children:138 # Skip the type if this is a child of a declaration statement and not the first child139 # and the type is the same as the type of the first child140 if self.get_label(child) == 'TYPE_KIND' and \141 not (self.get_label(ast_item.parent) == 'DECL_STMT' \142 and ast_item != ast_item.parent.children[0]) and len(child.children) > 0:143 var_type_size = self.get_type(child.children[0])144 if type(var_type_size) is tuple:145 var_type += var_type_size[0]146 array_sizes = var_type_size[1]147 else:148 var_type = var_type_size149 elif self.get_label(child) == 'TYPE_KIND':150 var_type_size = self.get_type(child.children[0])151 if type(var_type_size) is tuple:152 array_sizes = var_type_size[1]153 154 elif self.get_label(child) == 'DECLARATOR':155 for decl_child in child.children:156 if self.get_label(decl_child) == 'NAME':157 var_name = self.merge_terminals(decl_child.children)158 else:159 declarations.append(self.parse_node(decl_child))160 elif self.get_label(child) == 'ACCESS_SPECIFIER':161 acc_spec += f'{self.merge_terminals(child.children).lower()}:\n' 162 ref_dims = ['[' + num + ']' for num in array_sizes]163 # initialize value the variable was initialized to (empty)164 var_value = ''165 # append initial values if set166 if len(declarations) > 0:167 var_value += ' = ' + ' '.join(declarations)168 # Combine the type of the variable with the name, dimensions and initial value169 return f'{acc_spec}{var_type} {var_name}{"".join(ref_dims)}{var_value}'170 def get_type(self, ast_item):171 type_string = ''172 if self.get_label(ast_item) == 'POINTER':173 type_string += self.get_type(ast_item.children[0])174 type_string += ' *'175 return type_string176 elif self.get_label(ast_item) == 'CONST_QUALIFIED':177 type_string += 'const '178 type_string += self.get_type(ast_item.children[0])179 return type_string180 elif self.get_label(ast_item) in ['TYPE', 'TYPE_REF']:181 if len(ast_item.children) > 0:182 return self.get_label(ast_item.children[0])183 else:184 return ''185 elif self.get_label(ast_item) == 'TYPE_ARRAY':186 array_sizes = []187 array_type = 'auto'188 for array_child in ast_item.children:189 if self.get_label(array_child) in ['TYPE', 'TYPE_REF', 'TYPE_RECORD']:190 array_type = self.get_type(array_child)191 elif self.get_label(array_child) == 'ARRAY_SIZES':192 for array_size in array_child.children:193 array_sizes.append(self.parse_node(array_size))194 type_string += array_type195 return (type_string, array_sizes)196 elif self.get_label(ast_item) == 'TYPE_RECORD':197 record_type = 'auto'198 for record_child in ast_item.children:199 if self.get_label(record_child) in ['TYPE', 'TYPE_REF']:200 record_type = self.get_type(record_child) 201 type_string += record_type202 for record_child in ast_item.children: 203 if self.get_label(record_child) == 'TYPE_RECORD_ELEMENTS':204 type_string += '<'205 for index, record_element in enumerate(record_child.children):206 type_string += self.get_type(record_element)207 if index < len(record_child.children)- 1:208 type_string += ', '209 type_string += '>'210 211 return type_string212 elif self.get_label(ast_item) == 'LVALUEREFERENCE':213 return self.get_type(ast_item.children[0]) + '&'214 elif self.get_label(ast_item) == 'RVALUEREFERENCE':215 return self.get_type(ast_item.children[0]) + '&&'216 else:217 return self.get_label(ast_item)218 219 220 def get_function_decl(self, ast_item):221 params = []222 acc_spec = ''223 return_type = ''224 const = ''225 func_name = ''226 for child in ast_item.children:227 if self.get_label(child) == 'TYPE_KIND':228 return_type += self.get_type(child.children[0])229 elif self.get_label(child) == 'PARM_DECL':230 params.append(self.get_var_decl(child))231 elif self.get_label(child) == 'NAME':232 func_name = self.merge_terminals(child.children)233 elif self.get_label(child) == 'ACCESS_SPECIFIER':234 acc_spec += f'{self.get_label(child.children[0]).lower()}:\n'235 elif self.get_label(child) == 'CONST':236 const += ' const'237 238 return f'{acc_spec}{return_type} {func_name}({", ".join(params)}){const}'239 def is_function(self, node):240 return self.get_label(node) in ['FUNCTION_DECL', 'FUNCTION_TEMPLATE',241 'CXX_METHOD', 'DESTRUCTOR', 'CONSTRUCTOR']242 def get_temp_type_param(self, ast_item):243 parameter_pack = False244 # If it is the last template type parameter, check if we need to add ... (=parameter pack -> zero or more params)245 if ast_item == ast_item.parent.children[-1]:246 function_decl_index = -1247 for index, child in enumerate(ast_item.parent.parent.children):248 if child == ast_item.parent:249 function_decl_index = index + 1250 if len(ast_item.parent.children) > function_decl_index and len(ast_item.parent.children[function_decl_index].children) > 1:251 last_parm_decl = ast_item.parent.parent.children[function_decl_index].children[-2].children[0].children[0]252 if self.get_label(last_parm_decl).endswith('...'):253 parameter_pack = True254 out = f'typename{"..." if parameter_pack else ""}'255 if len(ast_item.children) > 0:256 return out + f'{self.get_label(ast_item.children[0])}'257 else:258 return out259 def get_lambda_expr(self, ast_item):260 capture_clauses = []261 params = []262 for child in ast_item.children:263 if self.get_label(child) == 'CAPTURE_CLAUSE':264 capture_clauses.append(self.merge_terminals(child.children))265 elif self.get_label(child) == 'PARM_DECL':266 params.append(self.get_var_decl(child))267 268 return f'[{", ".join(capture_clauses)}]({", ".join(params)})'269 def parse_node(self, node):270 call_exp_operators = ['[]', '=', '<<', '>>', '==', '+', '-', '%', '*', '/',271 '+=', '-=', '^=', '||', '()', '!=',272 '++_PRE', '++_POST', '--_PRE', '--_POST']273 call_exp_operator_labels = ['operator' + op for op in call_exp_operators]274 code = ''275 if self.get_label(node) == 'VAR_DECL' or self.get_label(node) == 'FIELD_DECL' or self.get_label(node) == 'UNEXPOSED_DECL':276 code += self.get_var_decl(node)277 elif self.is_function(node):278 code += self.get_function_decl(node)279 for child in node.children:280 code += self.parse_node(child)281 elif self.get_label(node) == 'COMPOUND_STMT':282 code += ' {\n'283 for child in node.children:284 code += self.parse_node(child)285 code += '}\n'286 elif self.get_label(node) == 'PAREN_EXPR':287 code += '('288 for child in node.children:289 code += self.parse_node(child)290 code += ')'291 elif 'OPERATOR' in self.get_label(node) or 'UNARY_EXPR' in self.get_label(node):292 code += self.get_operator(node)293 elif self.get_label(node) == 'GNU_NULL_EXPR':294 code += 'NULL'295 elif self.get_label(node) == 'CXX_NULL_PTR_LITERAL_EXPR':296 code += 'nullptr'297 elif self.get_label(node) == 'COMPOUND_LITERAL_EXPR' or self.get_label(node) == 'CSTYLE_CAST_EXPR':298 code += '('299 code += self.parse_node(node.children[0]) if self.get_label(node) == 'COMPOUND_LITERAL_EXPR' else self.get_type(node.children[0].children[0])300 code += ')'301 for child in node.children[1:]:302 code += self.parse_node(child)303 elif self.get_label(node) in ['DECL_REF_EXPR', 'MEMBER_REF_EXPR', 'MEMBER_REF', 'LABEL_REF', 'REF', 'REF_BUILTIN'] or 'LITERAL' in self.get_label(node):304 for child in node.children[1:]:305 code += self.parse_node(child)306 code += '.'307 if self.get_label(node) == 'MEMBER_REF_EXPR' and len(node.children) > 1 \308 and self.get_label(node.children[1]) != 'CXX_THIS_EXPR': #node.parent.parent) == 'REF':309 code += '.'310 if len(node.children) > 0:311 code += self.get_label(node.children[0])312 # if self.get_label(node.parent) in ['REF', 'REF_BUILTIN']:313 # code += '.'314 elif self.get_label(node) == 'IF_STMT':315 code += 'if('316 # The first compound statement of an if statement is the code of the317 # if statement, the second (and also last) compound statement is for318 # a possible else statement319 compound_statements = 0320 for index, child in enumerate(node.children):321 if index == len(node.children) - 1 and compound_statements > 0:322 code += 'else '323 if self.get_label(child) == 'COMPOUND_STMT':324 compound_statements += 1325 code += self.parse_node(child)326 if index == 0:327 code += ')'328 elif self.get_label(node) == 'ARRAY_SUBSCRIPT_EXPR':329 if len(node.children) > 0:330 code += self.parse_node(node.children[0])331 code += '['332 if len(node.children) > 1:333 code += self.parse_node(node.children[1])334 335 code += ']'336 elif self.get_label(node) == 'RETURN_STMT':337 code += 'return'338 for child in node.children:339 code += ' '340 code += self.parse_node(child)341 elif self.get_label(node) == 'FOR_STMT':342 code += 'for('343 # Count amount of expressions in for loop (can essentialy be empty: for(;;))344 for_stmt_expressions = 0345 for child in node.children:346 if self.get_label(child) != 'COMPOUND_STMT':347 for_stmt_expressions += 1348 else:349 break350 # add ; for empty expressions e.g. if we have 2 expressions: for(;expr2;expr3)351 for _ in range(3 - for_stmt_expressions):352 code += ';'353 # add expressions354 for i in range(for_stmt_expressions):355 code += self.parse_node(node.children[i])356 if i < for_stmt_expressions - 1:357 code += '; '358 code += ')'359 # parse for loop compound statement360 for i in range(for_stmt_expressions, len(node.children)):361 code += self.parse_node(node.children[i])362 elif self.get_label(node) == 'CALL_EXPR':363 if len(node.children) > 0 and len(node.children[0].children) > 0 and self.get_label(node.children[0].children[0]) in call_exp_operator_labels:364 code += self.get_call_exp_operator(node)365 else:366 for idx, child in enumerate(reversed(node.children)):367 if self.get_label(child) != 'ARGUMENTS':368 code += self.parse_node(child)369 if self.get_label(child) != 'TYPE_REF' and idx < len(node.children) - 1:370 code += '.'371 code += '('372 for child in node.children: 373 # # for child in node.children:374 # # if self.get_label(child) in ['NAME', 'REF', 'REF_BUILTIN']:375 if self.get_label(child) == 'ARGUMENTS':376 for index, arg in enumerate(child.children):377 code += self.parse_node(arg)378 if index < len(child.children) - 1:379 code += ', '380 code += ')'381 elif self.get_label(node) == 'TYPE_CALL_EXPR':382 for child in node.children:383 if self.get_label(child) == 'TYPE_KIND':384 code += self.get_type(child.children[0]) + '('385 elif self.get_label(child) == 'ARGUMENTS':386 for index, arg in enumerate(child.children):387 code += self.parse_node(arg)388 if index < len(child.children) - 1:389 code += ', '390 code += ')'391 392 elif self.get_label(node) == 'TYPEDEF_DECL':393 for child in node.children:394 if self.get_label(child) == 'TYPE_DEF':395 code += f'typedef {self.get_type(child.children[0])} '396 elif self.get_label(child) == 'IDENTIFIER':397 code += self.get_label(child.children[0])398 elif self.get_label(node) == 'WHILE_STMT':399 code += 'while('400 code += self.parse_node(node.children[0])401 code += ')'402 code += self.parse_node(node.children[1])403 elif self.get_label(node) == 'TYPE_REF' or self.get_label(node) == 'TYPE':404 code += self.get_type(node)405 if self.get_label(node.parent) != 'COMPOUND_LITERAL_EXPR' and not 'CAST' in self.get_label(node.parent):406 code += '::'407 elif self.get_label(node) == 'CLASS_DECL':408 code += 'class '409 for child in node.children:410 if self.get_label(child) == 'NAME':411 code += self.merge_terminals(child.children)412 else:413 code += self.parse_node(child)414 elif self.get_label(node) == 'STRUCT_DECL':415 code += 'struct '416 for child in node.children:417 if self.get_label(child) == 'NAME':418 code += self.merge_terminals(child.children)419 else:420 code += self.parse_node(child)421 elif self.get_label(node) in ['BREAK_STMT', 'CONTINUE_STMT']:422 code += self.get_label(node).split('_')[0].lower()423 elif self.get_label(node) == 'CXX_FOR_RANGE_STMT':424 code += 'for('425 code += self.parse_node(node.children[0])426 code += ':'427 code += self.parse_node(node.children[1])428 code += ')'429 for child in node.children[2:]:430 code += self.parse_node(child)431 elif self.get_label(node) == 'INIT_LIST_EXPR':432 code += '{'433 for index, child in enumerate(node.children):434 code += self.parse_node(child)435 if index < len(node.children) - 1:436 code += ','437 code += '}'438 elif self.get_label(node) == 'DECL_STMT':439 for index, child in enumerate(node.children):440 code += self.parse_node(child)441 if index < len(node.children) - 1:442 code += ','443 elif self.get_label(node) == 'TEMPLATE_DECL':444 code += 'template<'445 for index, child in enumerate(node.children):446 code += self.parse_node(child)447 if index < len(node.children) - 1:448 code += ','449 code += '>\n'450 elif self.get_label(node) == 'TEMPLATE_TYPE_PARAMETER':451 code += self.get_temp_type_param(node)452 elif self.get_label(node) == 'CXX_FUNCTIONAL_CAST_EXPR':453 code += f'{ self.get_type(node.children[0].children[0])}('454 for child in node.children[1:]:455 code += self.parse_node(child)456 457 code += ')'458 elif self.get_label(node) == 'CONSTRUCTOR_INITIALIZER':459 constr_inits = []460 for child in node.parent.children:461 if self.get_label(child) == 'CONSTRUCTOR_INITIALIZER':462 constr_inits.append(child)463 # If first constr init, add ' : '464 if node == constr_inits[0]:465 code += ' : '466 467 code += self.parse_node(node.children[0]) + '('468 if len(node.children) > 1:469 code += self.parse_node(node.children[1])470 code += ')'471 # If not last constr init, place comma in between constr inits472 if node != constr_inits[-1]:473 code += ', '474 elif self.get_label(node) == 'PACK_EXPANSION_EXPR':475 for child in node.children:476 code += self.parse_node(child)477 code += '...'478 elif self.get_label(node) == 'CXX_THIS_EXPR':479 if self.get_label(node.parent) == 'MEMBER_REF_EXPR':480 code += 'this->'481 else:482 code += 'this'483 elif self.get_label(node) == 'SWITCH_STMT':484 code += 'switch('485 code += self.parse_node(node.children[0])486 code += ')'487 for child in node.children[1:]:488 code += self.parse_node(child)489 elif self.get_label(node) == 'CASE_STMT':490 code += 'case '491 code += self.parse_node(node.children[0])492 code += ':\n'493 for child in node.children[1:]:494 code += self.parse_node(child)495 elif self.get_label(node) == 'CXX_TRY_STMT':496 code += 'try'497 for child in node.children:498 code += self.parse_node(child)499 elif self.get_label(node) == 'CXX_CATCH_STMT':500 if len(node.children) < 2:501 code += 'catch(...)'502 for child in node.children:503 code += self.parse_node(child)504 505 else:506 code += 'catch('507 code += self.parse_node(node.children[0])508 code += ')'509 for child in node.children[1:]:510 code += self.parse_node(child)511 elif self.get_label(node) == 'LAMBDA_EXPR':512 code += self.get_lambda_expr(node)513 for child in node.children:514 code += self.parse_node(child)515 elif self.get_label(node) == 'CXX_STATIC_CAST_EXPR':516 code += f'static_cast<{self.get_label(node.children[0].children[0])}>('517 for child in node.children[1:]:518 code += self.parse_node(child)519 code += ')'520 elif self.get_label(node) == 'DO_STMT':521 code += 'do'522 code += self.parse_node(node.children[0])523 code += 'while('524 for child in node.children[1:]:525 code += self.parse_node(child)526 code += ')'527 elif self.get_label(node) == 'GOTO_STMT':528 code += 'goto '529 for child in node.children:530 code += self.parse_node(child)531 elif self.get_label(node) == 'LABEL_STMT':532 for label_child in node.children:533 if self.get_label(label_child) == 'NAME':534 label_name = self.merge_terminals(label_child.children)535 code += f'{label_name}:\n'536 else:537 code += self.parse_node(label_child)538 # elif self.get_label(node) == 'TYPE_KIND':539 # code += self.get_type(node.children[0])540 # print(node.parent, node.children[0].children)541 else:542 # print(self.get_label(node))543 pass544 if ('COMPOUND_STMT' in self.get_label(node.parent) \545 or self.get_label(node.parent) == 'root' \546 # If statement one-liner with no compound statement (= {..}), we still want ";" after each line547 or (self.get_label(node.parent) == 'IF_STMT' \548 and 'COMPOUND_STMT' not in [self.get_label(c) for c in node.parent.children] \549 and node != node.parent.children[0])) \550 and (self.get_label(node) != 'FUNCTION_DECL' \551 and self.get_label(node) != 'IF_STMT' \552 and self.get_label(node) != 'FOR_STMT' \553 and self.get_label(node) != 'CXX_FOR_RANGE_STMT' \554 and self.get_label(node) != 'WHILE_STMT' \555 and self.get_label(node) != 'TEMPLATE_DECL') \556 or (self.get_label(node) == 'FUNCTION_DECL' and 'COMPOUND_STMT' not in [self.get_label(c) for c in node.children]):557 code += ';\n'558 return code559 def thread_parser(self, file_queue, pbar, output_folder, imports):560 while not file_queue.empty():561 ast_id, ast = file_queue.get()562 root = self.importer.import_(ast)563 output = open(f'{output_folder}{ast_id}.cpp', 'w')564 565 try:566 for child in root.children:567 output.write(self.parse_node(child))568 except Exception as e:569 print(f'File: {ast_id} failed: {e}')570 pbar.update()...
Face_Recognition_Tflearn.py
Source:Face_Recognition_Tflearn.py
...24shape_predictor = dlib.shape_predictor(predictor_path)25face_recog = dlib.face_recognition_model_v1(face_recog_model_path)262728def get_label(key):29 label = []30 for i in range(num_faces):31 if key == i:32 label.append(1)33 else:34 label.append(0)3536 print(label)37 return label383940for folder_name in tqdm(os.listdir(image_dir)):41 count = 042 folder_path = os.path.join(image_dir, folder_name)43 for image_name in os.listdir(folder_path):44 image_path = os.path.join(folder_path, image_name)45 img = cv2.imread(image_path)46 dets = detector(img, 1)47 print("Number of faces detected", len(dets))48 if len(dets) == 0 or len(dets) > 1:49 pass50 else:51 for k, d in enumerate(dets):52 print("Detection {}: Left : {} Top: {} Right: {} Bottom: {}".format(k, d.left(), d.top(), d.right(), d.bottom()))53 shape = shape_predictor(img, d)54 face_descriptor = face_recog.compute_face_descriptor(img, shape)55 # print(face_descriptor)56 # print(len(face_descriptor))57 if count < num_shots:58 num_train += 159 feature_vector_train.append([face_descriptor])60 # if folder_name == "Nikhil":61 # labels_train.append(get_label(0))62 # elif folder_name == "Nikita":63 # labels_train.append(get_label(1))64 # elif folder_name == "Chaitanya":65 # labels_train.append(get_label(2))66 # elif folder_name == "Deep":67 # labels_train.append(get_label(3))68 if folder_name == "Aamir Khan":69 labels_train.append(get_label(0))70 elif folder_name == "AJ Styles":71 labels_train.append(get_label(1))72 elif folder_name == "Anushka Sharma":73 labels_train.append(get_label(2))74 elif folder_name == "Bebe Rexa":75 labels_train.append(get_label(3))76 elif folder_name == "Biswa Kalyan Rath":77 labels_train.append(get_label(4))78 elif folder_name == "Brad Pitt":79 labels_train.append(get_label(5))80 elif folder_name == "Chris Jericho":81 labels_train.append(get_label(6))82 elif folder_name == "Dwayne Johnson":83 labels_train.append(get_label(7))84 elif folder_name == "Gigi":85 labels_train.append(get_label(8))86 elif folder_name == "Harvey Specter":87 labels_train.append(get_label(9))88 elif folder_name == "Jacqueline Fernandez":89 labels_train.append(get_label(10))90 elif folder_name == "Jaime Presley":91 labels_train.append(get_label(11))92 elif folder_name == "Jeff Bezos":93 labels_train.append(get_label(12))94 elif folder_name == "Jeff Hardy":95 labels_train.append(get_label(13))96 elif folder_name == "Margot Robbie":97 labels_train.append(get_label(14))98 elif folder_name == "Matt Leblanc":99 labels_train.append(get_label(15))100 elif folder_name == "Modi Ji":101 labels_train.append(get_label(16))102 elif folder_name == "Mukesh Ambani":103 labels_train.append(get_label(17))104 elif folder_name == "Parineeti Chopra":105 labels_train.append(get_label(18))106 elif folder_name == "Ranbir Kapoor":107 labels_train.append(get_label(19))108 elif folder_name == "Ravindra Jadeja":109 labels_train.append(get_label(20))110 elif folder_name == "Salman Khan":111 labels_train.append(get_label(21))112 elif folder_name == "Shahrukh Khan":113 labels_train.append(get_label(22))114 elif folder_name == "Tim Cook":115 labels_train.append(get_label(23))116 elif folder_name == "Virat Kohli":117 labels_train.append(get_label(24))118 elif folder_name == "Nikhil":119 labels_train.append(get_label(25))120 elif folder_name == "Nikita":121 labels_train.append(get_label(26))122 elif folder_name == "Chaitanya":123 labels_train.append(get_label(27))124 elif folder_name == "Deep":125 labels_train.append(get_label(28))126 elif folder_name == "Class 31":127 labels_train.append(get_label(29))128 elif folder_name == "Class 32":129 labels_train.append(get_label(30))130 elif folder_name == "Class 33":131 labels_train.append(get_label(31))132 elif folder_name == "Class 34":133 labels_train.append(get_label(32))134 elif folder_name == "Class 35":135 labels_train.append(get_label(33))136 elif folder_name == "Class 36":137 labels_train.append(get_label(34))138 elif folder_name == "Class 37":139 labels_train.append(get_label(35))140 elif folder_name == "Class 38":141 labels_train.append(get_label(36))142 elif folder_name == "Class 39":143 labels_train.append(get_label(37))144 elif folder_name == "Class 40":145 labels_train.append(get_label(38))146 elif folder_name == "Class 41":147 labels_train.append(get_label(39))148 elif folder_name == "Class 42":149 labels_train.append(get_label(40))150 elif folder_name == "Class 43":151 labels_train.append(get_label(41))152 elif folder_name == "Class 44":153 labels_train.append(get_label(42))154 elif folder_name == "Class 45":155 labels_train.append(get_label(43))156 elif folder_name == "Class 46":157 labels_train.append(get_label(44))158 elif folder_name == "Class 47":159 labels_train.append(get_label(45))160 elif folder_name == "Class 48":161 labels_train.append(get_label(46))162 elif folder_name == "Class 49":163 labels_train.append(get_label(47))164 elif folder_name == "Class 50":165 labels_train.append(get_label(48))166 else:167 labels_train.append(get_label(49)) # For Unauthorized person168 else:169 num_test += 1170 feature_vector_test.append([face_descriptor])171 # if folder_name == "Nikhil":172 # labels_test.append(get_label(0))173 # elif folder_name == "Nikita":174 # labels_test.append(get_label(1))175 # elif folder_name == "Chaitanya":176 # labels_test.append(get_label(2))177 # elif folder_name == "Deep":178 # labels_test.append(get_label(3))179 if folder_name == "Aamir Khan":180 labels_test.append(get_label(0))181 elif folder_name == "AJ Styles":182 labels_test.append(get_label(1))183 elif folder_name == "Anushka Sharma":184 labels_test.append(get_label(2))185 elif folder_name == "Bebe Rexa":186 labels_test.append(get_label(3))187 elif folder_name == "Biswa Kalyan Rath":188 labels_test.append(get_label(4))189 elif folder_name == "Brad Pitt":190 labels_test.append(get_label(5))191 elif folder_name == "Chris Jericho":192 labels_test.append(get_label(6))193 elif folder_name == "Dwayne Johnson":194 labels_test.append(get_label(7))195 elif folder_name == "Gigi":196 labels_test.append(get_label(8))197 elif folder_name == "Harvey Specter":198 labels_test.append(get_label(9))199 elif folder_name == "Jacqueline Fernandez":200 labels_test.append(get_label(10))201 elif folder_name == "Jaime Presley":202 labels_test.append(get_label(11))203 elif folder_name == "Jeff Bezos":204 labels_test.append(get_label(12))205 elif folder_name == "Jeff Hardy":206 labels_test.append(get_label(13))207 elif folder_name == "Margot Robbie":208 labels_test.append(get_label(14))209 elif folder_name == "Matt Leblanc":210 labels_test.append(get_label(15))211 elif folder_name == "Modi Ji":212 labels_test.append(get_label(16))213 elif folder_name == "Mukesh Ambani":214 labels_test.append(get_label(17))215 elif folder_name == "Parineeti Chopra":216 labels_test.append(get_label(18))217 elif folder_name == "Ranbir Kapoor":218 labels_test.append(get_label(19))219 elif folder_name == "Ravindra Jadeja":220 labels_test.append(get_label(20))221 elif folder_name == "Salman Khan":222 labels_test.append(get_label(21))223 elif folder_name == "Shahrukh Khan":224 labels_test.append(get_label(22))225 elif folder_name == "Tim Cook":226 labels_test.append(get_label(23))227 elif folder_name == "Virat Kohli":228 labels_test.append(get_label(24))229 elif folder_name == "Nikhil":230 labels_test.append(get_label(25))231 elif folder_name == "Nikita":232 labels_test.append(get_label(26))233 elif folder_name == "Chaitanya":234 labels_test.append(get_label(27))235 elif folder_name == "Deep":236 labels_test.append(get_label(28))237 elif folder_name == "Class 31":238 labels_test.append(get_label(29))239 elif folder_name == "Class 32":240 labels_test.append(get_label(30))241 elif folder_name == "Class 33":242 labels_test.append(get_label(31))243 elif folder_name == "Class 34":244 labels_test.append(get_label(32))245 elif folder_name == "Class 35":246 labels_test.append(get_label(33))247 elif folder_name == "Class 36":248 labels_test.append(get_label(34))249 elif folder_name == "Class 37":250 labels_test.append(get_label(35))251 elif folder_name == "Class 38":252 labels_test.append(get_label(36))253 elif folder_name == "Class 39":254 labels_test.append(get_label(37))255 elif folder_name == "Class 40":256 labels_test.append(get_label(38))257 elif folder_name == "Class 41":258 labels_test.append(get_label(39))259 elif folder_name == "Class 42":260 labels_test.append(get_label(40))261 elif folder_name == "Class 43":262 labels_test.append(get_label(41))263 elif folder_name == "Class 44":264 labels_test.append(get_label(42))265 elif folder_name == "Class 45":266 labels_test.append(get_label(43))267 elif folder_name == "Class 46":268 labels_test.append(get_label(44))269 elif folder_name == "Class 47":270 labels_test.append(get_label(45))271 elif folder_name == "Class 48":272 labels_test.append(get_label(46))273 elif folder_name == "Class 49":274 labels_test.append(get_label(47))275 elif folder_name == "Class 50":276 labels_test.append(get_label(48))277 else:278 labels_test.append(get_label(49)) # For Unauthorized person279 count += 1280281#feature_vector_train = np.load("feature_vector_train.npy")282#feature_vector_test = np.load("feature_vector_test.npy")283print()284print()285print(len(feature_vector_train))286print(len(labels_train))287# num_train = 24288# num_test = 17289feature_vector_train = np.array(feature_vector_train).reshape(num_train, 128, 1, 1)290# random.shuffle(feature_vector_train)291np.save("feature_vector_train.npy", feature_vector_train)292feature_vector_test = np.array(feature_vector_test).reshape(num_test, 128, 1, 1)
...
fields.py
Source:fields.py
...54 if self.allow_blank:55 yield ('__None', self.blank_text, self.data is None)56 for obj in self.query:57 key = str(obj.key())58 label = self.get_label(obj)59 yield (key, label, (self.data.key() == obj.key()) if self.data else False)60 def process_formdata(self, valuelist):61 if valuelist:62 if valuelist[0] == '__None':63 self.data = None64 else:65 self._data = None66 self._formdata = valuelist[0]67 def pre_validate(self, form):68 if not self.allow_blank or self.data is not None:69 for obj in self.query:70 if str(self.data.key()) == str(obj.key()):71 break72 else:73 raise ValueError(self.gettext('Not a valid choice'))74class KeyPropertyField(fields.SelectFieldBase):75 """76 A field for ``ndb.KeyProperty``. The list items are rendered in a select.77 :param reference_class:78 A db.Model class which will be used to generate the default query79 to make the list of items. If this is not specified, The `query`80 property must be overridden before validation.81 :param get_label:82 If a string, use this attribute on the model class as the label83 associated with each option. If a one-argument callable, this callable84 will be passed model instance and expected to return the label text.85 Otherwise, the model object's `__str__` or `__unicode__` will be used.86 :param allow_blank:87 If set to true, a blank choice will be added to the top of the list88 to allow `None` to be chosen.89 :param blank_text:90 Use this to override the default blank option's label.91 """92 widget = widgets.Select()93 def __init__(self, label=None, validators=None, reference_class=None,94 get_label=None, allow_blank=False, blank_text='', **kwargs):95 super(KeyPropertyField, self).__init__(label, validators, **kwargs)96 if get_label is None:97 self.get_label = lambda x: x98 elif isinstance(get_label, basestring):99 self.get_label = operator.attrgetter(get_label)100 else:101 self.get_label = get_label102 self.allow_blank = allow_blank103 self.blank_text = blank_text104 self._set_data(None)105 if reference_class is not None:106 self.query = reference_class.query()107 def _get_data(self):108 if self._formdata is not None:109 for obj in self.query:110 if str(obj.key.id()) == self._formdata:111 self._set_data(obj)112 break113 return self._data114 def _set_data(self, data):115 self._data = data116 self._formdata = None117 data = property(_get_data, _set_data)118 def iter_choices(self):119 if self.allow_blank:120 yield ('__None', self.blank_text, self.data is None)121 for obj in self.query:122 key = str(obj.key.id())123 label = self.get_label(obj)124 yield (key, label, (self.data.key == obj.key) if self.data else False)125 def process_formdata(self, valuelist):126 if valuelist:127 if valuelist[0] == '__None':128 self.data = None129 else:130 self._data = None131 self._formdata = valuelist[0]132 def pre_validate(self, form):133 if self.data is not None:134 for obj in self.query:135 if self.data.key == obj.key:136 break137 else:...
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