\n| \n \u5e8f\u53f7<\/span><\/p>\n<\/td>\n | \n \u5b57\u6bb5\u540d<\/span><\/p>\n<\/td>\n | \n \u7c7b\u578b<\/span><\/p>\n<\/td>\n | \n \u957f\u5ea6<\/span><\/p>\n<\/td>\n | \n \u662f\u5426\u4e3a\u7a7a<\/span><\/p>\n<\/td>\n | \n \u9ed8\u8ba4\u503c<\/span><\/p>\n<\/td>\n | \n \u5c0f\u6570\u4f4d<\/span><\/p>\n<\/td>\n | \n \u6ce8\u91ca<\/span><\/p>\n<\/td>\n<\/tr>\n\n| \n 1<\/p>\n<\/td>\n | \n id<\/p>\n<\/td>\n | \n int(11)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 2<\/p>\n<\/td>\n | \n name<\/p>\n<\/td>\n | \n varchar(150)<\/p>\n<\/td>\n | \n 150<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \n 2\u3001auth_group_permissions[–]<\/p>\n \n\n\n| \n \u5e8f\u53f7<\/span><\/p>\n<\/td>\n | \n \u5b57\u6bb5\u540d<\/span><\/p>\n<\/td>\n | \n \u7c7b\u578b<\/span><\/p>\n<\/td>\n | \n \u957f\u5ea6<\/span><\/p>\n<\/td>\n | \n \u662f\u5426\u4e3a\u7a7a<\/span><\/p>\n<\/td>\n | \n \u9ed8\u8ba4\u503c<\/span><\/p>\n<\/td>\n | \n \u5c0f\u6570\u4f4d<\/span><\/p>\n<\/td>\n | \n \u6ce8\u91ca<\/span><\/p>\n<\/td>\n<\/tr>\n\n| \n 1<\/p>\n<\/td>\n | \n id<\/p>\n<\/td>\n | \n bigint(20)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 2<\/p>\n<\/td>\n | \n group_id<\/p>\n<\/td>\n | \n int(11)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 3<\/p>\n<\/td>\n | \n permission_id<\/p>\n<\/td>\n | \n int(11)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \n 3\u3001auth_permission[–]<\/p>\n \n\n\n| \n \u5e8f\u53f7<\/span><\/p>\n<\/td>\n | \n \u5b57\u6bb5\u540d<\/span><\/p>\n<\/td>\n | \n \u7c7b\u578b<\/span><\/p>\n<\/td>\n | \n \u957f\u5ea6<\/span><\/p>\n<\/td>\n | \n \u662f\u5426\u4e3a\u7a7a<\/span><\/p>\n<\/td>\n | \n \u9ed8\u8ba4\u503c<\/span><\/p>\n<\/td>\n | \n \u5c0f\u6570\u4f4d<\/span><\/p>\n<\/td>\n | \n \u6ce8\u91ca<\/span><\/p>\n<\/td>\n<\/tr>\n\n| \n 1<\/p>\n<\/td>\n | \n id<\/p>\n<\/td>\n | \n int(11)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 2<\/p>\n<\/td>\n | \n name<\/p>\n<\/td>\n | \n varchar(255)<\/p>\n<\/td>\n | \n 255<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 3<\/p>\n<\/td>\n | \n content_type_id<\/p>\n<\/td>\n | \n int(11)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 4<\/p>\n<\/td>\n | \n codename<\/p>\n<\/td>\n | \n varchar(100)<\/p>\n<\/td>\n | \n 100<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \n 4\u3001auth_user[–]<\/p>\n \n\n\n| \n \u5e8f\u53f7<\/span><\/p>\n<\/td>\n | \n \u5b57\u6bb5\u540d<\/span><\/p>\n<\/td>\n | \n \u7c7b\u578b<\/span><\/p>\n<\/td>\n | \n \u957f\u5ea6<\/span><\/p>\n<\/td>\n | \n \u662f\u5426\u4e3a\u7a7a<\/span><\/p>\n<\/td>\n | \n \u9ed8\u8ba4\u503c<\/span><\/p>\n<\/td>\n | \n \u5c0f\u6570\u4f4d<\/span><\/p>\n<\/td>\n | \n \u6ce8\u91ca<\/span><\/p>\n<\/td>\n<\/tr>\n\n| \n 1<\/p>\n<\/td>\n | \n id<\/p>\n<\/td>\n | \n int(11)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 2<\/p>\n<\/td>\n | \n password<\/p>\n<\/td>\n | \n varchar(128)<\/p>\n<\/td>\n | \n 128<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 3<\/p>\n<\/td>\n | \n last_login<\/p>\n<\/td>\n | \n datetime(6)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n YES<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 4<\/p>\n<\/td>\n | \n is_superuser<\/p>\n<\/td>\n | \n tinyint(1)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 5<\/p>\n<\/td>\n | \n username<\/p>\n<\/td>\n | \n varchar(150)<\/p>\n<\/td>\n | \n 150<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 6<\/p>\n<\/td>\n | \n first_name<\/p>\n<\/td>\n | \n varchar(150)<\/p>\n<\/td>\n | \n 150<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 7<\/p>\n<\/td>\n | \n last_name<\/p>\n<\/td>\n | \n varchar(150)<\/p>\n<\/td>\n | \n 150<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 8<\/p>\n<\/td>\n | \n email<\/p>\n<\/td>\n | \n varchar(254)<\/p>\n<\/td>\n | \n 254<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 9<\/p>\n<\/td>\n | \n is_staff<\/p>\n<\/td>\n | \n tinyint(1)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 10<\/p>\n<\/td>\n | \n is_active<\/p>\n<\/td>\n | \n tinyint(1)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 11<\/p>\n<\/td>\n | \n date_joined<\/p>\n<\/td>\n | \n datetime(6)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \n 5\u3001auth_user_groups[–]<\/p>\n \n\n\n| \n \u5e8f\u53f7<\/span><\/p>\n<\/td>\n | \n \u5b57\u6bb5\u540d<\/span><\/p>\n<\/td>\n | \n \u7c7b\u578b<\/span><\/p>\n<\/td>\n | \n \u957f\u5ea6<\/span><\/p>\n<\/td>\n | \n \u662f\u5426\u4e3a\u7a7a<\/span><\/p>\n<\/td>\n | \n \u9ed8\u8ba4\u503c<\/span><\/p>\n<\/td>\n | \n \u5c0f\u6570\u4f4d<\/span><\/p>\n<\/td>\n | \n \u6ce8\u91ca<\/span><\/p>\n<\/td>\n<\/tr>\n\n| \n 1<\/p>\n<\/td>\n | \n id<\/p>\n<\/td>\n | \n bigint(20)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 2<\/p>\n<\/td>\n | \n user_id<\/p>\n<\/td>\n | \n int(11)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 3<\/p>\n<\/td>\n | \n group_id<\/p>\n<\/td>\n | \n int(11)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \n 6\u3001auth_user_user_permissions[–]<\/p>\n \n\n\n| \n \u5e8f\u53f7<\/span><\/p>\n<\/td>\n | \n \u5b57\u6bb5\u540d<\/span><\/p>\n<\/td>\n | \n \u7c7b\u578b<\/span><\/p>\n<\/td>\n | \n \u957f\u5ea6<\/span><\/p>\n<\/td>\n | \n \u662f\u5426\u4e3a\u7a7a<\/span><\/p>\n<\/td>\n | \n \u9ed8\u8ba4\u503c<\/span><\/p>\n<\/td>\n | \n \u5c0f\u6570\u4f4d<\/span><\/p>\n<\/td>\n | \n \u6ce8\u91ca<\/span><\/p>\n<\/td>\n<\/tr>\n\n| \n 1<\/p>\n<\/td>\n | \n id<\/p>\n<\/td>\n | \n bigint(20)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 2<\/p>\n<\/td>\n | \n user_id<\/p>\n<\/td>\n | \n int(11)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 3<\/p>\n<\/td>\n | \n permission_id<\/p>\n<\/td>\n | \n int(11)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \n 7\u3001car_carsale[–]<\/p>\n \n\n\n| \n \u5e8f\u53f7<\/span><\/p>\n<\/td>\n | \n \u5b57\u6bb5\u540d<\/span><\/p>\n<\/td>\n | \n \u7c7b\u578b<\/span><\/p>\n<\/td>\n | \n \u957f\u5ea6<\/span><\/p>\n<\/td>\n | \n \u662f\u5426\u4e3a\u7a7a<\/span><\/p>\n<\/td>\n | \n \u9ed8\u8ba4\u503c<\/span><\/p>\n<\/td>\n | \n \u5c0f\u6570\u4f4d<\/span><\/p>\n<\/td>\n | \n \u6ce8\u91ca<\/span><\/p>\n<\/td>\n<\/tr>\n\n| \n 1<\/p>\n<\/td>\n | \n id<\/p>\n<\/td>\n | \n bigint(20)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 2<\/p>\n<\/td>\n | \n date<\/p>\n<\/td>\n | \n date<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 3<\/p>\n<\/td>\n | \n salesperson<\/p>\n<\/td>\n | \n varchar(100)<\/p>\n<\/td>\n | \n 100<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 4<\/p>\n<\/td>\n | \n customer_name<\/p>\n<\/td>\n | \n varchar(100)<\/p>\n<\/td>\n | \n 100<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 5<\/p>\n<\/td>\n | \n car_make<\/p>\n<\/td>\n | \n varchar(50)<\/p>\n<\/td>\n | \n 50<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 6<\/p>\n<\/td>\n | \n car_model<\/p>\n<\/td>\n | \n varchar(50)<\/p>\n<\/td>\n | \n 50<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 7<\/p>\n<\/td>\n | \n car_year<\/p>\n<\/td>\n | \n int(11)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 8<\/p>\n<\/td>\n | \n sale_price<\/p>\n<\/td>\n | \n decimal(10,2)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n 2<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 9<\/p>\n<\/td>\n | \n commission_rate<\/p>\n<\/td>\n | \n decimal(6,5)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n 5<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 10<\/p>\n<\/td>\n | \n commission_earned<\/p>\n<\/td>\n | \n decimal(10,2)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n 2<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \n 8\u3001django_admin_log[–]<\/p>\n \n\n\n| \n \u5e8f\u53f7<\/span><\/p>\n<\/td>\n | \n \u5b57\u6bb5\u540d<\/span><\/p>\n<\/td>\n | \n \u7c7b\u578b<\/span><\/p>\n<\/td>\n | \n \u957f\u5ea6<\/span><\/p>\n<\/td>\n | \n \u662f\u5426\u4e3a\u7a7a<\/span><\/p>\n<\/td>\n | \n \u9ed8\u8ba4\u503c<\/span><\/p>\n<\/td>\n | \n \u5c0f\u6570\u4f4d<\/span><\/p>\n<\/td>\n | \n \u6ce8\u91ca<\/span><\/p>\n<\/td>\n<\/tr>\n\n| \n 1<\/p>\n<\/td>\n | \n id<\/p>\n<\/td>\n | \n int(11)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 2<\/p>\n<\/td>\n | \n action_time<\/p>\n<\/td>\n | \n datetime(6)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 3<\/p>\n<\/td>\n | \n object_id<\/p>\n<\/td>\n | \n longtext<\/p>\n<\/td>\n | \n 4294967295<\/p>\n<\/td>\n | \n YES<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 4<\/p>\n<\/td>\n | \n object_repr<\/p>\n<\/td>\n | \n varchar(200)<\/p>\n<\/td>\n | \n 200<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 5<\/p>\n<\/td>\n | \n action_flag<\/p>\n<\/td>\n | \n smallint(5) unsigned<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 6<\/p>\n<\/td>\n | \n change_message<\/p>\n<\/td>\n | \n longtext<\/p>\n<\/td>\n | \n 4294967295<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 7<\/p>\n<\/td>\n | \n content_type_id<\/p>\n<\/td>\n | \n int(11)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n YES<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 8<\/p>\n<\/td>\n | \n user_id<\/p>\n<\/td>\n | \n int(11)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \n 9\u3001django_content_type[–]<\/p>\n \n\n\n| \n \u5e8f\u53f7<\/span><\/p>\n<\/td>\n | \n \u5b57\u6bb5\u540d<\/span><\/p>\n<\/td>\n | \n \u7c7b\u578b<\/span><\/p>\n<\/td>\n | \n \u957f\u5ea6<\/span><\/p>\n<\/td>\n | \n \u662f\u5426\u4e3a\u7a7a<\/span><\/p>\n<\/td>\n | \n \u9ed8\u8ba4\u503c<\/span><\/p>\n<\/td>\n | \n \u5c0f\u6570\u4f4d<\/span><\/p>\n<\/td>\n | \n \u6ce8\u91ca<\/span><\/p>\n<\/td>\n<\/tr>\n\n| \n 1<\/p>\n<\/td>\n | \n id<\/p>\n<\/td>\n | \n int(11)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 2<\/p>\n<\/td>\n | \n app_label<\/p>\n<\/td>\n | \n varchar(100)<\/p>\n<\/td>\n | \n 100<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 3<\/p>\n<\/td>\n | \n model<\/p>\n<\/td>\n | \n varchar(100)<\/p>\n<\/td>\n | \n 100<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \n 10\u3001django_migrations[–]<\/p>\n \n\n\n| \n \u5e8f\u53f7<\/span><\/p>\n<\/td>\n | \n \u5b57\u6bb5\u540d<\/span><\/p>\n<\/td>\n | \n \u7c7b\u578b<\/span><\/p>\n<\/td>\n | \n \u957f\u5ea6<\/span><\/p>\n<\/td>\n | \n \u662f\u5426\u4e3a\u7a7a<\/span><\/p>\n<\/td>\n | \n \u9ed8\u8ba4\u503c<\/span><\/p>\n<\/td>\n | \n \u5c0f\u6570\u4f4d<\/span><\/p>\n<\/td>\n | \n \u6ce8\u91ca<\/span><\/p>\n<\/td>\n<\/tr>\n\n| \n 1<\/p>\n<\/td>\n | \n id<\/p>\n<\/td>\n | \n bigint(20)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 2<\/p>\n<\/td>\n | \n app<\/p>\n<\/td>\n | \n varchar(255)<\/p>\n<\/td>\n | \n 255<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 3<\/p>\n<\/td>\n | \n name<\/p>\n<\/td>\n | \n varchar(255)<\/p>\n<\/td>\n | \n 255<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 4<\/p>\n<\/td>\n | \n applied<\/p>\n<\/td>\n | \n datetime(6)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \n 11\u3001django_session[–]<\/p>\n \n\n\n| \n \u5e8f\u53f7<\/span><\/p>\n<\/td>\n | \n \u5b57\u6bb5\u540d<\/span><\/p>\n<\/td>\n | \n \u7c7b\u578b<\/span><\/p>\n<\/td>\n | \n \u957f\u5ea6<\/span><\/p>\n<\/td>\n | \n \u662f\u5426\u4e3a\u7a7a<\/span><\/p>\n<\/td>\n | \n \u9ed8\u8ba4\u503c<\/span><\/p>\n<\/td>\n | \n \u5c0f\u6570\u4f4d<\/span><\/p>\n<\/td>\n | \n \u6ce8\u91ca<\/span><\/p>\n<\/td>\n<\/tr>\n\n| \n 1<\/p>\n<\/td>\n | \n session_key<\/p>\n<\/td>\n | \n varchar(40)<\/p>\n<\/td>\n | \n 40<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 2<\/p>\n<\/td>\n | \n session_data<\/p>\n<\/td>\n | \n longtext<\/p>\n<\/td>\n | \n 4294967295<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n | \n| \n 3<\/p>\n<\/td>\n | \n expire_date<\/p>\n<\/td>\n | \n datetime(6)<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n NO<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n | \n —<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \n \n 4.4\u7b97\u6cd5\u8bbe\u8ba1<\/h3>\n\u5728\u57fa\u4e8eHadoop\u7684\u6c7d\u8f66\u9500\u91cf\u5206\u6790\u4e0e\u53ef\u89c6\u5316\u7cfb\u7edf\u4e2d，\u805a\u7c7b\u7b97\u6cd5\u88ab\u5e94\u7528\u4e8e\u4fdd\u503c\u7387\u5206\u6790\u6a21\u5757，\u4ee5\u63a2\u7d22\u4e0d\u540c\u7c7b\u578b\u6c7d\u8f66\u7684\u4fdd\u503c\u7387\u7279\u70b9\u53ca\u5176\u5f71\u54cd\u56e0\u7d20\u3002\u805a\u7c7b\u7b97\u6cd5\u662f\u4e00\u79cd\u65e0\u76d1\u7763\u5b66\u4e60\u7b97\u6cd5，\u5b83\u53ef\u4ee5\u5c06\u6570\u636e\u96c6\u4e2d\u7684\u6837\u672c\u81ea\u52a8\u5212\u5206\u4e3a\u82e5\u5e72\u4e2a\u7c7b\u522b，\u4f7f\u5f97\u540c\u4e00\u7c7b\u522b\u5185\u7684\u6837\u672c\u5728\u7279\u5f81\u4e0a\u5c3d\u53ef\u80fd\u76f8\u4f3c，\u800c\u4e0d\u540c\u7c7b\u522b\u95f4\u7684\u6837\u672c\u5728\u7279\u5f81\u4e0a\u5c3d\u53ef\u80fd\u4e0d\u540c\u3002\u5728\u672c\u7cfb\u7edf\u4e2d，\u9009\u62e9\u4e86K-Means\u7b97\u6cd5\u4f5c\u4e3a\u805a\u7c7b\u7b97\u6cd5，\u5b83\u662f\u4e00\u79cd\u7ecf\u5178\u7684\u57fa\u4e8e\u8ddd\u79bb\u7684\u805a\u7c7b\u7b97\u6cd5，\u5177\u6709\u7b80\u5355\u3001\u9ad8\u6548\u7684\u7279\u70b9\u3002<\/p>\n ![\"\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260829105702-6a92bafe2c680.gif\") <\/p>\n
\u56fe4-5 \u7b97\u6cd5\u5173\u952e\u4ee3\u7801<\/p>\n \n K-Means\u7b97\u6cd5\u7684\u57fa\u672c\u601d\u60f3\u662f\u901a\u8fc7\u8fed\u4ee3\u5bfb\u627eK\u4e2a\u7c7b\u522b\u7684\u4e2d\u5fc3\u70b9，\u4f7f\u5f97\u6bcf\u4e2a\u6837\u672c\u70b9\u5230\u5176\u6240\u5c5e\u7c7b\u522b\u4e2d\u5fc3\u70b9\u7684\u8ddd\u79bb\u4e4b\u548c\u6700\u5c0f\u3002\u5728\u4fdd\u503c\u7387\u5206\u6790\u6a21\u5757\u4e2d，\u9996\u5148\u5bf9\u6c7d\u8f66\u9500\u552e\u6570\u636e\u8fdb\u884c\u4e86\u9884\u5904\u7406，\u5305\u62ec\u6570\u636e\u6e05\u6d17\u3001\u7279\u5f81\u63d0\u53d6\u548c\u5f52\u4e00\u5316\u7b49\u6b65\u9aa4\u3002\u7136\u540e，\u6211\u4eec\u5c06\u5904\u7406\u540e\u7684\u6570\u636e\u8f93\u5165\u5230K-Means\u7b97\u6cd5\u4e2d，\u901a\u8fc7\u8fed\u4ee3\u8ba1\u7b97\u5f97\u5230K\u4e2a\u7c7b\u522b\u7684\u4e2d\u5fc3\u70b9\u3002\u6bcf\u4e2a\u7c7b\u522b\u4ee3\u8868\u4e86\u4e00\u7ec4\u5177\u6709\u76f8\u4f3c\u7279\u5f81\u7684\u6c7d\u8f66，\u8fd9\u4e9b\u7279\u5f81\u53ef\u80fd\u5305\u62ec\u54c1\u724c\u3001\u578b\u53f7\u3001\u8f66\u9f84\u3001\u91cc\u7a0b\u3001\u914d\u7f6e\u7b49\u3002\u901a\u8fc7\u5206\u6790\u6bcf\u4e2a\u7c7b\u522b\u7684\u4fdd\u503c\u7387\u60c5\u51b5\u53ef\u4ee5\u53d1\u73b0\u4e0d\u540c\u7c7b\u578b\u6c7d\u8f66\u7684\u4fdd\u503c\u7387\u7279\u70b9，\u4ee5\u53ca\u5f71\u54cd\u4fdd\u503c\u7387\u7684\u5173\u952e\u56e0\u7d20\u3002<\/p>\n ![\"\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260829105702-6a92bafe498b3.gif\") <\/p>\n
\u56fe4-6K-Means\u8fed\u4ee3\u8fc7\u7a0b\u56fe<\/p>\n \u5728\u5b9e\u73b0K-Means\u7b97\u6cd5\u65f6\u5229\u7528\u4e86Hadoop\u7684MapReduce\u8ba1\u7b97\u6846\u67b6，\u5c06\u7b97\u6cd5\u7684\u8fed\u4ee3\u8fc7\u7a0b\u5206\u5e03\u5f0f\u5730\u8fd0\u884c\u5728\u591a\u4e2a\u8282\u70b9\u4e0a，\u4ece\u800c\u63d0\u9ad8\u4e86\u7b97\u6cd5\u7684\u6267\u884c\u6548\u7387\u3002\u5728Map\u9636\u6bb5，\u6bcf\u4e2a\u8282\u70b9\u8d1f\u8d23\u8ba1\u7b97\u4e00\u90e8\u5206\u6837\u672c\u5230\u5404\u4e2a\u7c7b\u522b\u4e2d\u5fc3\u70b9\u7684\u8ddd\u79bb，\u5e76\u627e\u51fa\u6700\u8fd1\u7684\u4e2d\u5fc3\u70b9\u4f5c\u4e3a\u8be5\u6837\u672c\u7684\u7c7b\u522b\u3002\u5728Reduce\u9636\u6bb5，\u8282\u70b9\u4eec\u5c06\u5404\u81ea\u7684\u7ed3\u679c\u6c47\u603b，\u66f4\u65b0K\u4e2a\u7c7b\u522b\u7684\u4e2d\u5fc3\u70b9\u4f4d\u7f6e\u3002\u901a\u8fc7\u591a\u6b21\u8fed\u4ee3，\u7b97\u6cd5\u9010\u6e10\u6536\u655b，\u5f97\u5230\u6700\u7ec8\u7684\u805a\u7c7b\u7ed3\u679c\u3002\u6700\u540e，\u6211\u4eec\u5c06\u805a\u7c7b\u7ed3\u679c\u8fd4\u56de\u7ed9\u524d\u7aef，\u901a\u8fc7Django\u548cVue.js\u6784\u5efa\u7684Web\u5e94\u7528\u5c55\u793a\u7ed9\u7528\u6237，\u5e2e\u52a9\u7528\u6237\u66f4\u597d\u5730\u7406\u89e3\u6c7d\u8f66\u4fdd\u503c\u7387\u7684\u7279\u70b9\u548c\u89c4\u5f8b\u3002<\/p>\n \n<\/p>\n \u7b2c\u4e94\u7ae0<\/span> \u7cfb\u7edf\u529f\u80fd\u5b9e\u73b0<\/span><\/h2>\n\u57fa\u4e8e<\/span>Hadoop<\/span>\u7684\u6c7d\u8f66\u9500\u91cf\u5206\u6790\u4e0e\u53ef\u89c6\u5316\u7cfb\u7edf\u7684\u9996\u9875\u5b9e\u73b0\u4e86\u4e09\u4e2a\u4e3b\u8981\u529f\u80fd\u6a21\u5757：\u4fdd\u503c\u7387\u5206\u6790\u3001\u5f02\u5e38\u68c0\u6d4b\u548c\u5173\u8054\u89c4\u5219\u3002\u4fdd\u503c\u7387\u5206\u6790\u6a21\u5757\u901a\u8fc7\u805a\u7c7b\u7ed3\u679c，\u5bf9\u4e0d\u540c\u7c7b\u578b\u6c7d\u8f66\u7684\u4fdd\u503c\u7387\u7279\u70b9\u8fdb\u884c\u7814\u7a76，\u63a2\u7d22\u5f71\u54cd\u4fdd\u503c\u7387\u7684\u5173\u952e\u56e0\u7d20\u3002\u5f02\u5e38\u68c0\u6d4b\u6a21\u5757\u91c7\u7528<\/span>IsolationForest<\/span>\u548c<\/span>LOF<\/span>\u7b49\u65b9\u6cd5，\u8bc6\u522b\u5f02\u5e38\u4fbf\u5b9c\u6216\u552e\u4ef7\u865a\u9ad8\u7684\u8f66\u8f86，\u5e2e\u52a9\u7528\u6237\u89c4\u907f\u5e02\u573a\u98ce\u9669\u3002\u5173\u8054\u89c4\u5219\u6a21\u5757\u901a\u8fc7<\/span>Apriori<\/span>\u7b97\u6cd5，\u53d1\u73b0\u6c7d\u8f66\u914d\u7f6e\u3001\u54c1\u724c\u3001\u578b\u53f7\u7b49\u7279\u5f81\u4e0e\u9ad8\u4fdd\u503c\u7387\u6216\u9ad8\u4ef7\u683c\u7684\u5173\u8054\u5173\u7cfb，\u4e3a\u5546\u5bb6\u5236\u5b9a\u8425\u9500\u7b56\u7565\u63d0\u4f9b\u6709\u529b\u652f\u6301\u3002\u6bcf\u4e2a\u6a21\u5757\u90fd\u63d0\u4f9b\u4e86\u8be6\u7ec6\u7684\u67e5\u770b\u8be6\u60c5\u6309\u94ae，\u65b9\u4fbf\u7528\u6237\u6df1\u5165\u4e86\u89e3\u5177\u4f53\u5206\u6790\u7ed3\u679c\u3002\u7cfb\u7edf\u9996\u9875\u754c\u9762\u5982\u56fe<\/span>5-1<\/span>\u6240\u793a：<\/span><\/p>\n![\"\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260829105702-6a92bafe65e05.jpg\") <\/p>\n
\u56fe5-1 \u7cfb\u7edf\u9996\u9875\u754c\u9762<\/p>\n \u805a\u7c7b\u5206\u6790\u7ed3\u679c\u6a21\u5757\u5c55\u793a\u4e86\u4e0d\u540c\u7c7b\u522b\u7684\u5e73\u5747\u4fdd\u503c\u7387\u548c\u5e73\u5747\u5e74\u9f84，\u5e2e\u52a9\u7528\u6237\u7406\u89e3\u5404\u7c7b\u522b\u8f66\u8f86\u7684\u4fdd\u503c\u7279\u6027\u3002\u5176\u6b21，\u5b63\u8282\u6027\u9500\u552e\u5206\u6790\u6a21\u5757\u901a\u8fc7\u6298\u7ebf\u56fe\u5448\u73b0\u4e86\u5404\u5b63\u5ea6\u7684\u5e73\u5747\u9500\u552e\u4ef7\u683c\u8d8b\u52bf，\u63ed\u793a\u4e86\u5b63\u8282\u6027\u6ce2\u52a8\u5bf9\u6c7d\u8f66\u9500\u552e\u7684\u5f71\u54cd\u3002\u6700\u540e，\u5206\u6790\u7cfb\u7edf\u6982\u89c8\u6a21\u5757\u63d0\u4f9b\u4e86\u8f66\u8f86\u7c7b\u578b\u3001\u5f02\u5e38\u6837\u672c\u6570\u91cf\u3001\u5e73\u5747\u4fdd\u503c\u7387\u548c\u5173\u8054\u89c4\u5219\u7684\u7edf\u8ba1\u6570\u636e，\u8ba9\u7528\u6237\u5bf9\u6574\u4f53\u5206\u6790\u7ed3\u679c\u6709\u6e05\u6670\u7684\u8ba4\u77e5\u3002\u8fd9\u4e9b\u529f\u80fd\u6a21\u5757\u5171\u540c\u6784\u6210\u4e86\u4e00\u4e2a\u5168\u9762\u7684\u6570\u636e\u5206\u6790\u5e73\u53f0，\u52a9\u529b\u7528\u6237\u505a\u51fa\u66f4\u660e\u667a\u7684\u5546\u4e1a\u51b3\u7b56\u3002\u53ef\u89c6\u5316\u754c\u9762\u5982\u56fe<\/span>5-2<\/span>\u6240\u793a：<\/span><\/p>\n![\"\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260829105702-6a92bafe845b2.jpg\") <\/p>\n
\u56fe5-2 \u53ef\u89c6\u5316\u754c\u9762<\/p>\n \u4fdd\u503c\u7387\u5206\u6790\u754c\u9762\u5b9e\u73b0\u4e86\u51e0\u4e2a\u6838\u5fc3\u529f\u80fd\u6a21\u5757\u3002\u9996\u5148，\u754c\u9762\u9876\u90e8\u6709\u4e00\u4e2a\u6807\u9898\u4ec0\u4e48\u662f\u4fdd\u503c\u7387？\u4ee5\u53ca\u7b80\u77ed\u7684\u6587\u5b57\u89e3\u91ca，\u4ecb\u7ecd\u4e86\u4fdd\u503c\u7387\u7684\u5b9a\u4e49\u53ca\u5176\u91cd\u8981\u6027\u3002\u63a5\u7740，\u4e0b\u65b9\u6709\u4e00\u4e2a\u7bb1\u7ebf\u56fe，\u5404\u7c7b\u578b\u8f66\u8f86\u4fdd\u503c\u7387\u5206\u6790\u7bb1\u7ebf\u56fe\u9996\u5148\u5229\u7528<\/span>Hadoop<\/span>\u7684<\/span>MapReduce<\/span>\u6846\u67b6\u5bf9\u6c7d\u8f66\u9500\u91cf\u6570\u636e\u8fdb\u884c\u9884\u5904\u7406\u548c\u4fdd\u503c\u7387\u8ba1\u7b97，\u5f97\u5230\u5404\u7c7b\u578b\u8f66\u8f86\u7684\u5e73\u5747\u4fdd\u503c\u7387\u548c\u53d8\u5316\u767e\u5206\u6bd4\u3002\u7136\u540e，\u4f7f\u7528<\/span>Python<\/span>\u7684<\/span>matplotlib<\/span>\u548c<\/span>seaborn<\/span>\u5e93，\u5c06\u8fd9\u4e9b\u6570\u636e\u7ed8\u5236\u6210\u7bb1\u7ebf\u56fe\u3002\u5177\u4f53\u6765\u8bf4，\u5c06\u8f66\u8f86\u7c7b\u578b\u4f5c\u4e3a<\/span>x<\/span>\u8f74，\u4fdd\u503c\u7387\u53d8\u5316\u767e\u5206\u6bd4\u4f5c\u4e3a<\/span>y<\/span>\u8f74，\u8c03\u7528<\/span>seaborn<\/span>\u7684<\/span>boxplot<\/span>\u51fd\u6570\u751f\u6210\u7bb1\u7ebf\u56fe\u3002\u901a\u8fc7\u7bb1\u7ebf\u56fe，\u53ef\u4ee5\u76f4\u89c2\u5730\u5c55\u793a\u4e0d\u540c\u7c7b\u578b\u8f66\u8f86\u7684\u4fdd\u503c\u7387\u5206\u5e03\u60c5\u51b5，\u5305\u62ec\u4e2d\u4f4d\u6570\u3001\u56db\u5206\u4f4d\u6570\u548c\u5f02\u5e38\u503c，\u4ece\u800c\u5e2e\u52a9\u7528\u6237\u66f4\u597d\u5730\u7406\u89e3\u5404\u7c7b\u578b\u8f66\u8f86\u7684\u4fdd\u503c\u7279\u6027\u3002\u56fe\u8868\u8fd8\u6807\u6ce8\u4e86\u6bcf\u79cd\u7c7b\u578b\u7684\u5e73\u5747\u4fdd\u503c\u7387\u548c\u6807\u51c6\u5dee\u8303\u56f4\u3002\u6b64\u5916，\u8fd8\u6709\u4e00\u4e2a\u805a\u7c7b\u5206\u6790\u6309\u94ae，\u5141\u8bb8\u7528\u6237\u8fdb\u4e00\u6b65\u63a2\u7d22\u4e0d\u540c\u7c7b\u522b\u8f66\u8f86\u7684\u4fdd\u503c\u7387\u7279\u70b9\u3002\u6700\u540e，\u9875\u9762\u5e95\u90e8\u6709\u4e00\u884c\u5c0f\u5b57，\u63d0\u9192\u7528\u6237\u6ce8\u610f\u56fe\u8868\u4e2d\u7684\u8bef\u5dee\u7ebf\u548c\u6807\u51c6\u5dee\u8303\u56f4，\u4ee5\u786e\u4fdd\u6570\u636e\u7684\u51c6\u786e\u6027\u3002\u4fdd\u503c\u7387\u5206\u6790\u754c\u9762\u5982\u56fe<\/span>5-3<\/span>\u6240\u793a：<\/span><\/p>\n![\"\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260829105702-6a92bafea3d7a.jpg\") <\/p>\n
\u56fe5-3 \u4fdd\u503c\u7387\u5206\u6790\u754c\u9762<\/p>\n \u805a\u7c7b\u7edf\u8ba1\u4fe1\u606f\u8868\u5728\u57fa\u4e8e<\/span>Hadoop<\/span>\u7684\u6c7d\u8f66\u9500\u91cf\u5206\u6790\u4e0e\u53ef\u89c6\u5316\u7cfb\u7edf\u4e2d，\u662f\u901a\u8fc7\u4ee5\u4e0b\u6b65\u9aa4\u5b9e\u73b0\u7684：\u9996\u5148，\u5229\u7528<\/span>Hadoop<\/span>\u7684<\/span>MapReduce<\/span>\u6846\u67b6\u5bf9\u6c7d\u8f66\u9500\u91cf\u6570\u636e\u8fdb\u884c\u805a\u7c7b\u5206\u6790，\u751f\u6210\u5404\u805a\u7c7b\u7684\u57fa\u672c\u4fe1\u606f，\u5305\u62ec\u805a\u7c7b<\/span>ID<\/span>\u3001\u805a\u7c7b\u63cf\u8ff0\u7b49\u3002\u63a5\u7740，\u4f7f\u7528<\/span>Python<\/span>\u7684<\/span>pandas<\/span>\u5e93，\u5c06\u805a\u7c7b\u7ed3\u679c\u8bfb\u53d6\u4e3a<\/span>DataFrame<\/span>，\u5e76\u8ba1\u7b97\u6bcf\u4e2a\u805a\u7c7b\u7684\u5e73\u5747\u4fdd\u503c\u7387\u7b49\u7edf\u8ba1\u4fe1\u606f\u3002\u6700\u540e，\u5229\u7528<\/span>Django<\/span>\u6846\u67b6\u5c06\u8fd9\u4e9b\u6570\u636e\u6574\u5408\u5230\u7cfb\u7edf\u4e2d，\u5e76\u901a\u8fc7\u524d\u7aef<\/span>Vue.js<\/span>\u6846\u67b6\u8fdb\u884c\u5c55\u793a\u3002\u5177\u4f53\u6765\u8bf4，\u540e\u7aef<\/span>Django<\/span>\u63d0\u4f9b\u4e86<\/span>API<\/span>\u63a5\u53e3，\u524d\u7aef<\/span>Vue.js<\/span>\u901a\u8fc7\u8c03\u7528\u8fd9\u4e9b\u63a5\u53e3\u83b7\u53d6\u6570\u636e，\u5e76\u4f7f\u7528\u8868\u683c\u7ec4\u4ef6\u5c06\u805a\u7c7b\u7edf\u8ba1\u4fe1\u606f\u4ee5\u8868\u683c\u5f62\u5f0f\u5448\u73b0\u7ed9\u7528\u6237\u3002\u8fd9\u6837，\u7528\u6237\u53ef\u4ee5\u6e05\u6670\u5730\u67e5\u770b\u6bcf\u4e2a\u805a\u7c7b\u7684\u8be6\u7ec6\u4fe1\u606f，\u5305\u62ec\u805a\u7c7b<\/span>ID<\/span>\u3001\u805a\u7c7b\u63cf\u8ff0\u3001\u5e73\u5747\u4fdd\u503c\u7387\u7b49\u5173\u952e\u6307\u6807\u3002\u805a\u7c7b\u7edf\u8ba1\u4fe1\u606f\u754c\u9762\u5982\u56fe<\/span>5-4<\/span>\u6240\u793a：<\/span><\/p>\n![\"\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260829105702-6a92bafec4fba.jpg\") <\/p>\n
\u56fe5-4 \u805a\u7c7b\u7edf\u8ba1\u4fe1\u606f\u754c\u9762<\/p>\n \u5f02\u5e38\u68c0\u6d4b\u754c\u9762\u5b9e\u73b0\u4e86\u591a\u4e2a\u5173\u952e\u529f\u80fd\u6a21\u5757，\u5305\u62ec\u5f02\u5e38\u539f\u56e0\u5206\u5e03\u3001\u5404\u805a\u7c7b\u4e2d\u5f02\u5e38\u6bd4\u4f8b\u4ee5\u53ca\u5f02\u5e38\u68c0\u6d4b\u53ef\u89c6\u5316\u3002\u5f02\u5e38\u539f\u56e0\u5206\u5e03\u6a21\u5757\u901a\u8fc7\u997c\u72b6\u56fe\u5c55\u793a\u4e86\u5bfc\u81f4\u5f02\u5e38\u7684\u4e3b\u8981\u539f\u56e0，\u5982\u7efc\u5408\u591a\u4e2a\u56e0\u7d20\u3001\u552e\u4ef7\u8d85\u8fc7\u767d\u724c\u65b0\u8f66\u4ef7\u4f46\u4fdd\u503c\u7387\u5f02\u5e38\u4f4e\u4ee5\u53ca\u4fdd\u503c\u7387\u5f02\u5e38\u4f4e\u7b49\u60c5\u51b5\u3002\u5404\u805a\u7c7b\u4e2d\u5f02\u5e38\u6bd4\u4f8b\u6a21\u5757\u5219\u4ee5\u67f1\u72b6\u56fe\u7684\u5f62\u5f0f\u663e\u793a\u4e86\u4e0d\u540c\u805a\u7c7b\u7c7b\u522b\u4e2d\u5f02\u5e38\u6837\u672c\u7684\u6bd4\u4f8b，\u5e2e\u52a9\u7528\u6237\u8bc6\u522b\u54ea\u4e9b\u805a\u7c7b\u7c7b\u522b\u66f4\u5bb9\u6613\u51fa\u73b0\u5f02\u5e38\u3002\u6700\u540e，\u5f02\u5e38\u68c0\u6d4b\u53ef\u89c6\u5316\u6a21\u5757\u91c7\u7528\u6563\u70b9\u56fe\u7684\u65b9\u5f0f，\u76f4\u89c2\u5730\u5c55\u793a\u4e86\u7ecf\u8fc7<\/span>PCA<\/span>\u964d\u7ef4\u5904\u7406\u540e\u7684\u6570\u636e\u5206\u5e03\u60c5\u51b5，\u5176\u4e2d\u7ea2\u8272\u70b9\u4ee3\u8868\u5f02\u5e38\u6837\u672c，\u84dd\u8272\u70b9\u4ee3\u8868\u6b63\u5e38\u6837\u672c，\u4fbf\u4e8e\u7528\u6237\u5feb\u901f\u5b9a\u4f4d\u548c\u8bc6\u522b\u5f02\u5e38\u6570\u636e\u3002\u8fd9\u4e9b\u529f\u80fd\u6a21\u5757\u5171\u540c\u4f5c\u7528，\u4e3a\u7528\u6237\u63d0\u4f9b\u4e86\u5168\u9762\u7684\u5f02\u5e38\u68c0\u6d4b\u548c\u5206\u6790\u80fd\u529b\u3002\u5f02\u5e38\u68c0\u6d4b\u754c\u9762\u5982\u56fe<\/span>5-5<\/span>\u6240\u793a：<\/span><\/p>\n![\"\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260829105702-6a92bafee2803.jpg\") <\/p>\n
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\u6570\u636e\u52a0\u8f7d\u6027\u80fd\u6d4b\u8bd5：\u8bc4\u4f30\u7cfb\u7edf\u5728\u52a0\u8f7d\u4e0d\u540c\u89c4\u6a21\u6570\u636e\u96c6\u65f6\u7684\u6027\u80fd\u8868\u73b0\u3002\u6d4b\u8bd5\u7528\u4f8b\u5e94\u5305\u62ec\u4ece\u5c0f\u89c4\u6a21\u6570\u636e\u5230PB\u7ea7\u5927\u89c4\u6a21\u6570\u636e\u7684\u52a0\u8f7d，\u8bb0\u5f55\u52a0\u8f7d\u65f6\u95f4\u3001\u7cfb\u7edf\u8d44\u6e90\u5360\u7528\u60c5\u51b5（\u5982CPU\u3001\u5185\u5b58\u3001I\/O\u7b49），\u5e76\u5206\u6790\u52a0\u8f7d\u8fc7\u7a0b\u4e2d\u7684\u74f6\u9888\u3002<\/p>\n \u6570\u636e\u5904\u7406\u6027\u80fd\u6d4b\u8bd5：\u6d4b\u8bd5MapReduce\u6216Spark\u4f5c\u4e1a\u5728\u5904\u7406\u4e0d\u540c\u590d\u6742\u5ea6\u548c\u4e0d\u540c\u6570\u636e\u91cf\u65f6\u7684\u6267\u884c\u65f6\u95f4\u3002\u901a\u8fc7\u8c03\u6574\u4f5c\u4e1a\u914d\u7f6e\u53c2\u6570（\u5982\u5e76\u884c\u5ea6\u3001\u5185\u5b58\u5206\u914d\u7b49），\u4f18\u5316\u6570\u636e\u5904\u7406\u6027\u80fd，\u5e76\u627e\u51fa\u6700\u4f18\u914d\u7f6e\u65b9\u6848\u3002<\/p>\n 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