华为云API图像搜索ImageSearch的快捷性—AI帮助您快速归类图片
云服务、API、SDK，调试，查看，我都行
阅读短文您可以学习到：人工智能AI图像识别的图像识别、名人识别
1 Classroom和Toolkit的关系
1.1 Classroom的简介
classroom是基于华为云的云上软件教学服务，支持初级开发者和高校师生实现备课、上课、作业、考试、实验、实训等全教学流程的线上教学，提供多类习题自动判题、企业级DevOps实训、免费在线习题库等众多高级特性辅助进行数字化教学转型。
1.2 Toolkit插件之华为云API实战课程
2 IntelliJ IDEA 之API插件介绍
API插件支持 VS Code IDE、IntelliJ IDEA等平台、以及华为云自研 CodeArts IDE，基于华为云服务提供的能力，帮助开发者更高效、便捷的搭建应用。API插件关联华为云服务下的 API Explorer、DevStar、CodeLabs、SDK 中心和 CLI 中心产品，致力于为开发者提供更稳定、快速、安全的编程体验。
在本插件中，我们提供了但不局限于如下的功能：
对接华为云API开放平台，支持用户检索API、查看API文档、调试API、以及提供SDK示例代码供用户学习如何使用API。
提供华为云SDK代码片段补全功能，SDK依赖包自动引入，加速用户集成华为云API。
对接华为云开发体验馆Codelabs，提供500+云服务代码示例，向导式教程帮助用户快速学习。
说明：
在IntelliJ IDEA等系列平台和VS Code IDE，华为云API插件的名称是Huawei Cloud API。而在CodeArts IDE，API插件是IDE原生内置的，名称是华为云API开发套件。
API插件在IntelliJ IDEA等系列平台和VS Code IDE的使用依赖底座插件，请提前安装底座插件。
3 API插件安装--IntelliJ IDEA
3.1 IntelliJ IDEA等平台
安装准备：下载并安装JDK1.8或更高版本。下载并安装IntelliJ IDEA 2020.2或更高版本。
须知：IntellIj平台同时支撑包括Goland、Pycharm等在内的IDE，若在其它相关IDE上开发，请下载配置好对应语言的编译器或者解释器。这里以IDEA为例介绍IntelliJ平台插件的安装流程，其他IntelliJ系列的IDE请参考IDEA。https://developer.huaweicloud.com/develop/toolkit.html
开始安装：
您可以在直接在IDE插件市场或者直接在JetBrains插件市场下载离线包安装。
IDE安装
- 在IntelliJ IDEA顶部菜单栏中选择File > Settings，在Settings对话框的左侧导航栏中单击Plugins。
- Plugins区域单击Marketplace,在搜索栏中输入Huawei Cloud API。
- Search Results区域会出现Huawei Cloud API，单击Install，完成后重启IDE。
离线包安装：
- 进入插件市场搜索Huawei Cloud API，进入插件详情页，在Versions页签下选择想要版本的API插件，点击Download下载离线的插件压缩包保存到本地。。
- 在IntelliJ IDEA顶部菜单栏中选择File > Settings，在Settings对话框的左侧导航栏中单击Plugins。
- 在Plugins区域单击 ，再单击Install Plugin from Disk...。
- 在Choose Plugin File对话框中选择离线安装包（不用解压），并按照IntelliJ IDEA安装页面的提示，完成后续安装步骤。
说明：若当前您想要安装插件的IntelliJ IDE已经在桌面打开，则进入插件市场搜索Huawei Cloud API，进入插件详情页，在右上角会识别到本地已经打开的IDE，点击相应按钮，在弹出的IDE窗口中点击ok，则IDE后台会开始安装相应版本的API插件。
安装验证：在IntelliJ系列平台上安装插件成功后在左侧的导航栏中可以看到Huawei Cloud Toolkit图标，点击后面板会出现Huawei Cloud API的字样，则说明安装成功。
3.2 API列表
左侧展示API列表，可以查询所有API，目前云服务206，APIs9213
https://developer.huaweicloud.com/develop/toolkit.html
版本说明
本示例基于华为云SDK V3.0版本开发
功能介绍
创建实例，实例中会生成图片索引库，用来存放图片特征。
该示例展示了如何通过java版SDK实现创建实例。
前置条件
获取AK/SK
开发者在使用前需先获取账号的ak、sk、endpoint。
您需要拥有华为云账号以及该账号对应的 Access Key（AK）和 Secret Access Key（SK）。请在华为云控制台“我的凭证-访问密钥”页面上创建和查看您的 AK/SK。更多信息请查看访问密钥。
endpoint 华为云各服务应用区域和各服务的终端节点，详情请查看地区和终端节点。
运行环境
Java JDK 1.8 及其以上版本，推荐通过Maven 安装依赖的方式使用JAVA版本SDK。
SDK获取和安装
在Maven 项目的 pom.xml 文件加入相应版本的依赖项即可。
以引入3.0.67版本的内容审核SDK为例：
<dependency>
<groupId>com.huaweicloud.sdk</groupId>
<artifactId>huaweicloud-sdk-imagesearch</artifactId>
<version>3.0.67</version>
</dependency>
4 创建图像搜索实例
图像内容审核示例代码只需将AK/SK信息替换为实际AK/SK，代码中可以使用CreateInstanceReq类的setName或setModel方法配置实例名称和模型名称，配置完成后运行即可。
import com.huaweicloud.sdk.core.auth.ICredential;
import com.huaweicloud.sdk.core.auth.BasicCredentials;
import com.huaweicloud.sdk.core.exception.ConnectionException;
import com.huaweicloud.sdk.core.exception.RequestTimeoutException;
import com.huaweicloud.sdk.core.exception.ServiceResponseException;
import com.huaweicloud.sdk.imagesearch.v1.ImageSearchClient;
import com.huaweicloud.sdk.imagesearch.v1.model.RunCreateInstanceRequest;
import com.huaweicloud.sdk.imagesearch.v1.model.CreateInstanceReq;
import com.huaweicloud.sdk.imagesearch.v1.model.RunCreateInstanceResponse;
import com.huaweicloud.sdk.imagesearch.v1.region.ImageSearchRegion;
public class ImageSearchCreateInstanceDemo {
public static void main(String[] args) {
String ak = "<YOUR AK>";
String sk = "<YOUR SK>";
ICredential auth = new BasicCredentials()
.withAk(ak)
.withSk(sk);
ImageSearchClient client = ImageSearchClient.newBuilder()
.withCredential(auth)
.withRegion(ImageSearchRegion.valueOf("cn-north-4"))
.build();
RunCreateInstanceRequest request = new RunCreateInstanceRequest();
CreateInstanceReq body = new CreateInstanceReq();
body.setName("instance-name");
body.setModel("common-search");
request.setBody(body);
try {
RunCreateInstanceResponse response = client.runCreateInstance(request);
System.out.println(response.toString());
} catch (ConnectionException e) {
System.out.println(e.getMessage());
} catch (RequestTimeoutException e) {
System.out.println(e.getMessage());
} catch (ServiceResponseException e) {
System.out.println(e.getHttpStatusCode());
System.out.println(e.getErrorCode());
System.out.println(e.getErrorMsg());
}
}
}
5 删除图像搜索实例
删除实例示例代码只需将AK/SK信息替换为实际AK/SK，代码中可以使用RunDeleteInstanceRequest类的setInstanceName方法配置实例名称，配置完成后运行即可。
import com.huaweicloud.sdk.core.auth.ICredential;
import com.huaweicloud.sdk.core.auth.BasicCredentials;
import com.huaweicloud.sdk.core.exception.ConnectionException;
import com.huaweicloud.sdk.core.exception.RequestTimeoutException;
import com.huaweicloud.sdk.core.exception.ServiceResponseException;
import com.huaweicloud.sdk.imagesearch.v1.ImageSearchClient;
import com.huaweicloud.sdk.imagesearch.v1.model.RunDeleteInstanceRequest;
import com.huaweicloud.sdk.imagesearch.v1.model.RunDeleteInstanceResponse;
import com.huaweicloud.sdk.imagesearch.v1.region.ImageSearchRegion;
public class ImageSearchDeleteInstanceDemo {
public static void main(String[] args) {
String ak = "<YOUR AK>";
String sk = "<YOUR SK>";
ICredential auth = new BasicCredentials()
.withAk(ak)
.withSk(sk);
ImageSearchClient client = ImageSearchClient.newBuilder()
.withCredential(auth)
.withRegion(ImageSearchRegion.valueOf("cn-north-4"))
.build();
RunDeleteInstanceRequest request = new RunDeleteInstanceRequest();
request.setInstanceName("instance-name");
try {
RunDeleteInstanceResponse response = client.runDeleteInstance(request);
System.out.println(response.toString());
} catch (ConnectionException e) {
System.out.println(e.getMessage());
} catch (RequestTimeoutException e) {
System.out.println(e.getMessage());
} catch (ServiceResponseException e) {
System.out.println(e.getHttpStatusCode());
System.out.println(e.getErrorCode());
System.out.println(e.getErrorMsg());
}
}
}
6 相册中筛选同类型的相片合并归类
示例代码
使用如下代码（来自ImageSearchService.py）同步查询特定 Region 下的图像搜索服务（IS），调用前请根据实际情况替换如下变量 {your ak string}、{your sk string}、{your region string}、{your endpoint string} 、{your projectId string} 以及 {your file path string}
class ImageSearchService(object):
def __init__(self, service_name, region, ak, sk, end_point_url, project_id):
self.end_point_url = end_point_url
self.project_id = project_id
self.sig = signer.Signer()
self.sig.Key = ak
self.sig.Secret = sk
self.name = service_name
self.region = region
def create_instance(self, project_id, model, name, description="", tags=["test-tags"]):
uri = "https://imagesearch.cn-north-4.myhuaweicloud.com/v1/%s/service"%project_id
data = {"project_id": project_id,
"model": model,
"name": name,
"description": description,
"tags": tags
}
json_data = json.dumps(data)
r = signer.HttpRequest("POST", uri)
r.body = json_data
r.headers = {"content-type": "application/json"}
self.sig.Sign(r)
resp = requests.request(r.method,
r.scheme+"://"+r.host+r.uri,
headers=r.headers,
data=r.body)
# print(resp.status_code, resp.reason)
# print(resp.content)
return resp
def delete_instance(self, project_id, instance_name):
uri = "https://imagesearch.cn-north-4.myhuaweicloud.com/v1/%s/service/%s"%(project_id, instance_name)
data = {}
json_data = json.dumps(data)
r = signer.HttpRequest("DELETE", uri)
r.body = json_data
r.headers = {"content-type": "application/json"}
self.sig.Sign(r)
resp = requests.request(r.method,
r.scheme+"://"+r.host+r.uri,
headers=r.headers,
data=r.body)
# print(resp.status_code, resp.reason)
# print(resp.content)
return resp
def check_user_instance(self, end_point_url, project_id, instance_name):
uri = "%s/v1/%s/service/%s"%(end_point_url, project_id, instance_name)
print(uri)
data = {}
json_data = json.dumps(data)
r = signer.HttpRequest("GET", uri)
r.body = json_data
r.headers = {"content-type": "application/json"}
self.sig.Sign(r)
resp = requests.request(r.method,
r.scheme+"://"+r.host+r.uri,
headers=r.headers,
data=r.body)
# print(resp.status_code, resp.reason)
# print(resp.content)
return resp
def add_picture(self, project_id, instance_name, path, file="", is_crop=False, tags={"test-tags": "test-default"}):
print("call add_picture: %s, length of file path %d"%(path, len(path)))
uri = "https://imagesearch.cn-north-4.myhuaweicloud.com/v1/%s/%s/image"%(project_id, instance_name)
# print(uri)
data = {}
data["path"] = path
data["file"] = file
data["tags"] = tags
json_data = json.dumps(data)
r = signer.HttpRequest("POST", uri)
r.body = json_data
r.headers = {"content-type": "application/json"}
self.sig.Sign(r)
resp = requests.request(r.method,
r.scheme+"://"+r.host+r.uri,
headers=r.headers,
data=r.body)
# print(resp.status_code, resp.reason)
# print(resp.content)
return resp
def search_picture(self, project_id, instance_name,
path="", box={"height": 0, "width": 0, "x": 0, "y": 0},
file="", is_crop=False, limit=0, offset=0):
uri = "https://imagesearch.cn-north-4.myhuaweicloud.com/v1/%s/%s/image/search"%(project_id, instance_name)
data = {}
data["path"] = path
data["file"] = file
json_data = json.dumps(data)
r = signer.HttpRequest("POST", uri)
r.body = json_data
r.headers = {"content-type": "application/json"}
self.sig.Sign(r)
resp = requests.request(r.method,
r.scheme+"://"+r.host+r.uri,
headers=r.headers,
data=r.body)
# print(resp.status_code, resp.reason)
# print(resp.content)
return resp
def delete_picture(self, project_id, instance_name, path):
uri = "https://imagesearch.cn-north-4.myhuaweicloud.com/v1/%s/%s/image"%(project_id, instance_name)
data = {}
data["path"] = path
json_data = json.dumps(data)
r = signer.HttpRequest("DELETE", uri)
r.body = json_data
r.headers = {"content-type": "application/json"}
self.sig.Sign(r)
resp = requests.request(r.method,
r.scheme+"://"+r.host+r.uri,
headers=r.headers,
data=r.body)
# print(resp.status_code, resp.reason)
# print(resp.content)
return resp
def check_picture(self, project_id, instance_name, path):
uri = "https://imagesearch.cn-north-4.myhuaweicloud.com/v1/%s/%s/image/check"%(project_id, instance_name)
data = {}
data["path"] = path
json_data = json.dumps(data)
r = signer.HttpRequest("POST", uri)
r.body = json_data
r.headers = {"content-type": "application/json"}
self.sig.Sign(r)
resp = requests.request(r.method,
r.scheme+"://"+r.host+r.uri,
headers=r.headers,
data=r.body)
# print(resp.status_code, resp.reason)
# print(resp.content)
return resp
def update_picture(self, project_id, instance_name, path, tags={}):
uri = "https://imagesearch.cn-north-4.myhuaweicloud.com/v1/%s/%s/image"%(project_id, instance_name)
data = {}
data["path"] = path
data["tags"] = tags
json_data = json.dumps(data)
r = signer.HttpRequest("PUT", uri)
r.body = json_data
r.headers = {"content-type": "application/json"}
self.sig.Sign(r)
resp = requests.request(r.method,
r.scheme+"://"+r.host+r.uri,
headers=r.headers,
data=r.body)
# print(resp.status_code, resp.reason)
# print(resp.content)
return resp
运行示例
执行bash config.bash，脚本会自动python环境相关的依赖，然后根据系统提示输入AK，SK，Project ID。
配置成功后会自动生成cfg.ini，内容类似，其中hwc部分的配置和配置的结果保持一致。当然，你也可以手动配置cfg.ini文件。
[hwc]
ak=******
sk=******
project_id=63kkdjkd******9dkst3tskdgi53
[endpoint]
cn-north-1=https://imagesearch.cn-north-1.myhuaweicloud.com
cn-north-4=https://imagesearch.cn-north-4.myhuaweicloud.com
ap-southeast-1=https://imagesearch.ap-southeast-1.myhuaweicloud.com
输入python3 unit_test.py执行单元测试
输入python3 run.py执行演示程序
运行结果
单元测试输出
create_instance
.
check_user_instance is_788802
https://imagesearch.cn-north-4.myhuaweicloud.com/v1/your_project_id/service/is_788802
<Response [200]>
.
add_picture_by_local is_788802
call add_picture: ./test_picture/43474673_7bb4465a86.jpg, length of file path 38
.
add_picture_by_url is_788802
call add_picture: https://is-smirk.obs.cn-north-4.myhuaweicloud.com:443/flowers_recognition/train/11405573_24a8a838cc_n.jpg, length of file path 105
.
search_picture_by_local is_788802
.
search_picture_by_url is_788802
.
update_picture is_788802
.
check_picture is_788802
.
delete_picture is_788802
.
delete_instance is_788802
.
----------------------------------------------------------------------
Ran 10 tests in 18.108s
OK
演示程序输出
['hwc', 'endpoint']
[('cn-north-1', 'https://imagesearch.cn-north-1.myhuaweicloud.com'), ('cn-north-4', 'https://imagesearch.cn-north-4.myhuaweicloud.com'), ('ap-southeast-1', 'https://imagesearch.ap-southeast-1.myhuaweicloud.com')]
https://imagesearch.cn-north-1.myhuaweicloud.com
your_AK
https://imagesearch.cn-north-4.myhuaweicloud.com/v1/your_project_id/service/hwc_demo
call add_picture: 151385301_153eacf6b5_n.jpg, length of file path 26
add picture success: ./test_picture/train/151385301_153eacf6b5_n.jpg
call add_picture: 200557977_bf24d9550b.jpg, length of file path 24
add picture success: ./test_picture/train/200557977_bf24d9550b.jpg
call add_picture: 6953297_8576bf4ea3.jpg, length of file path 22
add picture success: ./test_picture/train/6953297_8576bf4ea3.jpg
call add_picture: 134409839_71069a95d1_m.jpg, length of file path 26
add picture success: ./test_picture/train/134409839_71069a95d1_m.jpg
call add_picture: 510874382_f7e3435043.jpg, length of file path 24
add picture success: ./test_picture/train/510874382_f7e3435043.jpg
call add_picture: 15987457_49dc11bf4b.jpg, length of file path 23
add picture success: ./test_picture/train/15987457_49dc11bf4b.jpg
call add_picture: 164670176_9f5b9c7965.jpg, length of file path 24
add picture success: ./test_picture/train/164670176_9f5b9c7965.jpg
call add_picture: 2059172936_032ffc12aa.jpg, length of file path 25
add picture success: ./test_picture/train/2059172936_032ffc12aa.jpg
call add_picture: 2093263381_afd51358a3.jpg, length of file path 25
add picture success: ./test_picture/train/2093263381_afd51358a3.jpg
call add_picture: 3203779656_3580151ea4_m.jpg, length of file path 27
add picture success: ./test_picture/train/3203779656_3580151ea4_m.jpg
call add_picture: 13920113_f03e867ea7_m.jpg, length of file path 25
add picture success: ./test_picture/train/13920113_f03e867ea7_m.jpg
call add_picture: 5794835_d15905c7c8_n.jpg, length of file path 24
add picture success: ./test_picture/train/5794835_d15905c7c8_n.jpg
call add_picture: 146023167_f905574d97_m.jpg, length of file path 26
add picture success: ./test_picture/train/146023167_f905574d97_m.jpg
call add_picture: 486234138_688e0_n.jpg, length of file path 21
add failed
call add_picture: 486234138_688e0_n.jpg, length of file path 21
call add_picture: 184682652_c927a49226_m.jpg, length of file path 26
add picture success: ./test_picture/train/184682652_c927a49226_m.jpg
call add_picture: 40410814_fba3837226_n.jpg, length of file path 25
add picture success: ./test_picture/train/40410814_fba3837226_n.jpg
call add_picture: 80846315_d997645bea_n.jpg, length of file path 25
add picture success: ./test_picture/train/80846315_d997645bea_n.jpg
call add_picture: 413815348_764ae83088.jpg, length of file path 24
add picture success: ./test_picture/train/413815348_764ae83088.jpg
call add_picture: 200557979_a16112aac1_n.jpg, length of file path 26
add picture success: ./test_picture/train/200557979_a16112aac1_n.jpg
call add_picture: 163978992_8128b49d3e_n.jpg, length of file path 26
add picture success: ./test_picture/train/163978992_8128b49d3e_n.jpg
call add_picture: 43474673_7bb4465a86.jpg, length of file path 23
add picture success: ./test_picture/train/43474673_7bb4465a86.jpg
call add_picture: 21652746_cc379e0eea_m.jpg, length of file path 25
add picture success: ./test_picture/train/21652746_cc379e0eea_m.jpg
call add_picture: 118974357_0faa23cce9_n.jpg, length of file path 26
add failed
call add_picture: 118974357_0faa23cce9_n.jpg, length of file path 26
call add_picture: 154332674_453cea64f4.jpg, length of file path 24
add picture success: ./test_picture/train/154332674_453cea64f4.jpg
call add_picture: 162362896_99c7d851c8_n.jpg, length of file path 26
add picture success: ./test_picture/train/162362896_99c7d851c8_n.jpg
call add_picture: 160456948_38c3817c6a_m.jpg, length of file path 26
add picture success: ./test_picture/train/160456948_38c3817c6a_m.jpg
call add_picture: 5794839_200acd910c_n.jpg, length of file path 24
add picture success: ./test_picture/train/5794839_200acd910c_n.jpg
call add_picture: 3179751458_9646d839f6_n.jpg, length of file path 27
add picture success: ./test_picture/train/3179751458_9646d839f6_n.jpg
call add_picture: 2183357362_4b4da4b6b5.jpg, length of file path 25
add picture success: ./test_picture/train/2183357362_4b4da4b6b5.jpg
call add_picture: 141652526_2be95f21c3_n.jpg, length of file path 26
add failed
call add_picture: 141652526_2be95f21c3_n.jpg, length of file path 26
call add_picture: 169371301_d9b91a2a42.jpg, length of file path 24
add picture success: ./test_picture/train/169371301_d9b91a2a42.jpg
call add_picture: 200288046_0032f322ff_n.jpg, length of file path 26
add picture success: ./test_picture/train/200288046_0032f322ff_n.jpg
call add_picture: 3450344423_63ba3190e3.jpg, length of file path 25
add failed
call add_picture: 3450344423_63ba3190e3.jpg, length of file path 25
call add_picture: 11405573_24a8a838cc_n.jpg, length of file path 25
add picture success: ./test_picture/train/11405573_24a8a838cc_n.jpg
call add_picture: 2141413229_3f0425f972_n.jpg, length of file path 27
add picture success: ./test_picture/train/2141413229_3f0425f972_n.jpg
call add_picture: 3554620445_082dd0bec4_n.jpg, length of file path 27
add failed
call add_picture: 3554620445_082dd0bec4_n.jpg, length of file path 27
call add_picture: 44079668_34dfee3da1_n.jpg, length of file path 25
add picture success: ./test_picture/train/44079668_34dfee3da1_n.jpg
call add_picture: 40411019_526f3fc8d9_m.jpg, length of file path 25
add picture success: ./test_picture/train/40411019_526f3fc8d9_m.jpg
call add_picture: 2609353769_dc3654f12f.jpg, length of file path 25
add picture success: ./test_picture/train/2609353769_dc3654f12f.jpg
call add_picture: 40410963_3ac280f23a_n.jpg, length of file path 25
add picture success: ./test_picture/train/40410963_3ac280f23a_n.jpg
[('40410814_fba3837226_n.jpg', 0.8202), ('40411019_526f3fc8d9_m.jpg', 0.7959), ('44079668_34dfee3da1_n.jpg', 0.7957), ('40410963_3ac280f23a_n.jpg', 0.7948), ('200288046_0032f322ff_n.jpg', 0.7419), ('184682652_c927a49226_m.jpg', 0.7291), ('5794839_200acd910c_n.jpg', 0.6738), ('163978992_8128b49d3e_n.jpg', 0.6732), ('200557977_bf24d9550b.jpg', 0.6675), ('134409839_71069a95d1_m.jpg', 0.6608)]
[('162362896_99c7d851c8_n.jpg', 0.9541), ('163978992_8128b49d3e_n.jpg', 0.9534), ('21652746_cc379e0eea_m.jpg', 0.93), ('413815348_764ae83088.jpg', 0.8996), ('5794835_d15905c7c8_n.jpg', 0.8991), ('5794839_200acd910c_n.jpg', 0.8933), ('134409839_71069a95d1_m.jpg', 0.8806), ('169371301_d9b91a2a42.jpg', 0.8272), ('43474673_7bb4465a86.jpg', 0.78), ('44079668_34dfee3da1_n.jpg', 0.7677)]
[('15987457_49dc11bf4b.jpg', 0.7605), ('151385301_153eacf6b5_n.jpg', 0.7571), ('80846315_d997645bea_n.jpg', 0.7416), ('11405573_24a8a838cc_n.jpg', 0.6828), ('146023167_f905574d97_m.jpg', 0.6674), ('13920113_f03e867ea7_m.jpg', 0.6639), ('160456948_38c3817c6a_m.jpg', 0.6396), ('510874382_f7e3435043.jpg', 0.6251)]
[('2141413229_3f0425f972_n.jpg', 1.0), ('2093263381_afd51358a3.jpg', 0.6334)]
演示程序会在华北-北京4自动创建名字为hwc_id_demo的图像搜索服务实例，将test_picture/train下的图片添加到实例中。
然后测试test_picture/test下图片作为搜索图片的搜索结果，在该Demo中过滤了相似度小于0.6的返回结果。
7 体验插件课程
https://classroom.devcloud.huaweicloud.com/MOOCCourseStudy/join/ef4ebc3dbaa246ff995f75022cac8cb9
识别下方二维码立即体验
- 点赞
- 收藏
- 关注作者
评论（0）