在 C# 中通过自定义图像列表进行审查

本文中的信息和代码示例可帮助你快速开始使用适用于 .NET 的内容审查器 SDK来执行下列操作:

  • 创建自定义图像列表
  • 添加和从列表中删除图像
  • 获取列表中所有图像的 ID
  • 检索和更新列表元数据
  • 刷新列表搜索索引
  • 针对列表中的图像屏蔽图像
  • 从列表中删除所有图像
  • 删除自定义列表

注意

最多只能使用 5 个图像列表,每个列表中的图像数不得超过 10,000 张

本指南的控制台应用程序模拟了一些可使用图像列表 API 执行的任务。

如果没有 Azure 订阅,可在开始前创建一个试用帐户

注册内容审查器服务

必须有 API 订阅密钥,才能通过 REST API 或 SDK 使用内容审查器服务。 在 Azure 门户中订阅内容审查器服务以获取它。

创建 Visual Studio 项目

  1. 向解决方案添加新的“控制台应用(.NET Framework)”项目。

    在示例代码中,将项目命名为“ImageLists”

  2. 将此项目选为解决方案的单一启动项目。

安装所需程序包

安装以下 NuGet 包:

  • Microsoft.Azure.CognitiveServices.ContentModerator
  • Microsoft.Rest.ClientRuntime
  • Newtonsoft.Json

更新程序的 using 语句

添加以下 using 语句

using Microsoft.Azure.CognitiveServices.ContentModerator;
using Microsoft.Azure.CognitiveServices.ContentModerator.Models;
using Newtonsoft.Json;
using System;
using System.Collections.Generic;
using System.IO;
using System.Threading;

Create the Content Moderator client

添加以下代码来为订阅创建内容审查器客户端。 使用终结点 URL 和订阅密钥的值更新 AzureEndpointCMSubscriptionKey 字段。 可在 Azure 门户中资源的“快速启动”选项卡中找到它们。

/// <summary>
/// Wraps the creation and configuration of a Content Moderator client.
/// </summary>
/// <remarks>This class library contains insecure code. If you adapt this 
/// code for use in production, use a secure method of storing and using
/// your Content Moderator subscription key.</remarks>
public static class Clients
{
	/// <summary>
	/// The base URL for Content Moderator calls.
	/// </summary>
	private static readonly string AzureEndpoint = "YOUR ENDPOINT URL";

	/// <summary>
	/// Your Content Moderator subscription key.
	/// </summary>
	private static readonly string CMSubscriptionKey = "YOUR API KEY";

	/// <summary>
	/// Returns a new Content Moderator client for your subscription.
	/// </summary>
	/// <returns>The new client.</returns>
	/// <remarks>The <see cref="ContentModeratorClient"/> is disposable.
	/// When you have finished using the client,
	/// you should dispose of it either directly or indirectly. </remarks>
	public static ContentModeratorClient NewClient()
	{
		// Create and initialize an instance of the Content Moderator API wrapper.
		ContentModeratorClient client = new ContentModeratorClient(new ApiKeyServiceClientCredentials(CMSubscriptionKey));

		client.Endpoint = AzureEndpoint;
		return client;
	}
}

重要

完成后,请记住将密钥从代码中删除,并且永远不要公开发布该密钥。 对于生产来说,请使用安全的方式存储和访问凭据,例如 Azure Key Vault。 有关详细信息,请参阅 Azure AI 服务安全性一文。

初始化应用专用设置

向 Program.cs 中的 Program 类添加以下类和静态字段

/// <summary>
/// The minimum amount of time, im milliseconds, to wait between calls
/// to the Image List API.
/// </summary>
private const int throttleRate = 3000;

/// <summary>
/// The number of minutes to delay after updating the search index before
/// performing image match operations against the list.
/// </summary>
private const double latencyDelay = 0.5;

/// <summary>
/// Define constants for the labels to apply to the image list.
/// </summary>
private class Labels
{
	public const string Sports = "Sports";
	public const string Swimsuit = "Swimsuit";
}

/// <summary>
/// Define input data for images for this sample.
/// </summary>
private class Images
{
	/// <summary>
	/// Represents a group of images that all share the same label.
	/// </summary>
	public class Data
	{
		/// <summary>
		/// The label for the images.
		/// </summary>
		public string Label;

		/// <summary>
		/// The URLs of the images.
		/// </summary>
		public string[] Urls;
	}

	/// <summary>
	/// The initial set of images to add to the list with the sports label.
	/// </summary>
	public static readonly Data Sports = new Data()
	{
		Label = Labels.Sports,
		Urls = new string[] {
			"https://moderatorsampleimages.blob.core.windows.net/samples/sample4.png",
			"https://moderatorsampleimages.blob.core.windows.net/samples/sample6.png",
			"https://moderatorsampleimages.blob.core.windows.net/samples/sample9.png"
		}
	};

	/// <summary>
	/// The initial set of images to add to the list with the swimsuit label.
	/// </summary>
	/// <remarks>We're adding sample16.png (image of a puppy), to simulate
	/// an improperly added image that we will later remove from the list.
	/// Note: each image can have only one entry in a list, so sample4.png
	/// will throw an exception when we try to add it with a new label.</remarks>
	public static readonly Data Swimsuit = new Data()
	{
		Label = Labels.Swimsuit,
		Urls = new string[] {
			"https://moderatorsampleimages.blob.core.windows.net/samples/sample1.jpg",
			"https://moderatorsampleimages.blob.core.windows.net/samples/sample3.png",
			"https://moderatorsampleimages.blob.core.windows.net/samples/sample4.png",
			"https://moderatorsampleimages.blob.core.windows.net/samples/sample16.png"
		}
	};

	/// <summary>
	/// The set of images to subsequently remove from the list.
	/// </summary>
	public static readonly string[] Corrections = new string[] {
		"https://moderatorsampleimages.blob.core.windows.net/samples/sample16.png"
	};
}

/// <summary>
/// The images to match against the image list.
/// </summary>
/// <remarks>Samples 1 and 4 should scan as matches; samples 5 and 16 should not.</remarks>
private static readonly string[] ImagesToScreen = new string[] {
	"https://moderatorsampleimages.blob.core.windows.net/samples/sample1.jpg",
	"https://moderatorsampleimages.blob.core.windows.net/samples/sample4.png",
	"https://moderatorsampleimages.blob.core.windows.net/samples/sample5.png",
	"https://moderatorsampleimages.blob.core.windows.net/samples/sample16.png"
};

/// <summary>
/// A dictionary that tracks the ID assigned to each image URL when 
/// the image is added to the list.
/// </summary>
/// <remarks>Indexed by URL.</remarks>
private static readonly Dictionary<string, int> ImageIdMap =
	new Dictionary<string, int>();

/// <summary>
/// The name of the file to contain the output from the list management operations.
/// </summary>
/// <remarks>Relative paths are relative to the execution directory.</remarks>
private static string OutputFile = "ListOutput.log";

/// <summary>
/// A static reference to the text writer to use for logging.
/// </summary>
private static TextWriter writer;

/// <summary>
/// A copy of the list details.
/// </summary>
/// <remarks>Used to initially create the list, and later to update the
/// list details.</remarks>
private static Body listDetails;

注意

内容审查器服务密钥有每秒请求数 (RPS) 速率限制。如果超出此限制,SDK 就会抛出异常(错误代码为 429)。 免费层密钥有一个单 RPS 速率限制。

创建用于将消息写入日志文件的方法

将以下方法添加到 Program 类。

/// <summary>
/// Writes a message to the log file, and optionally to the console.
/// </summary>
/// <param name="message">The message.</param>
/// <param name="echo">if set to <c>true</c>, write the message to the console.</param>
private static void WriteLine(string message = null, bool echo = false)
{
	writer.WriteLine(message ?? String.Empty);

	if (echo)
	{
		Console.WriteLine(message ?? String.Empty);
	}
}

创建一个方法来创建自定义列表

将以下方法添加到 Program 类。

/// <summary>
/// Creates the custom list.
/// </summary>
/// <param name="client">The Content Moderator client.</param>
/// <returns>The response object from the operation.</returns>
private static ImageList CreateCustomList(ContentModeratorClient client)
{
	// Create the request body.
	listDetails = new Body("MyList", "A sample list",
		new BodyMetadata("Acceptable", "Potentially racy"));

	WriteLine($"Creating list {listDetails.Name}.", true);

	var result = client.ListManagementImageLists.Create(
		"application/json", listDetails);
	Thread.Sleep(throttleRate);

	WriteLine("Response:");
	WriteLine(JsonConvert.SerializeObject(result, Formatting.Indented));

	return result;
}

创建一个方法来向列表添加图像集合

将以下方法添加到 Program 类。 本指南不演示如何将标记应用到列表中的图像。

/// <summary>
/// Adds images to an image list.
/// </summary>
/// <param name="client">The Content Moderator client.</param>
/// <param name="listId">The list identifier.</param>
/// <param name="imagesToAdd">The images to add.</param>
/// <param name="label">The label to apply to each image.</param>
/// <remarks>Images are assigned content IDs when they are added to the list.
/// Track the content ID assigned to each image.</remarks>
private static void AddImages(
ContentModeratorClient client, int listId,
IEnumerable<string> imagesToAdd, string label)
{
	foreach (var imageUrl in imagesToAdd)
	{
		WriteLine();
		WriteLine($"Adding {imageUrl} to list {listId} with label {label}.", true);
		try
		{
			var result = client.ListManagementImage.AddImageUrlInput(
				listId.ToString(), "application/json", new BodyModel("URL", imageUrl), null, label);

			ImageIdMap.Add(imageUrl, Int32.Parse(result.ContentId));

			WriteLine("Response:");
			WriteLine(JsonConvert.SerializeObject(result, Formatting.Indented));
		}
		catch (Exception ex)
		{
			WriteLine($"Unable to add image to list. Caught {ex.GetType().FullName}: {ex.Message}", true);
		}
		finally
		{
			Thread.Sleep(throttleRate);
		}
	}
}

创建一个方法来从列表中删除图像

将以下方法添加到 Program 类。

/// <summary>
/// Removes images from an image list.
/// </summary>
/// <param name="client">The Content Moderator client.</param>
/// <param name="listId">The list identifier.</param>
/// <param name="imagesToRemove">The images to remove.</param>
/// <remarks>Images are assigned content IDs when they are added to the list.
/// Use the content ID to remove the image.</remarks>
private static void RemoveImages(
	ContentModeratorClient client, int listId,
	IEnumerable<string> imagesToRemove)
{
	foreach (var imageUrl in imagesToRemove)
	{
		if (!ImageIdMap.ContainsKey(imageUrl)) continue;
		int imageId = ImageIdMap[imageUrl];

		WriteLine();
		WriteLine($"Removing entry for {imageUrl} (ID = {imageId}) from list {listId}.", true);

		var result = client.ListManagementImage.DeleteImage(
			listId.ToString(), imageId.ToString());
		Thread.Sleep(throttleRate);

		ImageIdMap.Remove(imageUrl);

		WriteLine("Response:");
		WriteLine(JsonConvert.SerializeObject(result, Formatting.Indented));
	}
}

创建一个方法来获取列表中所有图像的内容 ID

将以下方法添加到 Program 类。

/// <summary>
/// Gets all image IDs in an image list.
/// </summary>
/// <param name="client">The Content Moderator client.</param>
/// <param name="listId">The list identifier.</param>
/// <returns>The response object from the operation.</returns>
private static ImageIds GetAllImageIds(
	ContentModeratorClient client, int listId)
{
	WriteLine();
	WriteLine($"Getting all image IDs for list {listId}.", true);

	var result = client.ListManagementImage.GetAllImageIds(listId.ToString());
	Thread.Sleep(throttleRate);

	WriteLine("Response:");
	WriteLine(JsonConvert.SerializeObject(result, Formatting.Indented));

	return result;
}

创建一个方法来更新列表的详细信息

将以下方法添加到 Program 类。

/// <summary>
/// Updates the details of an image list.
/// </summary>
/// <param name="client">The Content Moderator client.</param>
/// <param name="listId">The list identifier.</param>
/// <returns>The response object from the operation.</returns>
private static ImageList UpdateListDetails(
	ContentModeratorClient client, int listId)
{
	WriteLine();
	WriteLine($"Updating details for list {listId}.", true);

	listDetails.Name = "Swimsuits and sports";

	var result = client.ListManagementImageLists.Update(
		listId.ToString(), "application/json", listDetails);
	Thread.Sleep(throttleRate);

	WriteLine("Response:");
	WriteLine(JsonConvert.SerializeObject(result, Formatting.Indented));

	return result;
}

创建一个方法来检索列表的详细信息

将以下方法添加到 Program 类。

/// <summary>
/// Gets the details for an image list.
/// </summary>
/// <param name="client">The Content Moderator client.</param>
/// <param name="listId">The list identifier.</param>
/// <returns>The response object from the operation.</returns>
private static ImageList GetListDetails(
	ContentModeratorClient client, int listId)
{
	WriteLine();
	WriteLine($"Getting details for list {listId}.", true);

	var result = client.ListManagementImageLists.GetDetails(listId.ToString());
	Thread.Sleep(throttleRate);

	WriteLine("Response:");
	WriteLine(JsonConvert.SerializeObject(result, Formatting.Indented));

	return result;
}

创建一个方法来刷新列表的搜索索引

将以下方法添加到 Program 类。 任何时候更新列表,都需要先刷新搜索索引,然后再使用列表屏蔽图像。

/// <summary>
/// Refreshes the search index for an image list.
/// </summary>
/// <param name="client">The Content Moderator client.</param>
/// <param name="listId">The list identifier.</param>
/// <returns>The response object from the operation.</returns>
private static RefreshIndex RefreshSearchIndex(
	ContentModeratorClient client, int listId)
{
	WriteLine();
	WriteLine($"Refreshing the search index for list {listId}.", true);

	var result = client.ListManagementImageLists.RefreshIndexMethod(listId.ToString());
	Thread.Sleep(throttleRate);

	WriteLine("Response:");
	WriteLine(JsonConvert.SerializeObject(result, Formatting.Indented));

	return result;
}

创建一个方法来针对列表匹配图像

将以下方法添加到 Program 类。

/// <summary>
/// Matches images against an image list.
/// </summary>
/// <param name="client">The Content Moderator client.</param>
/// <param name="listId">The list identifier.</param>
/// <param name="imagesToMatch">The images to screen.</param>
private static void MatchImages(
	ContentModeratorClient client, int listId,
	IEnumerable<string> imagesToMatch)
{
	foreach (var imageUrl in imagesToMatch)
	{
		WriteLine();
		WriteLine($"Matching image {imageUrl} against list {listId}.", true);

		var result = client.ImageModeration.MatchUrlInput(
				"application/json", new BodyModel("URL", imageUrl), listId.ToString());
		Thread.Sleep(throttleRate);

		WriteLine("Response:");
		WriteLine(JsonConvert.SerializeObject(result, Formatting.Indented));
	}
}

创建一个方法来从列表中删除所有图像

将以下方法添加到 Program 类。

/// <summary>
/// Deletes all images from an image list.
/// </summary>
/// <param name="client">The Content Modertor client.</param>
/// <param name="listId">The list identifier.</param>
private static void DeleteAllImages(
	ContentModeratorClient client, int listId)
{
	WriteLine();
	WriteLine($"Deleting all images from list {listId}.", true);

	var result = client.ListManagementImage.DeleteAllImages(listId.ToString());
	Thread.Sleep(throttleRate);

	WriteLine("Response:");
	WriteLine(JsonConvert.SerializeObject(result, Formatting.Indented));
}

创建一个方法来删除列表

将以下方法添加到 Program 类。

/// <summary>
/// Deletes an image list.
/// </summary>
/// <param name="client">The Content Moderator client.</param>
/// <param name="listId">The list identifier.</param>
private static void DeleteCustomList(
	ContentModeratorClient client, int listId)
{
	WriteLine();
	WriteLine($"Deleting list {listId}.", true);

	var result = client.ListManagementImageLists.Delete(listId.ToString());
	Thread.Sleep(throttleRate);

	WriteLine("Response:");
	WriteLine(JsonConvert.SerializeObject(result, Formatting.Indented));
}

创建一个方法来检索所有图像列表的 ID

将以下方法添加到 Program 类。

/// <summary>
/// Gets all list identifiers for the client.
/// </summary>
/// <param name="client">The Content Moderator client.</param>
/// <returns>The response object from the operation.</returns>
private static IList<ImageList> GetAllListIds(ContentModeratorClient client)
{
	WriteLine();
	WriteLine($"Getting all image list IDs.", true);

	var result = client.ListManagementImageLists.GetAllImageLists();
	Thread.Sleep(throttleRate);

	WriteLine("Response:");
	WriteLine(JsonConvert.SerializeObject(result, Formatting.Indented));

	return result;
}

添加代码以模拟使用图像列表

将以下代码添加到 Main 方法。 此代码将模拟在定义和管理列表以及使用列表来屏蔽图像时执行的诸多操作。 借助日志记录功能,可以查看通过对内容审查器服务执行 SDK 调用生成的响应对象。

// Create the text writer to use for logging, and cache a static reference to it.
using (StreamWriter outputWriter = new StreamWriter(OutputFile))
{
	writer = outputWriter;

	// Create a Content Moderator client.
	using (var client = Clients.NewClient())
	{
		// Create a custom image list and record the ID assigned to it.
		var creationResult = CreateCustomList(client);
		if (creationResult.Id.HasValue)
		{
			// Cache the ID of the new image list.
			int listId = creationResult.Id.Value;

			// Perform various operations using the image list.
			AddImages(client, listId, Images.Sports.Urls, Images.Sports.Label);
			AddImages(client, listId, Images.Swimsuit.Urls, Images.Swimsuit.Label);
					
			GetAllImageIds(client, listId);
			UpdateListDetails(client, listId);
			GetListDetails(client, listId);

			// Be sure to refresh search index
			RefreshSearchIndex(client, listId);

			// WriteLine();
			WriteLine($"Waiting {latencyDelay} minutes to allow the server time to propagate the index changes.", true);
			Thread.Sleep((int)(latencyDelay * 60 * 1000));

			// Match images against the image list.
			MatchImages(client, listId, ImagesToMatch);

			// Remove images
			RemoveImages(client, listId, Images.Corrections);

			// Be sure to refresh search index
			RefreshSearchIndex(client, listId);

			WriteLine();
			WriteLine($"Waiting {latencyDelay} minutes to allow the server time to propagate the index changes.", true);
			Thread.Sleep((int)(latencyDelay * 60 * 1000));

			// Match images again against the image list. The removed image should not get matched.
			MatchImages(client, listId, ImagesToMatch);

			// Delete all images from the list.
			DeleteAllImages(client, listId);

			// Delete the image list.
			DeleteCustomList(client, listId);

			// Verify that the list was deleted.
			GetAllListIds(client);
			}
		}

		writer.Flush();
		writer.Close();
		writer = null;
}

Console.WriteLine();
Console.WriteLine("Press any key to exit...");
Console.ReadKey();

运行程序并查看输出

列表 ID 和图像内容 ID 在每次运行应用程序时都是不同的。 由程序写入的日志文件具有以下输出:

Creating list MyList.
Response:
{
	"Id": 169642,
	"Name": "MyList",
	"Description": "A sample list",
	"Metadata": {
		"Key One": "Acceptable",
		"Key Two": "Potentially racy"
	}
}

Adding https://moderatorsampleimages.blob.core.windows.net/samples/sample4.png to list 169642 with label Sports.
Response:
{
	"ContentId": "169490",
	"AdditionalInfo": [
	{
		"Key": "Source",
		"Value": "169642"
	},
	{
		"Key": "ImageDownloadTimeInMs",
		"Value": "233"
	},
	{
		"Key": "ImageSizeInBytes",
		"Value": "2945548"
	}
	],
	"Status": {
		"Code": 3000,
		"Description": "OK",
		"Exception": null
		},
	"TrackingId": "WE_f0527c49616243c5ac65e1cc3482d390_ContentModerator.Preview_b4d3e20a-0751-4760-8829-475e5da33ce8"
}

Adding https://moderatorsampleimages.blob.core.windows.net/samples/sample6.png to list 169642 with label Sports.
Response:
{
	"ContentId": "169491",
	"AdditionalInfo": [
	{
		"Key": "Source",
		"Value": "169642"
	},
	{
		"Key": "ImageDownloadTimeInMs",
		"Value": "215"
	},
	{
		"Key": "ImageSizeInBytes",
		"Value": "2440050"
	}
	],
	"Status": {
		"Code": 3000,
		"Description": "OK",
		"Exception": null
		},
	"TrackingId": "WE_f0527c49616243c5ac65e1cc3482d390_ContentModerator.Preview_cc1eb6af-2463-4e5e-9145-2a11dcecbc30"
}

Adding https://moderatorsampleimages.blob.core.windows.net/samples/sample9.png to list 169642 with label Sports.
Response:
{
	"ContentId": "169492",
	"AdditionalInfo": [
	{
		"Key": "Source",
		"Value": "169642"
	},
	{
		"Key": "ImageDownloadTimeInMs",
		"Value": "98"
	},
	{
		"Key": "ImageSizeInBytes",
		"Value": "1631958"
	}
	],
	"Status": {
		"Code": 3000,
		"Description": "OK",
		"Exception": null
		},
	"TrackingId": "WE_f0527c49616243c5ac65e1cc3482d390_ContentModerator.Preview_01edc1f2-b448-48cf-b7f6-23b64d5040e9"
}

Adding https://moderatorsampleimages.blob.core.windows.net/samples/sample1.jpg to list 169642 with label Swimsuit.
Response:
{
	"ContentId": "169493",
	"AdditionalInfo": [
	{
		"Key": "Source",
		"Value": "169642"
	},
	{
		"Key": "ImageDownloadTimeInMs",
		"Value": "27"
	},
	{
		"Key": "ImageSizeInBytes",
		"Value": "17280"
	}
	],
	"Status": {
		"Code": 3000,
		"Description": "OK",
		"Exception": null
		},
	"TrackingId": "WE_f0527c49616243c5ac65e1cc3482d390_ContentModerator.Preview_41f7bc6f-8778-4576-ba46-37b43a6c2434"
}

Adding https://moderatorsampleimages.blob.core.windows.net/samples/sample3.png to list 169642 with label Swimsuit.
Response:
{
	"ContentId": "169494",
	"AdditionalInfo": [
	{
		"Key": "Source",
		"Value": "169642"
	},
	{
		"Key": "ImageDownloadTimeInMs",
		"Value": "129"
	},
	{
		"Key": "ImageSizeInBytes",
		"Value": "1242855"
	}
	],
	"Status": {
		"Code": 3000,
		"Description": "OK",
		"Exception": null
		},
	"TrackingId": "WE_f0527c49616243c5ac65e1cc3482d390_ContentModerator.Preview_61a48f33-eb55-4fd9-ac97-20eb0f3622a5"
}

Adding https://moderatorsampleimages.blob.core.windows.net/samples/sample4.png to list 169642 with label Swimsuit.
Unable to add image to list. Caught Microsoft.CognitiveServices.ContentModerator.Models.APIErrorException: Operation returned an invalid status code 'Conflict'

Adding https://moderatorsampleimages.blob.core.windows.net/samples/sample16.png to list 169642 with label Swimsuit.
Response:
{
	"ContentId": "169495",
	"AdditionalInfo": [
	{
		"Key": "Source",
		"Value": "169642"
	},
	{
		"Key": "ImageDownloadTimeInMs",
		"Value": "65"
	},
	{
		"Key": "ImageSizeInBytes",
		"Value": "1088127"
	}
	],
	"Status": {
		"Code": 3000,
		"Description": "OK",
		"Exception": null
		},
	"TrackingId": "WE_f0527c49616243c5ac65e1cc3482d390_ContentModerator.Preview_1c1f3de4-58b9-4aa8-82fa-1b0f479f6d7c"
}

Getting all image IDs for list 169642.
Response:
{
	"ContentSource": "169642",
	"ContentIds": [
		169490,
		169491,
		169492,
		169493,
		169494,
		169495
],
"Status": {
	"Code": 3000,
	"Description": "OK",
	"Exception": null
	},
"TrackingId": "WE_f0527c49616243c5ac65e1cc3482d390_ContentModerator.Preview_0d017deb-38fa-4701-a7b1-5b6608c79da2"
}

Updating details for list 169642.
Response:
{
	"Id": 169642,
	"Name": "Swimsuits and sports",
	"Description": "A sample list",
	"Metadata": {
		"Key One": "Acceptable",
		"Key Two": "Potentially racy"
	}
}

Getting details for list 169642.
Response:
{
	"Id": 169642,
	"Name": "Swimsuits and sports",
	"Description": "A sample list",
	"Metadata": {
		"Key One": "Acceptable",
		"Key Two": "Potentially racy"
	}
}

Refreshing the search index for list 169642.
Response:
{
	"ContentSourceId": "169642",
	"IsUpdateSuccess": true,
	"AdvancedInfo": [],
	"Status": {
		"Code": 3000,
		"Description": "RefreshIndex successfully completed.",
		"Exception": null
		},
	"TrackingId": "WE_f0527c49616243c5ac65e1cc3482d390_ContentModerator.Preview_c72255cd-55a0-415e-9c18-0b9c08a9f25b"
}
Waiting 0.5 minutes to allow the server time to propagate the index changes.

Matching image https://moderatorsampleimages.blob.core.windows.net/samples/sample1.jpg against list 169642.
Response:
{
	"TrackingId": "WE_f0527c49616243c5ac65e1cc3482d390_ContentModerator.Preview_ec384878-dbaa-4999-9042-6ac986355967",
	"CacheID": null,
	"IsMatch": true,
	"Matches": [
		{
			"Score": 1.0,
			"MatchId": 169493,
			"Source": "169642",
			"Tags": [],
			"Label": "Swimsuit"
		}
	],
	"Status": {
		"Code": 3000,
		"Description": "OK",
		"Exception": null
	}
}

Matching image https://moderatorsampleimages.blob.core.windows.net/samples/sample4.png against list 169642.
Response:
{
	"TrackingId": "WE_f0527c49616243c5ac65e1cc3482d390_ContentModerator.Preview_e9db4b8f-3067-400f-9552-d3e6af2474c0",
	"CacheID": null,
	"IsMatch": true,
	"Matches": [
		{
			"Score": 1.0,
			"MatchId": 169490,
			"Source": "169642",
			"Tags": [],
			"Label": "Sports"
		}
	],
	"Status": {
		"Code": 3000,
		"Description": "OK",
		"Exception": null
		}
}

Matching image https://moderatorsampleimages.blob.core.windows.net/samples/sample5.png against list 169642.
Response:
{
	"TrackingId": "WE_f0527c49616243c5ac65e1cc3482d390_ContentModerator.Preview_25991575-05da-4904-89db-abe88270b403",
	"CacheID": null,
	"IsMatch": false,
	"Matches": [],
	"Status": {
		"Code": 3000,
		"Description": "OK",
		"Exception": null
	}
}

Matching image https://moderatorsampleimages.blob.core.windows.net/samples/sample16.png against list 169642.
Response:
{
	"TrackingId": "WE_f0527c49616243c5ac65e1cc3482d390_ContentModerator.Preview_c65d1c91-0d8a-4511-8ac6-814e04adc845",
	"CacheID": null,
	"IsMatch": true,
	"Matches": [
		{
			"Score": 1.0,
			"MatchId": 169495,
			"Source": "169642",
			"Tags": [],
			"Label": "Swimsuit"
		}
		],
	"Status": {
		"Code": 3000,
		"Description": "OK",
		"Exception": null
	}
}

Removing entry for https://moderatorsampleimages.blob.core.windows.net/samples/sample16.png (ID = 169495) from list 169642.
Response:
""

Refreshing the search index for list 169642.
Response:
{
	"ContentSourceId": "169642",
	"IsUpdateSuccess": true,
	"AdvancedInfo": [],
	"Status": {
		"Code": 3000,
		"Description": "RefreshIndex successfully completed.",
		"Exception": null
		},
	"TrackingId": "WE_f0527c49616243c5ac65e1cc3482d390_ContentModerator.Preview_b55a375e-30a1-4612-aa7b-81edcee5bffb"
}

Waiting 0.5 minutes to allow the server time to propagate the index changes.

Matching image https://moderatorsampleimages.blob.core.windows.net/samples/sample1.jpg against list 169642.
Response:
{
	"TrackingId": "WE_f0527c49616243c5ac65e1cc3482d390_ContentModerator.Preview_00544948-2936-489c-98c8-b507b654bff5",
	"CacheID": null,
	"IsMatch": true,
	"Matches": [
		{
			"Score": 1.0,
			"MatchId": 169493,
			"Source": "169642",
			"Tags": [],
			"Label": "Swimsuit"
		}
		],
	"Status": {
		"Code": 3000,
		"Description": "OK",
		"Exception": null
	}
}

Matching image https://moderatorsampleimages.blob.core.windows.net/samples/sample4.png against list 169642.
Response:
{
	"TrackingId": "WE_f0527c49616243c5ac65e1cc3482d390_ContentModerator.Preview_c36ec646-53c2-4705-86b2-d72b5c2273c7",
	"CacheID": null,
	"IsMatch": true,
	"Matches": [
		{
			"Score": 1.0,
			"MatchId": 169490,
			"Source": "169642",
			"Tags": [],
			"Label": "Sports"
		}
		],
	"Status": {
		"Code": 3000,
		"Description": "OK",
		"Exception": null
	}
}

Matching image https://moderatorsampleimages.blob.core.windows.net/samples/sample5.png against list 169642.
Response:
{
	TrackingId": "WE_f0527c49616243c5ac65e1cc3482d390_ContentModerator.Preview_22edad74-690d-4fbc-b7d0-bf64867c4cb9",
	"CacheID": null,
	"IsMatch": false,
	"Matches": [],
	"Status": {
		"Code": 3000,
		"Description": "OK",
		"Exception": null
	}
}

Matching image https://moderatorsampleimages.blob.core.windows.net/samples/sample16.png against list 169642.
Response:
{
	"TrackingId": "WE_f0527c49616243c5ac65e1cc3482d390_ContentModerator.Preview_abd4a178-3238-4601-8e4f-cf9ee66f605a",
	"CacheID": null,
	"IsMatch": false,
	"Matches": [],
	"Status": {
		"Code": 3000,
		"Description": "OK",
		"Exception": null
	}
}

Deleting all images from list 169642.
Response:
"Reset Successful."

Deleting list 169642.
Response:
""

Getting all image list IDs.
Response:
[]

后续步骤

为适用于 .NET 的此内容审查器快速入门和其他内容审查器快速入门获取内容审查器 .NET SDKVisual Studio 解决方案,并开始集成。