ImageModerationService.cs 27.5 KB
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659
using System;
using System.Collections.Generic;
using System.IO;
using System.Net.Http;
using System.Security.Cryptography;
using System.Text;
using System.Threading.Tasks;
using NCC.Common.Configuration;
using NCC.Dependency;
using Newtonsoft.Json;
using Newtonsoft.Json.Linq;
// 增强版 SDK 暂时注释,改用 HTTP 原生调用
// using AlibabaCloud.SDK.Green20220302;
// using AlibabaCloud.SDK.Green20220302.Models;
// using AlibabaCloud.OSS.V2;
// using AlibabaCloud.OSS.V2.Models;

namespace NCC.Extend
{
    /// <summary>
    /// 图片审核服务(阿里云内容安全),仅内部调用,不暴露 API
    /// </summary>
    public class ImageModerationService : ITransient
    {
        private readonly HttpClient _httpClient;
        private readonly string _endpoint;
        private readonly string _accessKeyId;
        private readonly string _accessKeySecret;
        private readonly string _region;
        private readonly bool _enabled;
        private readonly bool _isEnhancedVersion; // 是否为增强版(green-cip)

        /// <summary>
        /// 初始化图片审核服务
        /// </summary>
        public ImageModerationService()
        {
            _httpClient = new HttpClient();
            _enabled = App.Configuration["NCC_App:ImageModeration:Enabled"] == "true";
            _endpoint = App.Configuration["NCC_App:ImageModeration:Endpoint"] 
                ?? "https://green.cn-shanghai.aliyuncs.com";
            _region = App.Configuration["NCC_App:ImageModeration:Region"] 
                ?? "cn-shanghai";
            
            // 优先使用ImageModeration配置,如果没有则使用AliyunOSS的配置
            _accessKeyId = App.Configuration["NCC_App:ImageModeration:AccessKeyId"];
            if (string.IsNullOrEmpty(_accessKeyId))
            {
                _accessKeyId = App.Configuration["NCC_App:AliyunOSS:AccessKeyId"];
            }
            
            _accessKeySecret = App.Configuration["NCC_App:ImageModeration:AccessKeySecret"];
            if (string.IsNullOrEmpty(_accessKeySecret))
            {
                _accessKeySecret = App.Configuration["NCC_App:AliyunOSS:AccessKeySecret"];
            }
            
            // 判断是否为增强版(endpoint 包含 green-cip)
            _isEnhancedVersion = _endpoint.Contains("green-cip");
        }

        /// <summary>
        /// 图片审核结果
        /// </summary>
        public class ModerationResult
        {
            public bool Passed { get; set; }
            public string Message { get; set; }
            public string RawResponse { get; set; }
            public object Details { get; set; }
        }

        /// <summary>
        /// 图片审核(从本地文件路径)
        /// </summary>
        /// <param name="filePath">本地文件路径</param>
        /// <returns>审核结果详情</returns>
        public async Task<ModerationResult> ScanImageFromFileAsync(string filePath)
        {
            if (!_enabled)
            {
                return new ModerationResult 
                { 
                    Passed = true, 
                    Message = "审核未启用,直接通过" 
                };
            }

            if (string.IsNullOrEmpty(filePath) || !File.Exists(filePath))
            {
                return new ModerationResult 
                { 
                    Passed = false, 
                    Message = "文件不存在或路径为空" 
                };
            }

            try
            {
                var imageBytes = await File.ReadAllBytesAsync(filePath);
                return await ScanImageAsync(imageBytes);
            }
            catch (Exception ex)
            {
                // 审核异常时,根据配置决定是否通过
                var failOnError = App.Configuration["NCC_App:ImageModeration:FailOnError"] == "true";
                return new ModerationResult 
                { 
                    Passed = !failOnError, 
                    Message = $"审核异常:{ex.Message}",
                    RawResponse = ex.ToString()
                };
            }
        }

        /// <summary>
        /// 图片审核(从字节数组)
        /// </summary>
        /// <param name="imageBytes">图片字节数组</param>
        /// <returns>审核结果详情</returns>
        public async Task<ModerationResult> ScanImageAsync(byte[] imageBytes)
        {
            if (!_enabled)
            {
                return new ModerationResult 
                { 
                    Passed = true, 
                    Message = "审核未启用,直接通过" 
                };
            }

            if (imageBytes == null || imageBytes.Length == 0)
            {
                return new ModerationResult 
                { 
                    Passed = false, 
                    Message = "图片数据为空" 
                };
            }

            // 检查 AccessKey 是否配置
            if (string.IsNullOrEmpty(_accessKeyId) || string.IsNullOrEmpty(_accessKeySecret))
            {
                var failOnError = App.Configuration["NCC_App:ImageModeration:FailOnError"] == "true";
                return new ModerationResult 
                { 
                    Passed = !failOnError, 
                    Message = "图片审核服务未配置 AccessKey,无法调用审核接口",
                    RawResponse = "AccessKeyId 或 AccessKeySecret 未配置"
                };
            }

            try
            {
                // 判断是否为增强版,使用不同的调用方式
                if (_isEnhancedVersion)
                {
                    return await ScanImageEnhancedAsync(imageBytes);
                }
                else
                {
                    return await ScanImageLegacyAsync(imageBytes);
                }
            }
            catch (Exception ex)
            {
                // 审核异常时,根据配置决定是否通过
                var failOnError = App.Configuration["NCC_App:ImageModeration:FailOnError"] == "true";
                return new ModerationResult 
                { 
                    Passed = !failOnError, 
                    Message = $"审核异常:{ex.Message}",
                    RawResponse = ex.ToString()
                };
            }
        }

        /// <summary>
        /// 图片审核(增强版 - green-cip)
        /// 使用 HTTP 原生调用,实现本地图片审核流程:
        /// 1. DescribeUploadToken - 获取临时 OSS 凭证
        /// 2. 上传图片到临时 OSS
        /// 3. ImageModeration - 调用审核接口
        /// </summary>
        /// <param name="imageBytes">图片字节数组</param>
        /// <returns>审核结果详情</returns>
        private async Task<ModerationResult> ScanImageEnhancedAsync(byte[] imageBytes)
        {
            try
            {
                var endpointHost = _endpoint.Replace("https://", "").Replace("http://", "");
                
                // 1. 调用 DescribeUploadToken 获取临时 OSS 凭证
                var tokenUrl = $"{_endpoint}/DescribeUploadToken";
                var tokenResponse = await CallOpenApiAsync(tokenUrl, new Dictionary<string, string>());
                var tokenResult = JsonConvert.DeserializeObject<JObject>(tokenResponse);
                
                if (tokenResult == null || tokenResult["Code"]?.Value<int>() != 200)
                {
                    var failOnError = App.Configuration["NCC_App:ImageModeration:FailOnError"] == "true";
                    return new ModerationResult 
                    { 
                        Passed = !failOnError, 
                        Message = $"获取临时 OSS 凭证失败:{tokenResult?["Msg"]?.ToString() ?? "未知错误"}",
                        RawResponse = tokenResponse
                    };
                }

                var tokenData = tokenResult["Data"];
                if (tokenData == null)
                {
                    var failOnError = App.Configuration["NCC_App:ImageModeration:FailOnError"] == "true";
                    return new ModerationResult 
                    { 
                        Passed = !failOnError, 
                        Message = "临时 OSS 凭证数据为空",
                        RawResponse = tokenResponse
                    };
                }

                var bucketName = tokenData["BucketName"]?.ToString();
                var fileNamePrefix = tokenData["FileNamePrefix"]?.ToString() ?? "";
                var ossAccessKeyId = tokenData["AccessKeyId"]?.ToString();
                var ossAccessKeySecret = tokenData["AccessKeySecret"]?.ToString();
                var ossSecurityToken = tokenData["SecurityToken"]?.ToString();
                var ossInternetEndPoint = tokenData["OssInternetEndPoint"]?.ToString();
                
                if (string.IsNullOrEmpty(bucketName) || string.IsNullOrEmpty(ossInternetEndPoint))
                {
                    var failOnError = App.Configuration["NCC_App:ImageModeration:FailOnError"] == "true";
                    return new ModerationResult 
                    { 
                        Passed = !failOnError, 
                        Message = "临时 OSS 凭证信息不完整",
                        RawResponse = tokenResponse
                    };
                }

                // 2. 上传图片到临时 OSS(使用 OSS PutObject API)
                var objectName = $"{fileNamePrefix}{Guid.NewGuid()}.jpg";
                var ossPutUrl = $"https://{bucketName}.{ossInternetEndPoint}/{objectName}";
                
                // 使用 STS Token 上传到 OSS(需要 OSS 签名)
                var ossPutSuccess = await UploadToOSSTempAsync(
                    ossPutUrl, 
                    imageBytes, 
                    bucketName, 
                    objectName,
                    ossAccessKeyId,
                    ossAccessKeySecret,
                    ossSecurityToken);
                
                if (!ossPutSuccess)
                {
                    var failOnError = App.Configuration["NCC_App:ImageModeration:FailOnError"] == "true";
                    return new ModerationResult 
                    { 
                        Passed = !failOnError, 
                        Message = "上传图片到临时 OSS 失败",
                        RawResponse = "OSS 上传失败"
                    };
                }

                // 3. 调用增强版审核接口 ImageModeration
                var moderationUrl = $"{_endpoint}/ImageModeration";
                var serviceParameters = new Dictionary<string, object>
                {
                    { "ossBucketName", bucketName },
                    { "ossObjectName", objectName },
                    { "dataId", Guid.NewGuid().ToString() }
                };
                
                var moderationBody = new Dictionary<string, string>
                {
                    { "Service", "baselineCheck" },
                    { "ServiceParameters", JsonConvert.SerializeObject(serviceParameters) }
                };
                
                var moderationResponse = await CallOpenApiAsync(moderationUrl, moderationBody);
                var rawResponse = moderationResponse;
                var moderationResult = JsonConvert.DeserializeObject<JObject>(moderationResponse);
                
                if (moderationResult == null)
                {
                    var failOnError = App.Configuration["NCC_App:ImageModeration:FailOnError"] == "true";
                    return new ModerationResult 
                    { 
                        Passed = !failOnError, 
                        Message = "响应解析失败",
                        RawResponse = rawResponse
                    };
                }

                var code = moderationResult["Code"]?.Value<int>();
                if (code != 200)
                {
                    var failOnError = App.Configuration["NCC_App:ImageModeration:FailOnError"] == "true";
                    return new ModerationResult 
                    { 
                        Passed = !failOnError, 
                        Message = moderationResult["Msg"]?.ToString() ?? $"审核接口返回错误:{code}",
                        RawResponse = rawResponse,
                        Details = moderationResult
                    };
                }

                var data = moderationResult["Data"];
                if (data == null)
                {
                    var failOnError = App.Configuration["NCC_App:ImageModeration:FailOnError"] == "true";
                    return new ModerationResult 
                    { 
                        Passed = !failOnError, 
                        Message = "审核结果数据为空",
                        RawResponse = rawResponse,
                        Details = moderationResult
                    };
                }

                // 增强版返回格式:Data.Result 是数组,每个元素有 Label、Confidence、RiskLevel
                var results = data["Result"] as JArray;
                var riskLevel = data["RiskLevel"]?.ToString();
                
                if (results == null || results.Count == 0)
                {
                    return new ModerationResult 
                    { 
                        Passed = true, 
                        Message = "没有审核结果,默认通过",
                        RawResponse = rawResponse,
                        Details = data
                    };
                }

                // 检查风险等级和标签
                var highRiskLabels = new List<string>();
                var allResults = new List<object>();
                
                foreach (var item in results)
                {
                    var label = item["Label"]?.ToString();
                    var confidence = item["Confidence"]?.Value<double?>();
                    var itemRiskLevel = item["RiskLevel"]?.ToString();
                    var description = item["Description"]?.ToString();
                    
                    allResults.Add(new
                    {
                        label = label,
                        confidence = confidence,
                        riskLevel = itemRiskLevel,
                        description = description
                    });
                    
                    // 高风险或非 nonLabel 标签视为违规
                    if (itemRiskLevel == "high" || (label != null && !label.StartsWith("nonLabel")))
                    {
                        highRiskLabels.Add($"{label}({description})");
                    }
                }

                if (highRiskLabels.Count > 0 || riskLevel == "high")
                {
                    return new ModerationResult 
                    { 
                        Passed = false, 
                        Message = $"图片审核未通过,风险等级:{riskLevel},违规标签:{string.Join(", ", highRiskLabels)}",
                        RawResponse = rawResponse,
                        Details = new
                        {
                            riskLevel = riskLevel,
                            highRiskLabels = highRiskLabels,
                            allResults = allResults
                        }
                    };
                }

                return new ModerationResult 
                { 
                    Passed = true, 
                    Message = "图片审核通过",
                    RawResponse = rawResponse,
                    Details = new
                    {
                        riskLevel = riskLevel,
                        allResults = allResults
                    }
                };
            }
            catch (Exception ex)
            {
                var failOnError = App.Configuration["NCC_App:ImageModeration:FailOnError"] == "true";
                return new ModerationResult 
                { 
                    Passed = !failOnError, 
                    Message = $"增强版审核异常:{ex.Message}",
                    RawResponse = ex.ToString()
                };
            }
        }

        /// <summary>
        /// 调用阿里云 OpenAPI 3.0 接口(增强版使用 POP 签名)
        /// 注意:增强版 API 使用 OpenAPI 3.0 风格,签名方式与老版 ROA 不同
        /// 建议使用官方 SDK,HTTP 原生调用需要实现完整的 POP 签名算法
        /// </summary>
        private async Task<string> CallOpenApiAsync(string url, Dictionary<string, string> bodyParams)
        {
            // 增强版使用 OpenAPI 3.0 的 POP 签名,实现较复杂
            // 暂时返回提示,建议使用 SDK 或联系技术支持实现完整签名
            var failOnError = App.Configuration["NCC_App:ImageModeration:FailOnError"] == "true";
            if (failOnError)
            {
                throw new Exception("增强版 API 需要实现 OpenAPI 3.0 签名,当前暂不支持 HTTP 原生调用。请使用官方 SDK 或联系技术支持。");
            }
            return "{\"Code\":500,\"Msg\":\"增强版 API 需要 SDK 支持,当前暂不支持 HTTP 原生调用\"}";
        }

        /// <summary>
        /// 上传文件到临时 OSS(使用 STS Token)
        /// </summary>
        private async Task<bool> UploadToOSSTempAsync(string url, byte[] data, string bucket, string objectName, string accessKeyId, string accessKeySecret, string securityToken)
        {
            // OSS PutObject 需要实现签名,使用 STS Token
            // 暂时返回 false,建议使用 OSS SDK
            return false;
        }

        /// <summary>
        /// 图片审核(老版 - green.xxx)
        /// </summary>
        /// <param name="imageBytes">图片字节数组</param>
        /// <returns>审核结果详情</returns>
        private async Task<ModerationResult> ScanImageLegacyAsync(byte[] imageBytes)
        {
            // 构建请求URL
            var url = $"{_endpoint}/green/image/scan";
                
                // 构建请求体
                var requestBody = new
                {
                    scenes = new[] { "porn", "terrorism", "ad", "qrcode" },
                    tasks = new[]
                    {
                        new
                        {
                            dataId = Guid.NewGuid().ToString(),
                            url = Convert.ToBase64String(imageBytes)
                        }
                    }
                };

                var jsonContent = JsonConvert.SerializeObject(requestBody);
                var contentBytes = Encoding.UTF8.GetBytes(jsonContent);
                var content = new ByteArrayContent(contentBytes);
                content.Headers.TryAddWithoutValidation("Content-Type", "application/json");

                // 计算 Content-MD5(请求体的 MD5,然后 Base64)
                string contentMd5;
                using (var md5 = MD5.Create())
                {
                    var hashBytes = md5.ComputeHash(contentBytes);
                    contentMd5 = Convert.ToBase64String(hashBytes);
                }

                // 生成请求时间(RFC 1123 格式)
                var dateStr = DateTime.UtcNow.ToString("r");
                
                // 生成签名随机数
                var signatureNonce = Guid.NewGuid().ToString();
                
                // 构建规范化的请求头(x-acs- 开头的头,按字典序排序)
                var acsHeaders = new SortedDictionary<string, string>
                {
                    { "x-acs-signature-method", "HMAC-SHA1" },
                    { "x-acs-signature-nonce", signatureNonce },
                    { "x-acs-signature-version", "1.0" },
                    { "x-acs-version", "2018-05-09" }
                };
                
                // 构建 CanonicalizedHeaders(格式:key:value\n)
                var canonicalizedHeaders = new StringBuilder();
                foreach (var header in acsHeaders)
                {
                    canonicalizedHeaders.Append($"{header.Key}:{header.Value}\n");
                }
                
                // 构建 CanonicalizedResource(请求路径)
                var uri = new Uri(url);
                var canonicalizedResource = uri.AbsolutePath;
                
                // 构建待签名字符串
                var stringToSign = new StringBuilder();
                stringToSign.Append("POST\n");  // HTTP-Verb
                stringToSign.Append("application/json\n");  // Accept
                stringToSign.Append($"{contentMd5}\n");  // Content-MD5
                stringToSign.Append("application/json\n");  // Content-Type
                stringToSign.Append($"{dateStr}\n");  // Date
                stringToSign.Append(canonicalizedHeaders.ToString());  // CanonicalizedHeaders
                stringToSign.Append(canonicalizedResource);  // CanonicalizedResource
                
                // 计算签名(HMAC-SHA1)
                string signature;
                using (var hmac = new HMACSHA1(Encoding.UTF8.GetBytes(_accessKeySecret)))
                {
                    var signatureBytes = hmac.ComputeHash(Encoding.UTF8.GetBytes(stringToSign.ToString()));
                    signature = Convert.ToBase64String(signatureBytes);
                }
                
                // 构建 Authorization 头
                var authorization = $"acs {_accessKeyId}:{signature}";

                // 添加 Content-MD5 到内容头(Content-MD5 是内容头,不是请求头)
                content.Headers.TryAddWithoutValidation("Content-MD5", contentMd5);

                // 创建请求并添加所有必需的请求头
                using (var request = new HttpRequestMessage(HttpMethod.Post, url))
                {
                    request.Content = content;
                    
                    // 添加标准 HTTP 头
                    request.Headers.Add("Accept", "application/json");
                    request.Headers.Add("Date", dateStr);
                    
                    // 添加阿里云协议头
                    foreach (var header in acsHeaders)
                    {
                        request.Headers.Add(header.Key, header.Value);
                    }
                    
                    // 添加 Authorization 头
                    request.Headers.Add("Authorization", authorization);
                    
                    var response = await _httpClient.SendAsync(request);
                    var responseContent = await response.Content.ReadAsStringAsync();

                // 保存原始响应
                var rawResponse = responseContent;

                if (!response.IsSuccessStatusCode)
                {
                    // HTTP请求失败,根据配置决定是否通过
                    var failOnError = App.Configuration["NCC_App:ImageModeration:FailOnError"] == "true";
                    return new ModerationResult 
                    { 
                        Passed = !failOnError, 
                        Message = $"HTTP请求失败:{response.StatusCode}",
                        RawResponse = rawResponse
                    };
                }

                // 解析响应
                var result = JsonConvert.DeserializeObject<JObject>(responseContent);
                if (result == null)
                {
                    var failOnError = App.Configuration["NCC_App:ImageModeration:FailOnError"] == "true";
                    return new ModerationResult 
                    { 
                        Passed = !failOnError, 
                        Message = "响应解析失败",
                        RawResponse = rawResponse
                    };
                }

                // 阿里云业务错误:未开通内容安全、无权限等(code 596 或 success: false)
                var apiCode = result["code"]?.Value<int>();
                var success = result["success"]?.Value<bool>();
                var apiMsg = result["msg"]?.ToString() ?? "";
                if (apiCode == 596 || success == false)
                {
                    var failOnError = App.Configuration["NCC_App:ImageModeration:FailOnError"] == "true";
                    var friendlyMsg = apiCode == 596
                        ? "内容安全服务未开通或当前账号无权限,请到阿里云控制台开通「内容安全」并确认当前 AccessKey 有权限"
                        : (apiMsg.Length > 0 ? apiMsg : "审核接口返回失败");
                    return new ModerationResult 
                    { 
                        Passed = !failOnError, 
                        Message = friendlyMsg,
                        RawResponse = rawResponse,
                        Details = result
                    };
                }

                // 检查审核结果
                var data = result["data"] as JArray;
                if (data == null || data.Count == 0)
                {
                    var failOnError = App.Configuration["NCC_App:ImageModeration:FailOnError"] == "true";
                    return new ModerationResult 
                    { 
                        Passed = !failOnError, 
                        Message = "审核结果数据为空",
                        RawResponse = rawResponse,
                        Details = result
                    };
                }

                var taskResult = data[0];
                var results = taskResult["results"] as JArray;
                if (results == null || results.Count == 0)
                {
                    return new ModerationResult 
                    { 
                        Passed = true, 
                        Message = "没有审核结果,默认通过",
                        RawResponse = rawResponse,
                        Details = taskResult
                    };
                }

                // 检查所有场景的审核结果
                var blockScenes = new List<string>();
                var allSuggestions = new List<object>();
                foreach (var item in results)
                {
                    var suggestion = item["suggestion"]?.ToString();
                    var scene = item["scene"]?.ToString();
                    allSuggestions.Add(new
                    {
                        scene = scene,
                        suggestion = suggestion,
                        label = item["label"]?.ToString(),
                        rate = item["rate"]?.ToString()
                    });
                    
                    if (suggestion == "block")
                    {
                        blockScenes.Add(scene ?? "unknown");
                    }
                }

                if (blockScenes.Count > 0)
                {
                    return new ModerationResult 
                    { 
                        Passed = false, 
                        Message = $"图片审核未通过,违规场景:{string.Join(", ", blockScenes)}",
                        RawResponse = rawResponse,
                        Details = new
                        {
                            blockScenes = blockScenes,
                            allResults = allSuggestions
                        }
                    };
                }

                return new ModerationResult 
                { 
                    Passed = true, 
                    Message = "图片审核通过",
                    RawResponse = rawResponse,
                    Details = new
                    {
                        allResults = allSuggestions
                    }
                };
            }
        }
    }
}