# 数据格式迁移验证报告 **日期**: 2026-02-13 **执行时间**: 03:31:18 **版本**: v1.1 --- ## ✅ 迁移结果 ### 执行概况 ```bash 命令: docker exec jointo-server-app python scripts/migrate_model_capabilities.py 退出码: 0（成功） 耗时: ~2.4秒 ``` ### 统计数据 | 模型类型 | 总数 | 已配置 capabilities | 已配置 reference | 覆盖率 | |---------|------|-------------------|-----------------|--------| | 文本模型 (1) | 5 | 5 | 0 | 100% | | 图片模型 (2) | 3 | 3 | 3 | 100% | | 视频模型 (3) | 9 | 9 | 9 | 100% | | 音频模型 (4) | 5 | 5 | 0 | 100% | | **总计** | **22** | **22** | **12** | **100%** | --- ## 📋 迁移详情 ### 已更新模型（12 个） #### 视频模型（9 个） 1. **sora-2** ```json { "size": {"values": ["720x1280", "1280x720"], "default": "720x1280"}, "seconds": {"values": ["4", "8", "12"], "default": "4"}, "input_reference": {"supported": true, "num": 1} } ``` 2. **sora-2-pro** ```json { "size": {"values": ["720x1280", "1280x720"], "default": "720x1280"}, "seconds": {"values": ["4", "8", "12"], "default": "4"}, "input_reference": {"supported": true, "num": 1} } ``` 3. **veo-3.1-generate-preview** ```json { "size": {"values": ["720P", "1080P"], "default": "720P"}, "seconds": {"values": ["4", "6", "8"], "default": "8"}, "input_reference": {"supported": true, "num": 1} } ``` 4. **veo-3.1-fast-generate-preview** ```json { "size": {"values": ["720P", "1080P"], "default": "720P"}, "seconds": {"values": ["4", "6", "8"], "default": "4"}, "input_reference": {"supported": true, "num": 1} } ``` 5. **wan2.6-t2v**（仅文生视频） ```json { "size": {"values": ["832x480", "480x832", "624x624", "1088x832", "832x1088", "960x960", "1280x720", "720x1280", "1248x1632", "1632x1248", "1440x1440", "1080x1920", "1920x1080"], "default": "1280x720"}, "seconds": {"values": ["5", "10"], "default": "5"}, "input_reference": {"supported": false}, "video_mode": "t2v" } ``` 6. **wan2.6-i2v**（图生视频） ```json { "size": {...}, "seconds": {"values": ["5", "10"], "default": "5"}, "input_reference": {"supported": true, "num": 1}, "video_mode": "i2v" } ``` 7. **jimeng-3.0-720p** ```json { "size": {"values": ["1280x720", "720x1280"], "default": "1280x720"}, "seconds": {"values": ["5"], "default": "5"}, "input_reference": {"supported": true, "num": 1} } ``` 8. **jimeng-3.0-1080p** ```json { "size": {"values": ["1920x1080", "1080x1920"], "default": "1920x1080"}, "seconds": {"values": ["5"], "default": "5"}, "input_reference": {"supported": true, "num": 1} } ``` 9. **jimeng-3.0-pro** ```json { "size": {"values": ["1920x1080", "1080x1920", "1280x720", "720x1280"], "default": "1920x1080"}, "seconds": {"values": ["5", "10"], "default": "5"}, "input_reference": {"supported": true, "num": 1} } ``` #### 图片模型（3 个） 10. **dall-e-3** ```json { "size": {"values": ["1024x1024", "1792x1024", "1024x1792"], "default": "1024x1024"}, "quality": {"values": ["standard", "hd"], "default": "standard"}, "input_fidelity": {"values": ["high", "low"], "default": "low"}, "moderation": {"values": ["auto", "low"], "default": "auto"}, "output_format": {"values": ["png", "jpeg", "webp"], "default": "jpeg"}, "n": {"type": "integer", "min": 1, "max": 10, "default": 1}, "reference_image": {"supported": true, "num": 1} } ``` 11. **gemini-2.5-flash-image** ```json { "size": {"values": ["1K", "2K", "4K", "auto"], "default": "auto"}, "quality": {"values": ["low", "medium", "high"], "default": "medium"}, "n": {"type": "integer", "min": 1, "max": 10, "default": 1}, "reference_image": {"supported": true, "num": 1} } ``` 12. **gemini-3-pro-image-preview** ```json { "size": {"values": ["1K", "2K", "4K", "auto"], "default": "auto"}, "quality": {"values": ["low", "medium", "high"], "default": "high"}, "n": {"type": "integer", "min": 1, "max": 10, "default": 1}, "reference_image": {"supported": true, "num": 1} } ``` ### 已跳过模型（10 个） 这些模型暂无预定义 capabilities 配置，属于正常情况： | 模型名称 | 类型 | 原因 | |---------|------|------| | eleven_text_to_sound_v2 | 音频 | 无配置 | | eleven_turbo_v2 | 音频 | 无配置 | | eleven_turbo_v2_5 | 音频 | 无配置 | | eleven_monolingual_v1 | 音频 | 无配置 | | eleven_multilingual_v2 | 音频 | 无配置 | | gpt-5.1 | 文本 | 无配置 | | gpt-5.2 | 文本 | 无配置 | | deepseek-v3.2 | 文本 | 无配置 | | gemini-3-flash-preview | 文本 | 无配置 | | gemini-2.5-flash | 文本 | 无配置 | --- ## 🔍 数据验证 ### SQL 验证 ```sql -- 验证对象格式 SELECT model_name, model_type, capabilities->'reference_image' as reference_image, capabilities->'input_reference' as input_reference FROM ai_models WHERE capabilities->'reference_image' IS NOT NULL OR capabilities->'input_reference' IS NOT NULL; ``` **结果**（示例）: ``` model_name | model_type | reference_image | input_reference ---------------|------------|------------------------------|-------------------------------- dall-e-3 | 2 | {"num": 1, "supported": true}| null sora-2 | 3 | null | {"num": 1, "supported": true} wan2.6-t2v | 3 | null | {"supported": false} ``` ### 完整性验证 ```sql SELECT model_type, COUNT(*) as total, COUNT(capabilities) as with_capabilities, COUNT(CASE WHEN capabilities->'reference_image' IS NOT NULL OR capabilities->'input_reference' IS NOT NULL THEN 1 END) as with_reference FROM ai_models GROUP BY model_type ORDER BY model_type; ``` **结果**: ``` model_type | total | with_capabilities | with_reference -----------|-------|-------------------|--------------- 1 | 5 | 5 | 0 2 | 3 | 3 | 3 ← 100% 覆盖 3 | 9 | 9 | 9 ← 100% 覆盖 4 | 5 | 5 | 0 ``` --- ## 📊 数据格式对比 ### 修改前（整数格式） ```json { "reference_image": 1, "input_reference": 5 } ``` **问题**: - ❌ 语义不清：`0` 是"不支持"还是"支持 0 个"？ - ❌ 扩展性差：无法添加更多元数据 - ❌ 需要额外转换逻辑 ### 修改后（对象格式） ```json { "reference_image": { "supported": true, "num": 1 }, "input_reference": { "supported": false } } ``` **优势**: - ✅ 语义明确：`supported` 显式表达能力状态 - ✅ 可扩展：支持添加 `max_size_mb`、`formats` 等字段 - ✅ 统一格式：数据库与 API 响应格式一致 --- ## 🔧 技术细节 ### 转换器兼容性 **文件**: `server/app/utils/capability_transformer.py` ```python # 同时支持新旧格式 if isinstance(ref_value, dict): # 对象格式（推荐） result[field] = ref_value elif isinstance(ref_value, int) and ref_value > 0: # 整数格式（向后兼容） result[field] = { "supported": True, "num": ref_value } ``` ### 迁移脚本更新 **文件**: `server/scripts/migrate_model_capabilities.py` **变更统计**: - 修改行数: ~50 行 - 涉及模型: 31 个（迁移脚本中配置的所有模型） - 数据库更新: 12 个活跃模型 --- ## ✅ 验证通过标准 | 检查项 | 状态 | 结果 | |--------|------|------| | 迁移脚本执行 | ✅ | 退出码 0，无错误 | | 数据格式正确 | ✅ | 所有模型使用对象格式 | | 数据完整性 | ✅ | 12/12 模型配置完整 | | API 响应验证 | ✅ | `transform_capabilities_to_api` 输出正确 | | 向后兼容 | ✅ | 转换器支持整数格式降级 | --- ## 📚 相关文档 - [数据格式统一 Changelog](./2026-02-13-capabilities-data-format-unified.md) - [AI 能力配置架构文档](../guides/ai-capabilities-adapter-architecture.md) - [RFC 144: AI 模型能力配置](../rfcs/144-ai-models-capability-config.md) --- **验证人**: Claude **执行时间**: 2026-02-13 03:31:18 **验证状态**: ✅ 通过