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byted-bytehouse-multimodal-search

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ByteHouse 多模态检索 Skill，支持文本、图片、视频的向量化存储与多模态混合检索（向量检索、以文搜图、以图搜文、混合关键词 + 向量检索）。当用户提到 "ByteHouse 向量检索"、"多模态检索"、"混合检索"、"以文搜图"、"以图搜图"、"文搜视频"、"多模态知识库"、"HNSW / 向量索引" 等诉求时使用本 Skill。

skills/byted-bytehouse-multimodal-search/SKILL.md

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Nov 6, 2026
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Apache-2.0

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# ByteHouse 多模态检索 Skill

## 描述

本 Skill 基于 ByteHouse 的向量检索能力和火山引擎方舟多模态向量化模型（默认 `doubao-embedding-vision`），提供从**向量化 → 建表 → 写入 → 检索**的一整套多模态检索参考实现。核心能力：

1. **多模态向量化**：文本 / 图片 / 视频 → 统一维度向量。
2. **向量表创建**：支持 HNSW、IVF_FLAT、IVF_PQ 等索引，可选启用全文倒排索引。
3. **文档写入**：单条 / 批量插入，附带 `content_type`、`title`、`metadata`。
4. **检索能力**：向量检索、混合检索（向量 + 关键词）、以文搜图、以图搜图 / 视频。

**当以下情况时使用此 Skill：**

1. 用户希望在 ByteHouse 中搭建多模态向量检索服务。