Aliyun Qwen Text Embedding

该工具可调用阿里云Model Studio多款指定文本嵌入模型（如text-embedding-v4、qwen3系列等）生成文本向量。适用于语义搜索、检索增强生成、聚类、离线向量化流水线场景，输入文本后输出向量请求文件，可搭配aliyun-dashvector-search等向量存储技能，仅支持文本嵌入，多模态需搭配专用工具。

cinience

热度 40.73

最近更新 2026-05-11 17:39:12

分类：数据依赖：代码执行 / 第三方 API应用场景：数据处理 / 搜索

安装技能

复制下面的话术发给你的 Agent，它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill： npx secure-skills-cli add aliyun-qwen-text-embedding

Metadata

name: aliyun-qwen-text-embedding
description: Use when text embeddings are needed from Alibaba Cloud Model Studio models for semantic search, retrieval-augmented generation, clustering, or offline vectorization pipelines.
version: 1.0.0

Category: provider

Model Studio Text Embedding

Validation

mkdir -p output/aliyun-qwen-text-embedding
python -m py_compile skills/ai/search/aliyun-qwen-text-embedding/scripts/prepare_embedding_request.py && echo "py_compile_ok" > output/aliyun-qwen-text-embedding/validate.txt

Pass criteria: command exits 0 and output/aliyun-qwen-text-embedding/validate.txt is generated.

Critical model names

Use one of these exact model strings as needed:

text-embedding-v4
text-embedding-v3
text-embedding-v2
text-embedding-v1
qwen3-embedding-8b
qwen3-embedding-4b
qwen3-embedding-0.6b

Quick start

python skills/ai/search/aliyun-qwen-text-embedding/scripts/prepare_embedding_request.py \
  --text "Alibaba Cloud Model Studio" \
  --output output/aliyun-qwen-text-embedding/request.json

Notes

Pair this skill with skills/ai/search/aliyun-dashvector-search/ or other vector-store skills.
For image or multimodal embeddings, add dedicated multimodal embedding coverage separately.

References

references/sources.md