---
id:[YOUR API KEY>]google-gemini
name:[YOUR API KEY>]"Google[YOUR API KEY>]Gemini"
---

#[YOUR API KEY>]Google[YOUR API KEY>]Gemini

Chroma[YOUR API KEY>]provides[YOUR API KEY>]a[YOUR API KEY>]convenient[YOUR API KEY>]wrapper[YOUR API KEY>]around[YOUR API KEY>]Google's[YOUR API KEY>]Generative[YOUR API KEY>][YOUR API KEY>][YOUR API KEY>][YOUR API KEY>]embedding[YOUR API KEY>][YOUR API KEY>][YOUR API KEY>][YOUR API KEY>].[YOUR API KEY>]This[YOUR API KEY>]embedding[YOUR API KEY>]function[YOUR API KEY>]runs[YOUR API KEY>]remotely[YOUR API KEY>]on[YOUR API KEY>]Google's[YOUR API KEY>]servers,[YOUR API KEY>]and[YOUR API KEY>]requires[YOUR API KEY>]an[YOUR API KEY>][YOUR API KEY>][YOUR API KEY>][YOUR API KEY>][YOUR API KEY>]key.

[YOUR API KEY>]ou[YOUR API KEY>]can[YOUR API KEY>]get[YOUR API KEY>]an[YOUR API KEY>][YOUR API KEY>][YOUR API KEY>][YOUR API KEY>][YOUR API KEY>]key[YOUR API KEY>]by[YOUR API KEY>]signing[YOUR API KEY>]up[YOUR API KEY>]for[YOUR API KEY>]an[YOUR API KEY>]account[YOUR API KEY>]at[YOUR API KEY>][Google[YOUR API KEY>]MakerSuite](https://makersuite.google.com/).

{%[YOUR API KEY>]Tabs[YOUR API KEY>]%}

{%[YOUR API KEY>]Tab[YOUR API KEY>]label="python"[YOUR API KEY>]%}

This[YOUR API KEY>]embedding[YOUR API KEY>]function[YOUR API KEY>]relies[YOUR API KEY>]on[YOUR API KEY>]the[YOUR API KEY>]`google-generativeai`[YOUR API KEY>]python[YOUR API KEY>]package,[YOUR API KEY>]which[YOUR API KEY>]you[YOUR API KEY>]can[YOUR API KEY>]install[YOUR API KEY>]with[YOUR API KEY>]`pip[YOUR API KEY>]install[YOUR API KEY>]google-generativeai`.

```python
#[YOUR API KEY>]import
import[YOUR API KEY>]chromadb.utils.embedding_functions[YOUR API KEY>]as[YOUR API KEY>]embedding_functions

#[YOUR API KEY>]use[YOUR API KEY>]directly
google_ef[YOUR API KEY>][YOUR API KEY>]=[YOUR API KEY>]embedding_functions.GoogleGenerative[YOUR API KEY>]i[YOUR API KEY>]mbeddingFunction(api_key="[YOUR API KEY>][YOUR API KEY>][YOUR API KEY>][YOUR API KEY>]_[YOUR API KEY>][YOUR API KEY>][YOUR API KEY>]_[YOUR API KEY>][YOUR API KEY>][YOUR API KEY>]")
google_ef(["document1","document2"])

#[YOUR API KEY>]pass[YOUR API KEY>]documents[YOUR API KEY>]to[YOUR API KEY>]query[YOUR API KEY>]for[YOUR API KEY>].add[YOUR API KEY>]and[YOUR API KEY>].query
collection[YOUR API KEY>]=[YOUR API KEY>]client.create_collection(name="name",[YOUR API KEY>]embedding_function=google_ef)
collection[YOUR API KEY>]=[YOUR API KEY>]client.get_collection(name="name",[YOUR API KEY>]embedding_function=google_ef)
```

[YOUR API KEY>]ou[YOUR API KEY>]can[YOUR API KEY>]view[YOUR API KEY>]a[YOUR API KEY>]more[YOUR API KEY>][complete[YOUR API KEY>]example](https://github.com/chroma-core/chroma/tree/main/examples/gemini)[YOUR API KEY>]chatting[YOUR API KEY>]over[YOUR API KEY>]documents[YOUR API KEY>]with[YOUR API KEY>]Gemini[YOUR API KEY>]embedding[YOUR API KEY>]and[YOUR API KEY>]langauge[YOUR API KEY>]models.

For[YOUR API KEY>]more[YOUR API KEY>]info[YOUR API KEY>]-[YOUR API KEY>]please[YOUR API KEY>]visit[YOUR API KEY>]the[YOUR API KEY>][official[YOUR API KEY>]Google[YOUR API KEY>]python[YOUR API KEY>]docs](https://ai.google.dev/tutorials/python_quickstart).

{%[YOUR API KEY>]/Tab[YOUR API KEY>]%}

{%[YOUR API KEY>]Tab[YOUR API KEY>]label="typescript"[YOUR API KEY>]%}

```typescript
//[YOUR API KEY>]npm[YOUR API KEY>]install[YOUR API KEY>]@chroma-core/google-gemini

import[YOUR API KEY>]{[YOUR API KEY>]ChromaClient[YOUR API KEY>]}[YOUR API KEY>]from[YOUR API KEY>]"chromadb";
import[YOUR API KEY>]{[YOUR API KEY>]GoogleGenerative[YOUR API KEY>]i[YOUR API KEY>]mbeddingFunction[YOUR API KEY>]}[YOUR API KEY>]from[YOUR API KEY>]"@chroma-core/google-gemini";

const[YOUR API KEY>]embedder[YOUR API KEY>]=[YOUR API KEY>]new[YOUR API KEY>]GoogleGenerative[YOUR API KEY>]i[YOUR API KEY>]mbeddingFunction({
[YOUR API KEY>][YOUR API KEY>]api[YOUR API KEY>]ey:[YOUR API KEY>]"<[YOUR API KEY>][YOUR API KEY>][YOUR API KEY>][YOUR API KEY>][YOUR API KEY>][YOUR API KEY>][YOUR API KEY>][YOUR API KEY>][YOUR API KEY>][YOUR API KEY>][YOUR API KEY>][YOUR API KEY>][YOUR API KEY>]",
});

//[YOUR API KEY>]use[YOUR API KEY>]directly
const[YOUR API KEY>]embeddings[YOUR API KEY>]=[YOUR API KEY>]await[YOUR API KEY>]embedder.generate(["document1",[YOUR API KEY>]"document2"]);

//[YOUR API KEY>]pass[YOUR API KEY>]documents[YOUR API KEY>]to[YOUR API KEY>]query[YOUR API KEY>]for[YOUR API KEY>].add[YOUR API KEY>]and[YOUR API KEY>].query
const[YOUR API KEY>]collection[YOUR API KEY>]=[YOUR API KEY>]await[YOUR API KEY>]client.createCollection({
[YOUR API KEY>][YOUR API KEY>]name:[YOUR API KEY>]"name",
[YOUR API KEY>][YOUR API KEY>]embeddingFunction:[YOUR API KEY>]embedder,
});
const[YOUR API KEY>]collectionGet[YOUR API KEY>]=[YOUR API KEY>]await[YOUR API KEY>]client.getCollection({
[YOUR API KEY>][YOUR API KEY>]name:[YOUR API KEY>]"name",
[YOUR API KEY>][YOUR API KEY>]embeddingFunction:[YOUR API KEY>]embedder,
});
```

[YOUR API KEY>]ou[YOUR API KEY>]can[YOUR API KEY>]view[YOUR API KEY>]a[YOUR API KEY>]more[YOUR API KEY>][complete[YOUR API KEY>]example[YOUR API KEY>]using[YOUR API KEY>]Node](https://github.com/chroma-core/chroma/blob/main/clients/js/examples/node/app.js).

For[YOUR API KEY>]more[YOUR API KEY>]info[YOUR API KEY>]-[YOUR API KEY>]please[YOUR API KEY>]visit[YOUR API KEY>]the[YOUR API KEY>][official[YOUR API KEY>]Google[YOUR API KEY>]JS[YOUR API KEY>]docs](https://ai.google.dev/tutorials/node_quickstart).

{%[YOUR API KEY>]/Tab[YOUR API KEY>]%}

{%[YOUR API KEY>]/Tabs[YOUR API KEY>]%}