---
license: apache-2.0
---
![embeddings](https://huggingface.co/appvoid/embeddings/resolve/main/embeddings.webp?download=true)
# embeddings
This is a repo created to keep a collection of quantized bert models in ggml format.

### usage
You can utilize [bert.cpp](https://github.com/skeskinen/bert.cpp) as usual or use [our new api](https://rapidapi.com/nohakcoffee/api/simple-similarity) to quickly prototype on real use-case scenarios for text similarity.


| api | mb |
| ---- | ---- |
| nano | 11.2 |
| small | 14.5 |
| medium | 21.3 |
| large | 68.8 |


We are planning to update the list to always support lastest open-source models.

### embeddings sample

```
./main -m small -p "word"
[0.0698, -0.0024, -0.0153, 0.0193, -0.1060, -0.0278, 0.1424, -0.0056, -0.0536...
```

### api sample

```

{ ...,
  "similarity": {
    "semantic": 0.035270897102758283,
    "literal": 0.22219999999999998
  }
}
```