
# Introducing txtai embeddings index

This is a [txtai](https://github.com/neuml/txtai) embeddings index from the [Introducing txtai](https://colab.research.google.com/github/neuml/txtai/blob/master/examples/01_Introducing_txtai.ipynb) example notebook.

txtai must be [installed](https://neuml.github.io/txtai/install/) to use this model.

## Example

Version 5.4 added support for loading embeddings indexes from the Hugging Face Hub. See the example below.

```python
from txtai.embeddings import Embeddings

# Load the index from the HF Hub
embeddings = Embeddings()
embeddings.load(provider="huggingface-hub", container="neuml/txtai-intro")

# Run a search
embeddings.search("Tell me a feel good story")
```

{"language": "en", "license": "apache-2.0", "library_name": "txtai", "tags": ["sentence-similarity"], "inference": false}
txtai sentence-similarity en license:apache-2.0 region:us
TAGS
#txtai #sentence-similarity #en #license-apache-2.0 #region-us 


# Introducing txtai embeddings index

This is a txtai embeddings index from the Introducing txtai example notebook.

txtai must be installed to use this model.

## Example

Version 5.4 added support for loading embeddings indexes from the Hugging Face Hub. See the example below.



# Introducing txtai embeddings index

This is a txtai embeddings index from the Introducing txtai example notebook.

txtai must be installed to use this model. ## Example

Version 5.4 added support for loading embeddings indexes from the Hugging Face Hub. See the example below.
TAGS
#txtai #sentence-similarity #en #license-apache-2.0 #region-us 
 # Introducing txtai embeddings index

This is a txtai embeddings index from the Introducing txtai example notebook.

txtai must be installed to use this model. ## Example

Version 5.4 added support for loading embeddings indexes from the Hugging Face Hub. See the example below.
TAGS
#txtai #sentence-similarity #en #license-apache-2.0 #region-us 
# Introducing txtai embeddings index

This is a txtai embeddings index from the Introducing txtai example notebook.

txtai must be installed to use this model.## Example

Version 5.4 added support for loading embeddings indexes from the Hugging Face Hub. See the example below.