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new: add gpu support for fastembed, add fastembed providers #612

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merged 4 commits into from
May 3, 2024
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new: add gpu support for fastembed, add fastembed providers #612

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2b86a09
new: add gpu support for fastembed, add fastembed providers
joein Apr 24, 2024
bfa9bd0
new: update fastembed, add fastembed-gpu, add type alias for onnx pro…
joein May 2, 2024
e78e2d8
new: update readme
joein May 2, 2024
f49e3de
fix: fix poetry.lock
joein May 3, 2024
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17 changes: 17 additions & 0 deletions README.md
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Expand Up @@ -107,6 +107,23 @@ search_result = client.query(
print(search_result)
```

FastEmbed can also utilise GPU for faster embeddings. To enable GPU support, install
```bash
pip install 'qdrant-client[fastembed-gpu]'
```

```python
from qdrant_client import QdrantClient

# Initialize the client
client = QdrantClient(":memory:") # or QdrantClient(path="path/to/db")
client.set_model(client.DEFAULT_EMBEDDING_MODEL, providers=["CUDAExecutionProvider", "CPUExecutionProvider"])
```

> Note: `fastembed-gpu` and `fastembed` are mutually exclusive. You can only install one of them.
>
> If you previously installed `fastembed`, you might need to start from a fresh environment to install `fastembed-gpu`.

## Connect to Qdrant server

To connect to Qdrant server, simply specify host and port:
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