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19 changes: 19 additions & 0 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -154,6 +154,25 @@ embeddings = list(model.embed(images))
# ]
```

### 🧬 Protein embeddings

```python
from fastembed import ProteinEmbedding

sequences = [
"MKTVRQERLKSIVRILERSKEPVSGAQLAEELSVSRQVIVQDIAYLRSLGYNIVATPRGYVLAGG",
"GKGDPKKPRGKMSSYAFFVQTSREEHKKKHPDASVNFSEFSKKCSERWKTMSAKEKGKFEDMAK",
]

model = ProteinEmbedding(model_name="facebook/esm2_t12_35M_UR50D")
embeddings = list(model.embed(sequences))

# [
# array([-0.0055, -0.0144, 0.0355, -0.0049, ...], dtype=float32),
# array([ 0.0114, 0.0020, -0.0247, 0.0060, ...], dtype=float32)
# ]
```

### Late interaction multimodal models (ColPali)

```python
Expand Down
4 changes: 3 additions & 1 deletion fastembed/__init__.py
Original file line number Diff line number Diff line change
@@ -1,5 +1,6 @@
import importlib.metadata

from fastembed.bio import ProteinEmbedding
from fastembed.image import ImageEmbedding
from fastembed.late_interaction import LateInteractionTextEmbedding
from fastembed.late_interaction_multimodal import LateInteractionMultimodalEmbedding
Expand All @@ -19,4 +20,5 @@
"ImageEmbedding",
"LateInteractionTextEmbedding",
"LateInteractionMultimodalEmbedding",
]
"ProteinEmbedding",
]
3 changes: 3 additions & 0 deletions fastembed/bio/__init__.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,3 @@
from fastembed.bio.protein_embedding import ProteinEmbedding

__all__ = ["ProteinEmbedding"]
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