Making transformers production ready
Project description
ofen
Work In Progress
This project is currently under active development. Features and documentation may be incomplete or subject to change.
About
Ofen is a toolkit aimed at making transformer models production-ready. API included (in the future).
Usage
from ofen.models import TextEncoder, CrossEncoder
encoder = TextEncoder.from_pretrained("mixedbread-ai/mxbai-embed-large-v1")
cross_encoder = CrossEncoder.from_pretrained("mixedbread-ai/mxbai-rerank-large-v1")
from ofen.models.onnx import ORTTextEncoder, ORTCrossEncoder
encoder = ORTTextEncoder.from_pretrained("mixedbread-ai/mxbai-embed-large-v1")
cross_encoder = ORTCrossEncoder.from_pretrained("mixedbread-ai/mxbai-rerank-large-v1")
encoder.encode("Hello world")
cross_encoder.rerank("Python", ["print('Hello world')"])
Contributing
As this project is in its early stages, contributions are welcome. Please check the issues page for current tasks or suggest improvements.
License
[To be determined]
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