Add basic fastembed server

1 files changed, 21 insertions, 0 deletions

diff --git a/python/fastembed-server.py b/python/fastembed-server.py
new file mode 100644
index 000000000..fa3f7c82b
--- /dev/null
+++ b/python/fastembed-server.py
@@ -0,0 +1,21 @@
+from fastembed import TextEmbedding
+from fastapi import FastAPI
+from pydantic import BaseModel
+
+model = TextEmbedding("snowflake/snowflake-arctic-embed-xs")
+
+app = FastAPI()
+
+class EmbeddingRequest(BaseModel):
+    model: str
+    prompt: str
+
+@app.post("/api/embeddings")
+def embeddings(request: EmbeddingRequest):
+    embeddings = next(model.embed(request.prompt)).tolist()
+    return {"embedding": embeddings}
+
+if __name__ == "__main__":
+    import uvicorn
+
+    uvicorn.run(app, host="0.0.0.0", port=11345)