3 files changed, 34 insertions, 0 deletions
diff --git a/python/Dockerfile b/python/Dockerfile
new file mode 100644
index 000000000..f83c1c1b3
--- /dev/null
+++ b/python/Dockerfile
@@ -0,0 +1,8 @@
+FROM python:3.9
+
+WORKDIR /code
+COPY fastembed-server.py /workdir/fastembed-server.py
+
+RUN pip install --no-cache-dir --upgrade fastembed fastapi uvicorn
+
+CMD ["python", "/workdir/fastembed-server.py"]
diff --git a/python/compose.yml b/python/compose.yml
new file mode 100644
index 000000000..d4cb31722
--- /dev/null
+++ b/python/compose.yml
@@ -0,0 +1,5 @@
+services:
+  web:
+    build: .
+    ports:
+      - "11345:11345"
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)