| from qdrant_client import QdrantClient |
| from qdrant_client.models import Distance, VectorParams |
|
|
|
|
| class DBUpload: |
|
|
| def __init__(self, vector_size: int, collection_name: str): |
|
|
| self.client = QdrantClient(host="localhost", port=6333) |
|
|
| self.vector_size = vector_size |
| self.collection_name = collection_name |
|
|
| self.client.recreate_collection( |
| collection_name=collection_name, |
| vectors_config=VectorParams(size=vector_size, distance=Distance.COSINE), |
| ) |
|
|
| def upsert_vectors(self, ids, vectors, payloads): |
| self.client.upload_collection( |
| collection_name=self.collection_name, |
| ids=ids, |
| vectors=vectors, |
| payload=payloads |
| ) |
|
|
| def query_vector(self, vector): |
| print(type(vector)) |
| vector = vector[0] |
| search_result = self.client.search( |
| collection_name=self.collection_name, |
| query_vector=vector, |
| limit=5 |
|
|
| ) |
| return search_result |
|
|
