[Feature] Add support for hybrid search for pinecone vector database (#1259)

docs/components/vector-databases/qdrant.mdx

@@ -0,0 +1,23 @@
+---
+title: Qdrant
+---
+
+In order to use Qdrant as a vector database, set the environment variables `QDRANT_URL` and `QDRANT_API_KEY` which you can find on [Qdrant Dashboard](https://cloud.qdrant.io/).
+
+<CodeGroup>
+```python main.py
+from embedchain import App
+
+# load qdrant configuration from yaml file
+app = App.from_config(config_path="config.yaml")
+```
+
+```yaml config.yaml
+vectordb:
+  provider: qdrant
+  config:
+    collection_name: my_qdrant_index
+```
+</CodeGroup>
+
+<Snippet file="missing-vector-db-tip.mdx" />