Init

app.py

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+import gradio as gr
+from weaviate_explorer import WeaviateExplorer
+
+weaviate_explorer = WeaviateExplorer()
+
+def search(query):
+    shorts = weaviate_explorer.explore(query)
+    return "\n\n".join([f"{r['title']}\n{r['link']}" for r in shorts])
+
+iface = gr.Interface(fn=search, inputs="text", outputs="text")
+iface.launch()

requirements.txt

@@ -0,0 +1 @@
+weaviate-client

weaviate_explorer.py

@@ -0,0 +1,21 @@
+import os
+import weaviate
+
+class WeaviateExplorer:
+
+    def __init__(self):
+        self.client = weaviate.Client(
+            url = os.getenv("WEAVIATE_CLUSTER_URL"),
+            auth_client_secret=weaviate.auth.AuthApiKey(api_key=os.getenv("WEAVIATE_API_KEY"))
+        )
+
+    def explore(self, query):
+        response = (
+            self.client.query
+            .get("Short", ["title", "link"])
+            .with_near_text({"concepts": [query]})
+            .with_limit(5)
+            .do()
+        )
+
+        return response['data']['Get']['Short']