removed test retrieval feature. off you go

services/rag/langchain/cli.py

@@ -1,8 +1,8 @@
 import os
 from pathlib import Path
-from dotenv import load_dotenv
 
 import click
+from dotenv import load_dotenv
 from loguru import logger
 
 # Load environment variables
@@ -85,36 +85,9 @@ def retrieve(query, collection_name, top_k):
     """Retrieve documents from vector database based on a query"""
     logger.info(f"Starting retrieval process for query: {query}")
 
-    try:
-        # Import here to avoid circular dependencies
-        from retrieval import search_documents_with_metadata
-
-        # Perform retrieval
-        results = search_documents_with_metadata(
-            query=query,
-            collection_name=collection_name,
-            top_k=top_k
-        )
-
-        if not results:
-            click.echo("No relevant documents found for the query.")
-            return
-
-        click.echo(f"Found {len(results)} relevant documents:\n")
-
-        for i, result in enumerate(results, 1):
-            click.echo(f"{i}. Source: {result['source']}")
-            click.echo(f"   Filename: {result['filename']}")
-            click.echo(f"   Page: {result['page_number']}")
-            click.echo(f"   File Extension: {result['file_extension']}")
-            click.echo(f"   Content Preview: {result['content'][:200]}...")
-            click.echo(f"   Metadata: {result['metadata']}\n")
-
-        logger.info("Retrieval process completed successfully!")
-
-    except Exception as e:
-        logger.error(f"Error during retrieval process: {str(e)}")
-        click.echo(f"Error: {str(e)}")
+    click.echo(
+        "WARNING: Retrieval disabled, since it is no longer relevant for the testing of the retrieving feature. Use chat with agent instead. xoxo"
+    )
 
 
 @cli.command(
@@ -143,10 +116,7 @@ def chat(collection_name, model):
         click.echo("Type 'quit' or 'exit' to end the conversation.\n")
 
         # Run the interactive chat loop
-        run_chat_loop(
-            collection_name=collection_name,
-            llm_model=model
-        )
+        run_chat_loop(collection_name=collection_name, llm_model=model)
 
         logger.info("Chat session ended")