updated readme

README.md

@@ -22,11 +22,12 @@ Clone the repository from: https://github.com/DL4DS/dl4ds_tutor
 Put your data under the `storage/data` directory. Note: You can add urls in the urls.txt file, and other pdf files in the `storage/data` directory.    
 
 To create the Vector Database, run the following command:   
-```python code/modules/vector_db.py```    
-(Note: You would need to run the above when you add new data to the `storage/data` directory, or if the ``storage/data/urls.txt`` file is updated. Or you can set ``["embedding_options"]["embedd_files"]`` to True in the `code/config.yaml` file, which would embed files from the storage directory everytime you run the below chainlit command.)
+```cd code```    
+```python -m modules.vectorstore.store_manager```    
+(Note: You would need to run the above when you add new data to the `storage/data` directory, or if the ``storage/data/urls.txt`` file is updated. Or you can set ``["vectorstore"]["embedd_files"]`` to True in the `code/modules/config/config.yaml` file, which would embed files from the storage directory everytime you run the below chainlit command.)
 
 To run the chainlit app, run the following command:   
-```chainlit run code/main.py```
+```chainlit run main.py```
 
 See the [docs](https://github.com/DL4DS/dl4ds_tutor/tree/main/docs) for more information.