Update Readme.md

README.md

@@ -14,20 +14,28 @@ Check out the configuration reference at https://huggingface.co/docs/hub/spaces-
 
 ### For local deployment run 
 ```
-main.py
+fast_api.py
 ```
-which will create swagger app with endpoints on [localhost:8084](http://127.0.0.1:8084/docs). First endpoint return the top k semanticaly most similar prompts with query prompt. Second endpoint returns all similarites with query (only applicable for very small datasets).
+Script creates swagger app with endpoints on [localhost:8084](http://127.0.0.1:8084/docs). First endpoint return the top k semanticaly most similar prompts with query prompt. Second endpoint returns all similarites with query (only applicable for very small datasets).
+
+### Data Ingestion
 
 ```
 data_reader.py
 ```
-creates data of various prompts for encoding into vector database. Local database encoded only 6000 prompts.
-
+creates data of various prompts for encoding into vector database, from prompt-picture dataset. 
+Local database encoded only 6000 prompts.
 Faiss index that is used is small and not optimized, used for experimental datasets. Search is brute force, not optimised. 
 
 ### Streamlit
 ```
 streamlit run app.py
 ```
-should be run for streamlit app, it can be assessed locally on http://localhost:8501.
+Should be run for streamlit app, it can be assessed locally on http://localhost:8501.
+
+### Docker
+```
+docker build -t my-streamlit-app .
+```
+from main dir