From 7fcb7489401bd3f4d2fb84b758388d06a703b5be Mon Sep 17 00:00:00 2001
From: Gustaf Rydholm <gustaf.rydholm@gmail.com>
Date: Wed, 24 Apr 2024 23:21:42 +0200
Subject: Update README

---
 README.md | 58 +++++++++++++++++++++++++++-------------------------------
 1 file changed, 27 insertions(+), 31 deletions(-)

diff --git a/README.md b/README.md
index 6bd6475..31ff987 100644
--- a/README.md
+++ b/README.md
@@ -12,30 +12,36 @@ RAG with ollama (and optionally cohere) and qdrant. This is basically a glorifie
 Create a .env file or set the following parameters:
 
 ```.env
-CHUNK_SIZE = 4096
-CHUNK_OVERLAP = 256
+CHUNK_SIZE=4096
+CHUNK_OVERLAP=256
 
-ENCODER_MODEL = "nomic-embed-text"
-EMBEDDING_DIM = 768
-RETRIEVER_TOP_K = 15
-RETRIEVER_SCORE_THRESHOLD = 0.5
+ENCODER_MODEL=nomic-embed-text
+EMBEDDING_DIM=768
+RETRIEVER_TOP_K=15
+RETRIEVER_SCORE_THRESHOLD=0.5
 
-RERANK_MODEL = "mixedbread-ai/mxbai-rerank-large-v1"
-RERANK_TOP_K = 5
+RERANK_MODEL=mixedbread-ai/mxbai-rerank-large-v1
+RERANK_TOP_K=5
 
-GENERATOR_MODEL = "llama3"
+GENERATOR_MODEL=llama3
 
-DOCUMENT_DB_NAME = "rag"
-DOCUMENT_DB_USER = "aktersnurra"
+DOCUMENT_DB_NAME=rag
+DOCUMENT_DB_USER=aktersnurra
 
-QDRANT_URL = "http://localhost:6333"
-QDRANT_COLLECTION_NAME = "knowledge-base"
+QDRANT_URL=http://localhost:6333
+QDRANT_COLLECTION_NAME=knowledge-base
 
 COHERE_API_KEY = <COHERE_API_KEY> # OPTIONAL
 COHERE_RERANK_MODEL = "rerank-english-v3.0"
 ```
 
-### 2. Ollama
+#### 2. Install Python Dependencies
+
+```
+poetry install
+```
+
+#### 3. Ollama
 
 Make sure ollama is running:
 
@@ -50,30 +56,24 @@ ollama pull $GENERATOR_MODEL
 ollama pull $ENCODER_MODEL
 ```
 
-### 3. Qdrant
+#### 4. Qdrant
 
 Qdrant is used to store the embeddings of the chunks from the documents.
 
 Download and run qdrant.
 
-### 4. Postgres
+#### 5. Postgres
 
 Postgres is used to save hashes of the document to prevent documents from
 being added to the vector db more than ones.
 
 Download and run qdrant.
 
-### 5. Cohere
-
-Get an API from their website.
+#### 6. Cohere
 
-### 6. Running
+Get an API from their website, but is optional.
 
-#### 6.1 Prerequisites
-
-Both databases needs to be running as well as ollama.
-
-##### 6.1.1 Python Environment
+### Running
 
 Activate the poetry shell:
 
@@ -81,17 +81,13 @@ Activate the poetry shell:
 poetry shell
 ```
 
-#### 6.3 CLI
-
-Run the cli with:
+Use the cli:
 
 ```sh
 python rag/cli.py
 ```
 
-#### 6.4 UI
-
-Run the web app with streamlit:
+or the ui using a browser:
 
 ```sh
 streamlit run rag/ui.py
-- 
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