From ead5a06df011bed7fb46e234f222a1efa994c763 Mon Sep 17 00:00:00 2001 From: bilge-ince Date: Wed, 31 Jul 2024 14:36:33 +0100 Subject: [PATCH 1/6] the app is replaced with aidb instead of pgvector --- README.md | 47 +++++++-------------------------- app.py | 58 +++++++++++++++++++++++------------------ commands/chat.py | 2 +- commands/create_db.py | 6 ++--- commands/import_data.py | 20 +++++--------- embedding.py | 28 +++++++++++++------- rag.py | 41 +++++++++-------------------- requirements.txt | 1 - 8 files changed, 85 insertions(+), 118 deletions(-) diff --git a/README.md b/README.md index 1f15faf..1fac710 100644 --- a/README.md +++ b/README.md @@ -1,18 +1,18 @@ -# pgvector-rag -An application to demonstrate how can you make a RAG using pgvector and PostgreSQL +# aidb-rag +An application to demonstrate how can you make a RAG using EDB's aidb and PostgreSQL ## Requirements - Python3 - PostgreSQL -- pgvector +- aidb ## Install Clone the repository ``` -git clone git@github.com:gulcin/pgvector-rag.git -cd pgvector-rag +git clone git@github.com:gulcin/aidb-rag-app.git +cd aidb-rag-app ``` Install Dependencies @@ -31,10 +31,14 @@ cp .env-example .env ## Run +First run your `aidb` extension by following the step by step installation guide: https://www.enterprisedb.com/docs/edb-postgres-ai/ai-ml/install-tech-preview/ + +Make sure your aidb extension is ready to accept connections. Then you can continue as follows: + ``` python app.py --help -usage: app.py [-h] {create-db,import-data,chat} ... +usage: app.py [-h] {create-db,import-data,chat} {data_source} Application Description @@ -49,34 +53,3 @@ Subcommands: chat Use chat feature ``` -## Run UI - -We use Streamlit for creating a simple Graphical User Interface for our pgvector-rag app. - -To be able to run Streamlit please do the following: - -``` -pip install streamlit -``` - -**Add keys/secrets to Streamlit secrets** - -If you need to store secrets that Streamlit app will use, you can do this by creating -`.streamlit/secrets.toml` file under Streamlit directory and adding lines like following: - -``` -# .streamlit/secrets.toml -OPENAI_API_KEY = "YOUR_API_KEY" -``` -**Run Streamlit app for generating UI** - -``` -streamlit run chatgptui.py -``` -You can create as many apps you'd like and place them under Streamlit directory, -edit the keys if needed and run them like described above. - - - - - diff --git a/app.py b/app.py index 4a95534..d7c6dff 100644 --- a/app.py +++ b/app.py @@ -50,32 +50,40 @@ def main(): args = parser.parse_args() - if hasattr(args, "func"): - if torch.cuda.is_available(): - device = "cuda" - bnb_config = BitsAndBytesConfig( - load_in_4bit=True, - bnb_4bit_use_double_quant=True, - bnb_4bit_quant_type="nf4", - bnb_4bit_compute_dtype=torch.bfloat16 + if args.command==Command.CHAT.value: + if hasattr(args, "func"): + if torch.cuda.is_available(): + device = "cuda" + bnb_config = BitsAndBytesConfig( + load_in_4bit=True, + bnb_4bit_use_double_quant=True, + bnb_4bit_quant_type="nf4", + bnb_4bit_compute_dtype=torch.bfloat16 + ) + dtype = torch.float16 + elif torch.backends.mps.is_available(): + device = "mps" + bnb_config = None + dtype = torch.float16 # MPS supports float16å + + else: + device = "cpu" + bnb_config = None + tokenizer = AutoTokenizer.from_pretrained( + os.getenv("TOKENIZER_NAME"), + token=os.getenv("HUGGING_FACE_ACCESS_TOKEN"), ) - else: - device = "cpu" - bnb_config = None - - tokenizer = AutoTokenizer.from_pretrained( - os.getenv("TOKENIZER_NAME"), - token=os.getenv("HUGGING_FACE_ACCESS_TOKEN"), - ) - model = AutoModelForCausalLM.from_pretrained( - os.getenv("MODEL_NAME"), - token=os.getenv("HUGGING_FACE_ACCESS_TOKEN"), - quantization_config=bnb_config, - device_map=device, - torch_dtype=torch.float16, - ) - - args.func(args, model, device, tokenizer) + model = AutoModelForCausalLM.from_pretrained( + os.getenv("MODEL_NAME"), + token=os.getenv("HUGGING_FACE_ACCESS_TOKEN"), + quantization_config=bnb_config, + device_map=device, + torch_dtype=torch.float16, + ) + + args.func(args, model, device, tokenizer) + elif ((args.command==Command.IMPORT_DATA.value) or (args.command==Command.CREATE_DB.value)): + args.func(args) else: print("Invalid command. Use '--help' for assistance.") diff --git a/commands/chat.py b/commands/chat.py index 5891d1e..99fd40e 100644 --- a/commands/chat.py +++ b/commands/chat.py @@ -10,7 +10,7 @@ def chat(args, model, device, tokenizer): if question.lower() == "exit": break - answer = rag_query(tokenizer=tokenizer, model=model, device=device, query=question) + answer = rag_query(tokenizer=tokenizer, model=model, device=device, query=question, topk=5) print(f"You Asked: {question}") print(f"Answer: {answer}") diff --git a/commands/create_db.py b/commands/create_db.py index 5ad4ef9..c9ddae8 100644 --- a/commands/create_db.py +++ b/commands/create_db.py @@ -2,7 +2,7 @@ import psycopg2 -def create_db(args, model, device, tokenizer): +def create_db(args): db_config = { "user": os.getenv("DB_USER"), "password": os.getenv("DB_PASSWORD"), @@ -32,12 +32,12 @@ def create_db(args, model, device, tokenizer): conn.autocommit = True cursor = conn.cursor() - cursor.execute("CREATE EXTENSION IF NOT EXISTS vector;") + cursor.execute("CREATE EXTENSION IF NOT EXISTS aidb cascade;") cursor.close() cursor = conn.cursor() cursor.execute( - "CREATE TABLE IF NOT EXISTS embeddings (id serial PRIMARY KEY, doc_fragment text, embeddings vector(4096));" + "CREATE TABLE IF NOT EXISTS documents (id text PRIMARY KEY, doc_fragment text);" ) cursor.close() diff --git a/commands/import_data.py b/commands/import_data.py index 7049917..a0c3533 100644 --- a/commands/import_data.py +++ b/commands/import_data.py @@ -1,30 +1,22 @@ -import numpy as np - from db import get_connection from embedding import generate_embeddings, read_pdf_file -def import_data(args, model, device, tokenizer): +def import_data(args): data = read_pdf_file(args.data_source) - - embeddings = [ - generate_embeddings(tokenizer=tokenizer, model=model, device=device, text=line) - for line in data - ] - conn = get_connection() cursor = conn.cursor() - # Store each embedding in the database - for i, (doc_fragment, embedding) in enumerate(embeddings): + for i, (doc_fragment) in enumerate(data): cursor.execute( - "INSERT INTO embeddings (id, doc_fragment, embeddings) VALUES (%s, %s, %s)", - (i, doc_fragment, embedding[0]), + "INSERT INTO documents (id, doc_fragment) VALUES (%s, %s)", + (i, doc_fragment), ) conn.commit() - + generate_embeddings() print( "import-data command executed. Data source: {}".format( args.data_source ) ) + diff --git a/embedding.py b/embedding.py index 0e4e84f..7d1328b 100644 --- a/embedding.py +++ b/embedding.py @@ -1,15 +1,25 @@ # importing all the required modules import PyPDF2 -import torch -from transformers import pipeline +from db import get_connection -def generate_embeddings(tokenizer, model, device, text): - inputs = tokenizer( - text, return_tensors="pt", truncation=True, max_length=512 - ).to(device) - with torch.no_grad(): - outputs = model(**inputs, output_hidden_states=True) - return text, outputs.hidden_states[-1].mean(dim=1).tolist() +def generate_embeddings(): + conn = get_connection() + cursor = conn.cursor() + + cursor.execute(""" + SELECT aidb.create_pg_retriever( + 'documents_embeddings', + 'public', + 'id', + 'all-MiniLM-L6-v2', + 'text', + 'documents', + ARRAY['id', 'doc_fragment'], + FALSE);""") + cursor.execute(""" + SELECT aidb.refresh_retriever('documents_embeddings');""") + conn.commit() + return None def read_pdf_file(pdf_path): diff --git a/rag.py b/rag.py index b11d455..12def29 100644 --- a/rag.py +++ b/rag.py @@ -1,11 +1,4 @@ -from itertools import chain -import torch -from pgvector.psycopg2 import register_vector - from db import get_connection -from embedding import generate_embeddings - -from pgvector.psycopg2 import register_vector template = """[INST] You are a friendly documentation search bot. @@ -20,38 +13,30 @@ Answer: """ -def get_retrieval_condition(query_embedding, threshold=0.7): +def get_retrieval_condition(query_embedding, topk): # Convert query embedding to a string format for SQL query query_embedding_str = ",".join(map(str, query_embedding)) - # SQL condition for cosine similarity - condition = f"(embeddings <=> '{query_embedding_str}') < {threshold} ORDER BY embeddings <=> '{query_embedding_str}'" - return condition - - -def rag_query(tokenizer, model, device, query): - # Generate query embedding - query_embedding = generate_embeddings( - tokenizer=tokenizer, model=model, device=device, text=query - )[1] - - # Retrieve relevant embeddings from the database - retrieval_condition = get_retrieval_condition(query_embedding) - + # # SQL condition for cosine similarity + # condition = f"(embeddings <=> '{query_embedding_str}') < {threshold} ORDER BY embeddings <=> '{query_embedding_str}'" conn = get_connection() - register_vector(conn) cursor = conn.cursor() cursor.execute( - f"SELECT doc_fragment FROM embeddings WHERE {retrieval_condition} LIMIT 5" - ) - retrieved = cursor.fetchall() + f"""SELECT data from aidb.retrieve('{query_embedding_str}', {topk}, 'documents_embeddings');""" + ) + results = cursor.fetchall() + rag_query = ' '.join([row[0] for row in results]) + return rag_query - rag_query = ' '.join([row[0] for row in retrieved]) +def rag_query(tokenizer, model, device, query, topk): + # Retrieve relevant embeddings from the database + rag_query = get_retrieval_condition(query, topk) query_template = template.format(context=rag_query, question=query) input_ids = tokenizer.encode(query_template, return_tensors="pt") # Generate the response - generated_response = model.generate(input_ids.to(device), max_new_tokens=50, pad_token_id=tokenizer.eos_token_id) + model.generation_config.pad_token_id = tokenizer.pad_token_id + generated_response = model.generate(input_ids.to(device), max_new_tokens=100) return tokenizer.decode(generated_response[0][input_ids.shape[-1]:], skip_special_tokens=True) diff --git a/requirements.txt b/requirements.txt index 3aa84a4..a99196a 100644 --- a/requirements.txt +++ b/requirements.txt @@ -3,7 +3,6 @@ psycopg2 transformers torch black -pgvector PyPDF2 bitsandbytes accelerate From 8ae362ec5d978a65278755aac9dcb8f63ed62584 Mon Sep 17 00:00:00 2001 From: bilge-ince Date: Wed, 31 Jul 2024 14:36:55 +0100 Subject: [PATCH 2/6] README.md is updated --- README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/README.md b/README.md index 1fac710..8794e96 100644 --- a/README.md +++ b/README.md @@ -40,6 +40,8 @@ python app.py --help usage: app.py [-h] {create-db,import-data,chat} {data_source} +e.g: python app.py import-data sample.pdf + Application Description options: From da3385b2abfdb20caca347188bb228b0fb8fb457 Mon Sep 17 00:00:00 2001 From: bilge-ince Date: Wed, 31 Jul 2024 14:44:18 +0100 Subject: [PATCH 3/6] parameterize embedding model and remove streamlit library --- .env-example | 1 + embedding.py | 6 +++--- streamlit/chatgptui.py | 44 ----------------------------------------- streamlit/llamaindex.py | 0 4 files changed, 4 insertions(+), 47 deletions(-) delete mode 100644 streamlit/chatgptui.py delete mode 100644 streamlit/llamaindex.py diff --git a/.env-example b/.env-example index 1c58177..54f98d0 100644 --- a/.env-example +++ b/.env-example @@ -6,6 +6,7 @@ DB_HOST=localhost DB_PORT=5432 # MODEl +AIDB_MODEL_NAME=all-MiniLM-L6-v2 MODEL_NAME=mistralai/Mistral-7B-Instruct-v0.2 TOKENIZER_NAME=mistralai/Mistral-7B-Instruct-v0.2 HUGGING_FACE_ACCESS_TOKEN= diff --git a/embedding.py b/embedding.py index 7d1328b..01ecdee 100644 --- a/embedding.py +++ b/embedding.py @@ -1,4 +1,4 @@ -# importing all the required modules +import os import PyPDF2 from db import get_connection @@ -6,12 +6,12 @@ def generate_embeddings(): conn = get_connection() cursor = conn.cursor() - cursor.execute(""" + cursor.execute(f""" SELECT aidb.create_pg_retriever( 'documents_embeddings', 'public', 'id', - 'all-MiniLM-L6-v2', + '{os.getenv("EMBEDDING_MODEL")}', 'text', 'documents', ARRAY['id', 'doc_fragment'], diff --git a/streamlit/chatgptui.py b/streamlit/chatgptui.py deleted file mode 100644 index c560796..0000000 --- a/streamlit/chatgptui.py +++ /dev/null @@ -1,44 +0,0 @@ -import streamlit as st -from openai import OpenAI - -st.title("A simple RAG application using Postgres and pgvector") - -# Set OpenAI API key from Streamlit secrets -client = OpenAI (api_key=st.secrets["OPENAI_API_KEY"]) - -# Set a default model -if "openai_model" not in st.session_state: - st.session_state["openai_model"] = "gpt-3.5-turbo" - -# Initialize chat history -if "messages" not in st.session_state: - st.session_state.messages = [] - -# Display chat messages from history on app rerun -for message in st.session_state.messages: - with st.chat_message(message["role"]): - st.markdown(message["content"]) - -# Accept user input -if prompt := st.chat_input("Ask me anything"): - # Add user message to chat history - st.session_state.messages.append({"role": "user", "content": prompt}) - # Display user message in chat message container - with st.chat_message("user"): - st.markdown(prompt) - - # Display assistant response in chat message container - with st.chat_message("assistant"): - stream = client.chat.completions.create( - model=st.session_state["openai_model"], - messages=[ - {"role": m["role"], "content": m["content"]} - for m in st.session_state.messages - ], - stream=True, - ) - response = st.write_stream(stream) - st.session_state.messages.append({"role": "assistant", "content": response}) - - - diff --git a/streamlit/llamaindex.py b/streamlit/llamaindex.py deleted file mode 100644 index e69de29..0000000 From 73b96dc071a00add4bf82c1d6eafcf1dd390b95a Mon Sep 17 00:00:00 2001 From: bilge-ince Date: Wed, 31 Jul 2024 14:45:12 +0100 Subject: [PATCH 4/6] minor update --- .env-example | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/.env-example b/.env-example index 54f98d0..25f846f 100644 --- a/.env-example +++ b/.env-example @@ -1,9 +1,9 @@ # DATABASE DB_NAME=vector_test DB_USER=postgres -DB_PASSWORD=postgres +DB_PASSWORD=password DB_HOST=localhost -DB_PORT=5432 +DB_PORT=15432 # MODEl AIDB_MODEL_NAME=all-MiniLM-L6-v2 From a5aa9f7a447b0814f2303226e32d69bdbee7f3f4 Mon Sep 17 00:00:00 2001 From: bilge-ince Date: Wed, 31 Jul 2024 14:45:44 +0100 Subject: [PATCH 5/6] minor fix for env variable --- embedding.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/embedding.py b/embedding.py index 01ecdee..3753351 100644 --- a/embedding.py +++ b/embedding.py @@ -11,7 +11,7 @@ def generate_embeddings(): 'documents_embeddings', 'public', 'id', - '{os.getenv("EMBEDDING_MODEL")}', + '{os.getenv("AIDB_MODEL_NAME")}', 'text', 'documents', ARRAY['id', 'doc_fragment'], From 69f415c7b3c863c0985fd0581b92af1f80c37261 Mon Sep 17 00:00:00 2001 From: bilge-ince Date: Wed, 31 Jul 2024 16:55:10 +0100 Subject: [PATCH 6/6] add sample output into README and sample data_source --- README.md | 4 +++- imgs/chat console.png | Bin 0 -> 93984 bytes sample_k_means.pdf | Bin 0 -> 19543 bytes 3 files changed, 3 insertions(+), 1 deletion(-) create mode 100644 imgs/chat console.png create mode 100644 sample_k_means.pdf diff --git a/README.md b/README.md index 8794e96..6ffccd3 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,7 @@ # aidb-rag -An application to demonstrate how can you make a RAG using EDB's aidb and PostgreSQL +An application to demonstrate how can you make a RAG using EDB's aidb and PostgreSQL. + +![Sample Chat Console Output](/imgs/chat%20console.png) ## Requirements - Python3 diff --git a/imgs/chat console.png b/imgs/chat console.png new file mode 100644 index 0000000000000000000000000000000000000000..184c0c5864c6a26e11e473cac343e03d54457792 GIT binary patch literal 93984 zcmaI71yoe+`Zr8HgwjZNiAeX*2uMhal+rPPbazN92uOFQgmib;(9$_{$I$(5o)iCb z{LcDZYn)+b*S)Vhezm_TD@tQLBY6e~2ZtdmBl#W<4zUdm4!#r>8Tckp;Y@AZZN-bsgfM%j&$9m!?6>2fnQG5It(+F?X^ zYuLr~0ZzG3`x_miIx>}N3R4*RF}RC?j`J81?)kPDaRMSKE1Pr&CKeWafx=Ded~hQi z$!TqI&*%Hw$H&P6&o`J@aIeTVjJ+}0@HVoy-G`%P9N@(Y$LhxJwEKx_GmBrpC6&Cs zAj(%fZX;q)I-WjB*_NS%W8eOO#2L?|@Rx6~e-E)+(}yZdH{=0c!xowEFwItq#6&I6 z7_1D-piLQNilUKs51ER)%b#BkTG-eBv`GN0R!?J1Xs}{35Wr z4+M-ydQ_OlX#&%FA|BvjtkVz>thv5pTkLv&;pf9&h8G`(Qe53^JinAKe^C4`q!+cv zA}SY!!#YA}jMTTr@1_E5y^X?O&8O`hY`&0jEQ<`KLYjd$T|wA~pELQT|K@N8TSO}= z@V!bQdwjc;Uc7HR&S`Nz$G+u0861&E5ng&nS$_P{b3K_VTD1z-Gw%BCILn}xiL{?v>734ZZiZ9lqD7t>s$ME09 zumgf$VPlL3oKfTT;a2!-{y7VS^JH&X{-p^ 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