From 39a173473e47a3e6adba23aed24e551122beca63 Mon Sep 17 00:00:00 2001 From: Santi Adavani Date: Wed, 9 Aug 2023 11:20:37 -0700 Subject: [PATCH 01/15] kicked off blog --- .../hf_pinecone_vs_postgresml/pgml.sql | 7 ++ .../hf_pinecone_vs_postgresml/timings.py | 68 +++++++++++++++++++ ...n-to-deploy-knowledge-based-chat-agents.md | 36 ++++++++++ 3 files changed, 111 insertions(+) create mode 100644 pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml.sql create mode 100644 pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/timings.py create mode 100644 pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md diff --git a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml.sql b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml.sql new file mode 100644 index 000000000..070d805b8 --- /dev/null +++ b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml.sql @@ -0,0 +1,7 @@ +SELECT pgml.embed(transformer=> 'intfloat/e5-small', + inputs => ARRAY['How do I get a replacement Medicare card?', + 'What is the monthly premium for Medicare Part B?', + 'How do I terminate my Medicare Part B (medical insurance)?', + 'How do I sign up for Medicare?', + 'How do I get a replacement Medicare card?' + ]); \ No newline at end of file diff --git a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/timings.py b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/timings.py new file mode 100644 index 000000000..5dbadffde --- /dev/null +++ b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/timings.py @@ -0,0 +1,68 @@ +import requests +import os +from time import time +from rich import print +from pgml import Database +import asyncio +from statistics import mean + +hf_token = os.environ["HF_API_KEY"] +database = os.environ["DATABASE_URL"] +embeddings_models = ["intfloat/e5-small", "intfloat/e5-large"] +headers = {"Authorization": f"Bearer {hf_token}"} + + +def query(model, texts, headers): + api_url = ( + f"https://api-inference.huggingface.co/pipeline/feature-extraction/{model}" + ) + response = requests.post( + api_url, + headers=headers, + json={"inputs": texts, "options": {"wait_for_model": True}}, + ) + return response.json() + + +texts = [ + 'How do I get a replacement Medicare card?', + 'What is the monthly premium for Medicare Part B?', + 'How do I terminate my Medicare Part B (medical insurance)?', + 'How do I sign up for Medicare?', + 'Can I sign up for Medicare Part B if I am working and have health insurance through an employer?', + 'How do I sign up for Medicare Part B if I already have Part A?', + 'What are Medicare late enrollment penalties?', + 'What is Medicare and who can get it?', + 'How can I get help with my Medicare Part A and Part B premiums?', + 'What are the different parts of Medicare?' +] + +async def pgml_query(model, texts): + db = Database(database) + query = """SELECT pgml.embed(transformer=> '{model}',inputs=>ARRAY{text})""" + + for model in embeddings_models: + run_times = [] + print("Running model: ", model) + for i in range(10): + start = time() + output = await db.query(query.format(model=model, text=texts)).fetch_all() + response_time = time() - start + print("PGML Run %d: Time taken for %s = %0.3f" % (i, model, response_time)) + run_times.append(response_time) + print("Average: %0.3f"%mean(run_times[5:])) + return mean(run_times) + +if __name__ == "__main__": + # for model in embeddings_models: + # run_times = [] + # print("Running model: ", model) + # for i in range(10): + # start = time() + # output = query(model, texts, headers) + # response_time = time() - start + # print("HF Run %d: Time taken for %s = %0.3f" % (i, model, response_time)) + # run_times.append(response_time) + # print("Average: %0.3f"%mean(run_times[5:])) + + asyncio.run(pgml_query(embeddings_models, texts)) \ No newline at end of file diff --git a/pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md b/pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md new file mode 100644 index 000000000..da7a16134 --- /dev/null +++ b/pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md @@ -0,0 +1,36 @@ +--- +author: Santi Adavani +description: +image: https://postgresml.org/dashboard/static/images/blog/llm_based_pipeline_hero.png +image_alt: "pgml-chat: A database-driven command-line tool for deploying knowledge-based chatbots" +--- +# pgml-chat: A database-driven command-line tool for deploying knowledge-based chatbots +
+ Author +
+

Santi Adavani

+

July 13, 2023

+
+
+ +# Introduction +Language models like GPT-3 seem really intelligent at first, but they have a huge blindspot - no external knowledge or memory. Ask them about current events or niche topics and they just can't keep up. To be truly useful in real applications, these large language models (LLMs) need knowledge added to them somehow. The trick is getting them that knowledge fast enough to have natural conversations. Open source tools like LangChain try to help by giving language models more context and knowledge. But they end up glueing together different services into a complex patchwork. This leads to a lot of infrastructure overhead, maintenance needs, and slow response times that hurt chatbot performance. We need a better solution tailored specifically for chatbots to inject knowledge in a way that's fast, relevant and integrated. + +# The 3 Pillars of a Knowledgeable Chatbot +Building a knowledgeable chatbot is like constructing a skyscraper – it requires a strong foundation. Current open source tools treat each piece of infrastructure like a Lego block for you to glue together. But this creates a precarious tower of complexity. + +To truly support an intelligent conversationalist, three pillars are needed: + +- A flexible knowledge base to store, organize and connect all content – documents, passages and metadata like topics, authors, urls etc. +- Embedded intelligence to understand concepts in text and index for fast discovery. +- Rapid retrieval to find just what the chatbot needs to know in the moment. + +Rather than duct-taping disjointed services, what if your knowledge base was engineered from the ground up for machine learning? + +PostgresML database-first approach provides: + +- A home for documents and metadata in their native formats. +- Built-in functionality to chunk text and generate semantic embeddings on demand. +- Indexing and querying focused on the chatbot's needs for speed and relevance. + +With the foundation consolidated into one GPU-accelerated database, you reduce complexity and maintenance dramatically while optimizing for the chatbot's success. \ No newline at end of file From 1493bbd6d20f8e67d0de679f4f872e4e34d4d917 Mon Sep 17 00:00:00 2001 From: Santi Adavani Date: Thu, 10 Aug 2023 10:32:50 -0700 Subject: [PATCH 02/15] minor updates --- ...n-to-deploy-knowledge-based-chat-agents.md | 30 ++++++++++--------- 1 file changed, 16 insertions(+), 14 deletions(-) diff --git a/pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md b/pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md index da7a16134..52b8b143a 100644 --- a/pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md +++ b/pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md @@ -2,9 +2,9 @@ author: Santi Adavani description: image: https://postgresml.org/dashboard/static/images/blog/llm_based_pipeline_hero.png -image_alt: "pgml-chat: A database-driven command-line tool for deploying knowledge-based chatbots" +image_alt: "pgml-chat: A command-line tool for deploying responsive knowledge-based chatbots" --- -# pgml-chat: A database-driven command-line tool for deploying knowledge-based chatbots +# pgml-chat: A command-line tool for deploying responsive knowledge-based chatbots
Author
@@ -16,21 +16,23 @@ image_alt: "pgml-chat: A database-driven command-line tool for deploying knowled # Introduction Language models like GPT-3 seem really intelligent at first, but they have a huge blindspot - no external knowledge or memory. Ask them about current events or niche topics and they just can't keep up. To be truly useful in real applications, these large language models (LLMs) need knowledge added to them somehow. The trick is getting them that knowledge fast enough to have natural conversations. Open source tools like LangChain try to help by giving language models more context and knowledge. But they end up glueing together different services into a complex patchwork. This leads to a lot of infrastructure overhead, maintenance needs, and slow response times that hurt chatbot performance. We need a better solution tailored specifically for chatbots to inject knowledge in a way that's fast, relevant and integrated. -# The 3 Pillars of a Knowledgeable Chatbot -Building a knowledgeable chatbot is like constructing a skyscraper – it requires a strong foundation. Current open source tools treat each piece of infrastructure like a Lego block for you to glue together. But this creates a precarious tower of complexity. +# Steps to build a chatbot on your own data -To truly support an intelligent conversationalist, three pillars are needed: +## 1. Building the Knowledge Base -- A flexible knowledge base to store, organize and connect all content – documents, passages and metadata like topics, authors, urls etc. -- Embedded intelligence to understand concepts in text and index for fast discovery. -- Rapid retrieval to find just what the chatbot needs to know in the moment. +This offline setup lays the foundation for your chatbot's intelligence. It involves: -Rather than duct-taping disjointed services, what if your knowledge base was engineered from the ground up for machine learning? +- Gathering domain documents like articles, reports, and websites to teach your chatbot about the topics it will encounter. +- Splitting these documents into smaller chunks using segmentation algorithms. This keeps each chunk within the context size limits of AI models. +- Generating semantic embeddings for each chunk using deep learning models like SentenceTransformers. The embeddings capture conceptual meaning. +- Indexing the chunk embeddings for efficient similarity search during conversations. -PostgresML database-first approach provides: +This knowledge base setup powers the contextual understanding for your chatbot. It's compute-intensive but only needs to be done once. -- A home for documents and metadata in their native formats. -- Built-in functionality to chunk text and generate semantic embeddings on demand. -- Indexing and querying focused on the chatbot's needs for speed and relevance. +## 2. Connecting to Conversational AI -With the foundation consolidated into one GPU-accelerated database, you reduce complexity and maintenance dramatically while optimizing for the chatbot's success. \ No newline at end of file +With its knowledge base in place, now the chatbot links to models that allow natural conversations: + +- Querying the indexed chunks to rapidly pull the most relevant passages for answering users' questions. +- Passing those passages to a model like GPT-3 to generate conversational responses. +- Orchestrating the query, retrieval and generation flow to enable real-time chat. From f6c9d64a2bccebb10c82a44370d2c941c9153a09 Mon Sep 17 00:00:00 2001 From: Santi Adavani Date: Fri, 11 Aug 2023 15:35:45 -0700 Subject: [PATCH 03/15] First draft for pgml chat blog --- pgml-apps/pgml-chat/README.md | 3 +- .../hf_pinecone_vs_postgresml/.gitignore | 1 + .../hf_pinecone_vs_postgresml/pgml.sql | 7 - .../hf_pinecone_vs_postgresml/timings.py | 20 +- ...n-to-deploy-knowledge-based-chat-agents.md | 295 +++++++++++++++++- .../static/images/blog/discord_screenshot.png | Bin 0 -> 376613 bytes .../static/images/blog/slack_screenshot.png | Bin 0 -> 349533 bytes pgml-extension/.gitignore | 2 + 8 files changed, 305 insertions(+), 23 deletions(-) create mode 100644 pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/.gitignore delete mode 100644 pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml.sql create mode 100644 pgml-dashboard/static/images/blog/discord_screenshot.png create mode 100644 pgml-dashboard/static/images/blog/slack_screenshot.png diff --git a/pgml-apps/pgml-chat/README.md b/pgml-apps/pgml-chat/README.md index 7ca5eb0d0..5f4b13a68 100644 --- a/pgml-apps/pgml-chat/README.md +++ b/pgml-apps/pgml-chat/README.md @@ -10,10 +10,9 @@ This tool automates the above two stages and provides a command line interface t # Prerequisites Before you begin, make sure you have the following: -- PostgresML Database: Spin up a for a free [GPU-powered database](https://postgresml.org/signup) +- PostgresML Database: Sign up for a free [GPU-powered database](https://postgresml.org/signup) - Python version >=3.8 - OpenAI API key -- Python 3.8+ # Getting started diff --git a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/.gitignore b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/.gitignore new file mode 100644 index 000000000..beb96f70f --- /dev/null +++ b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/.gitignore @@ -0,0 +1 @@ +pgml.sql \ No newline at end of file diff --git a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml.sql b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml.sql deleted file mode 100644 index 070d805b8..000000000 --- a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml.sql +++ /dev/null @@ -1,7 +0,0 @@ -SELECT pgml.embed(transformer=> 'intfloat/e5-small', - inputs => ARRAY['How do I get a replacement Medicare card?', - 'What is the monthly premium for Medicare Part B?', - 'How do I terminate my Medicare Part B (medical insurance)?', - 'How do I sign up for Medicare?', - 'How do I get a replacement Medicare card?' - ]); \ No newline at end of file diff --git a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/timings.py b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/timings.py index 5dbadffde..0b4245e0a 100644 --- a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/timings.py +++ b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/timings.py @@ -54,15 +54,15 @@ async def pgml_query(model, texts): return mean(run_times) if __name__ == "__main__": - # for model in embeddings_models: - # run_times = [] - # print("Running model: ", model) - # for i in range(10): - # start = time() - # output = query(model, texts, headers) - # response_time = time() - start - # print("HF Run %d: Time taken for %s = %0.3f" % (i, model, response_time)) - # run_times.append(response_time) - # print("Average: %0.3f"%mean(run_times[5:])) + for model in embeddings_models: + run_times = [] + print("Running model: ", model) + for i in range(10): + start = time() + output = query(model, texts, headers) + response_time = time() - start + print("HF Run %d: Time taken for %s = %0.3f" % (i, model, response_time)) + run_times.append(response_time) + print("Average: %0.3f"%mean(run_times[5:])) asyncio.run(pgml_query(embeddings_models, texts)) \ No newline at end of file diff --git a/pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md b/pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md index 52b8b143a..37acea73b 100644 --- a/pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md +++ b/pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md @@ -4,7 +4,7 @@ description: image: https://postgresml.org/dashboard/static/images/blog/llm_based_pipeline_hero.png image_alt: "pgml-chat: A command-line tool for deploying responsive knowledge-based chatbots" --- -# pgml-chat: A command-line tool for deploying responsive knowledge-based chatbots +# pgml-chat: A command-line tool for deploying low-latency knowledge-based chatbots: Part I
Author
@@ -13,26 +13,313 @@ image_alt: "pgml-chat: A command-line tool for deploying responsive knowledge-ba
+TL,DR: + # Introduction Language models like GPT-3 seem really intelligent at first, but they have a huge blindspot - no external knowledge or memory. Ask them about current events or niche topics and they just can't keep up. To be truly useful in real applications, these large language models (LLMs) need knowledge added to them somehow. The trick is getting them that knowledge fast enough to have natural conversations. Open source tools like LangChain try to help by giving language models more context and knowledge. But they end up glueing together different services into a complex patchwork. This leads to a lot of infrastructure overhead, maintenance needs, and slow response times that hurt chatbot performance. We need a better solution tailored specifically for chatbots to inject knowledge in a way that's fast, relevant and integrated. +In the first part of this blog series, we will talk about deploying a chatbot using `pgml-chat` command line tool. In the second part, we will show how `pgml-chat` works under the hood and focus on achieving low-latencies. + # Steps to build a chatbot on your own data +Similar to building and deploying machine learning models, building a chatbot involves steps that are both offline and online. The offline steps are compute-intensive and need to be done periodically when the data changes or the chatbot performance has deteriorated. The online steps are fast and need to be done in real-time. Below, we describe the steps in detail. ## 1. Building the Knowledge Base This offline setup lays the foundation for your chatbot's intelligence. It involves: - Gathering domain documents like articles, reports, and websites to teach your chatbot about the topics it will encounter. -- Splitting these documents into smaller chunks using segmentation algorithms. This keeps each chunk within the context size limits of AI models. +- Splitting these documents into smaller chunks using different splitter algorithms. This keeps each chunk within the context size limits of AI models. In addition, it allows for chunking strategies that are tailored to the file type (e.g. PDFs, HTML, .py etc.). - Generating semantic embeddings for each chunk using deep learning models like SentenceTransformers. The embeddings capture conceptual meaning. - Indexing the chunk embeddings for efficient similarity search during conversations. -This knowledge base setup powers the contextual understanding for your chatbot. It's compute-intensive but only needs to be done once. +This knowledge base setup powers the contextual understanding for your chatbot. It's compute-intensive but only needs to be peridocially updated as your domain knowledge evolves. ## 2. Connecting to Conversational AI With its knowledge base in place, now the chatbot links to models that allow natural conversations: -- Querying the indexed chunks to rapidly pull the most relevant passages for answering users' questions. +- Based on users' questions, querying the indexed chunks to rapidly pull the most relevant passages. - Passing those passages to a model like GPT-3 to generate conversational responses. - Orchestrating the query, retrieval and generation flow to enable real-time chat. + +## 3. Evaluating and Fine-tuning chatbot + +Chatbot needs to be evaluated and fine-tuned before it can be deployed to the real world. This involves: + +- Experimenting with different prompts and selecting the one that generates the best responses for a suite of questions. +- Evaluating the chatbot's performance on a test set of questions by comparing the chatbot's responses to the ground truth responses. +- If the performance is not satisfactory then we need to go to step 1 and generate embeddings using a different model. This is because the embeddings are the foundation of the chatbot's intelligence to get the most relevant passage from the knowledge base. + +## 4. Connecting to the Real World + +Finally, the chatbot needs to be deployed to the real world. This involves: + +- Identifying the interface that the users will interact with. This can be Slack, Discord, Teams or your own custom chat platform. Once identified get the API keys for the interface. +- The chatbot service needs to be hosted on a server that can handle the load of multiple users. +- The chatbot needs to be integrated with the interface so that it can receive and respond to messages. + +# pgml-chat +`pgml-chat` is a command line tool that allows you to do the following: +- Build a knowledge base that involves: + - Ingesting documents into the database + - Chunking documents and storing these chunks in the database + - Generating embeddings and storing them in the database + - Indexing embeddings for fast query +- Experimenting with prompts that can be passed to chat completion models like OpenAI's GPT-3 or GPT-4 or Meta's Llama2 models +- Experimenting with embeddings models that can be used to generate embeddings for the knowledge base +- Provides a chat interface at command line to evaluate your setup +- Runs Slack or Discord chat services so that your users can interact with your chatbot. + +## Getting Started + +Before you begin, make sure you have the following: + +- PostgresML Database: Sign up for a free [GPU-powered database](https://postgresml.org/signup) +- Python version >=3.8 +- OpenAI API key + +1. Create a virtual environment and install `pgml-chat` using `pip`: + +!!! generic + +!!! code_block + +```bash +pip install pgml-chat +``` + +!!! + +`pgml-chat` will be installed in your virtual environment's PATH. + +2. Download `.env.template` file from PostgresML Github repository. + +!!! generic + +!!! code_block + +```bash +wget https://github.com/postgresml/postgresml/blob/master/pgml-apps/pgml-chat/.env.template +``` + +!!! + +3. Copy the template file to `.env` + +4. Update environment variables with your OpenAI API key and PostgresML database credentials. + +!!! generic + +!!! code_block + +```bash +OPENAI_API_KEY= +DATABASE_URL= +MODEL=hkunlp/instructor-xl +MODEL_PARAMS={"instruction": "Represent the document for retrieval: "} +QUERY_PARAMS={"instruction": "Represent the question for retrieving supporting documents: "} +SYSTEM_PROMPT=<> # System prompt used for OpenAI chat completion +BASE_PROMPT=<> # Base prompt used for OpenAI chat completion for each turn +SLACK_BOT_TOKEN= # Slack bot token to run Slack chat service +SLACK_APP_TOKEN= # Slack app token to run Slack chat service +DISCORD_BOT_TOKEN= # Discord bot token to run Discord chat service +``` + +!!! + +## Usage +You can get help on the command line interface by running: + +!!! generic + +!!! code_block + +```bash +(pgml-bot-builder-py3.9) pgml-chat % pgml-chat --help +usage: pgml-chat [-h] --collection_name COLLECTION_NAME [--root_dir ROOT_DIR] [--stage {ingest,chat}] [--chat_interface {cli, slack, discord}] + +PostgresML Chatbot Builder + +optional arguments: + -h, --help show this help message and exit + --collection_name COLLECTION_NAME + Name of the collection (schema) to store the data in PostgresML database (default: None) + --root_dir ROOT_DIR Input folder to scan for markdown files. Required for ingest stage. Not required for chat stage (default: None) + --stage {ingest,chat} + Stage to run (default: chat) + --chat_interface {cli, slack, discord} + Chat interface to use (default: cli) +``` + +!!! + +## 1. Building the Knowledge Base +In this step, we ingest documents, chunk documents, generate embeddings and index these embeddings for fast query. + +!!! generic + +!!! code_block + +```bash +LOG_LEVEL=DEBUG pgml-chat --root_dir --collection_name --stage ingest +``` + +!!! + +You will see the following output: + +!!! generic + +!!! code_block + +```bash +[15:39:12] DEBUG [15:39:12] - Using selector: KqueueSelector + INFO [15:39:12] - Starting pgml_chatbot + INFO [15:39:12] - Scanning for markdown files +[15:39:13] INFO [15:39:13] - Found 85 markdown files +Extracting text from markdown ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% 0:00:00 + INFO [15:39:13] - Upserting documents into database +[15:39:32] INFO [15:39:32] - Generating chunks +[15:39:33] INFO [15:39:33] - Starting chunk count: 0 +[15:39:35] INFO [15:39:35] - Ending chunk count: 576 + INFO [15:39:35] - Total documents: 85 Total chunks: 576 + INFO [15:39:35] - Generating embeddings +[15:39:36] INFO [15:39:36] - Splitter ID: 2 +[15:40:47] INFO [15:40:47] - Embeddings generated in 71.073 seconds +``` +!!! + +**Root directory** is where you have all your documentation that you would like the chatbot to be aware of. + +!!! Note + +In the current version, we only support markdown files. We will be adding support for other file types soon. + +!!! + +**Collection name** is the name of the schema in the PostgresML database where the data will be stored. If the schema does not exist, it will be created. + +**LOG_LEVEL** will set the log level for the application. The default is `ERROR`. You can set it to `DEBUG` to see more detailed logs. + +## 2. Connecting to Conversational AI +Here we will show how to experiment with prompts for the chat completion model to generate responses. We will use OpenAI `gpt-3.5-turbo` for chat completion. You need an [OpenAI API key](https://platform.openai.com/account/api-keys) to run this step. + +You can provide the bot with a name and style of response using `SYSTEM_PROMPT` and `BASE_PROMPT` environment variables. The bot will then generate a response based on the user's question, context from vector search and the prompt. For the bot we built for PostgresML, we used the following system prompt. You can change the name of the bot, location and the name of the topics it will answer questions about. + +!!! generic + +!!! code_block + +```bash +SYSTEM_PROMPT="You are an assistant to answer questions about an open source software named PostgresML. Your name is PgBot. You are based out of San Francisco, California." +``` + +!!! + +We used the following base prompt for the bot. Note that the prompt is a formatted string with placeholders for the `{context}` and the `{question}`. The chat service will replace these placeholders with the context and the question before passing it to the chat completion model. You can tune this prompt to get the best responses for your chatbot. In addition, you can update the email address and the support link to your own. + +!!! generic + +!!! code_block + +```bash +BASE_PROMPT="Given relevant parts of a document and a question, create a final answer.\ + Include a SQL query in the answer wherever possible. \ + Use the following portion of a long document to see if any of the text is relevant to answer the question.\ + \nReturn any relevant text verbatim.\n{context}\nQuestion: {question}\n \ + If the context is empty then ask for clarification and suggest user to send an email to team@postgresml.org or join PostgresML [Discord](https://discord.gg/DmyJP3qJ7U)." +``` + +## 3. Evaluating and Fine-tuning chatbot +Here we will show how to evaluate the chatbot's performance using the `cli` chat interface. This step will help you experiment with different prompts without spinning up a chat service. You can increase the log level to ERROR to suppress the logs from pgml-chat and OpenAI chat completion service. + + +!!! generic + +!!! code_block + +```bash +LOG_LEVEL=ERROR pgml-chat --collection_name --stage chat --chat_interface cli +``` + +!!! + +You should be able to interact with the bot as shown below. Control-C to exit. + +!!! generic + +!!! code_block + +```bash +User (Ctrl-C to exit): Who are you? +PgBot: I am PgBot, an AI assistant here to answer your questions about PostgresML, an open source software. How can I assist you today? +User (Ctrl-C to exit): What is PostgresML? +Found relevant documentation.... +PgBot: PostgresML is an open source software that allows you to unlock the full potential of your data and drive more sophisticated insights and decision-making processes. It provides a dashboard with analytical views of the training data and +model performance, as well as integrated notebooks for rapid iteration. PostgresML is primarily written in Rust using Rocket as a lightweight web framework and SQLx to interact with the database. + +If you have any further questions or need more information, please feel free to send an email to team@postgresml.org or join the PostgresML Discord community at https://discord.gg/DmyJP3qJ7U. +``` + +!!! + +To test with a new prompt, stop the chatbot using Control-C and update the `SYSTEM_PROMPT` and `BASE_PROMPT` environment variables. Then run the chatbot again. + +If the responses are not acceptible, then increase the LOG_LEVEL to check for the context that is being sent to chat completion. If the context is not satisfactory then you need to go back to step 1 and generate embeddings using a different model. This is because the embeddings are the foundation of the chatbot's intelligence to get the most relevant passage from the knowledge base. + +You can change the embeddings model using the environment variable `MODEL` in `.env` file. Some models like `hknulp/instructor-xl` also take an instruction to generate embeddings. You can change the instruction using the environment variable `MODEL_PARAMS`. You can also change the instruction for query embeddings using the environment variable `QUERY_PARAMS`. + +## 4. Connecting to the Real World +Once you are comfortable with the chatbot's performance it is ready for connecting to the real world. Here we will show how to run the chatbot as a Slack or Discord service. You need to create a Slack or Discord app and get the bot token and app token to run the chat service. Under the hood we use [`slack-bolt`](https://slack.dev/bolt-python/concepts) and [`discord.py`](https://discordpy.readthedocs.io/en/stable/) libraries to run the chat services. + +### Slack + +You need SLACK_BOT_TOKEN and SLACK_APP_TOKEN to run the chatbot on Slack. You can get these tokens by creating a Slack app. Follow the instructions [here](https://slack.dev/bolt-python/tutorial/getting-started) to create a Slack app.Include the following environment variables in your .env file: + +!!! generic + +!!! code_block + +```bash +SLACK_BOT_TOKEN= +SLACK_APP_TOKEN= +``` + +!!! + +In this step, we start chatting with the chatbot on Slack. You can increase the log level to ERROR to suppress the logs. +```bash +LOG_LEVEL=ERROR pgml-chat --collection_name --stage chat --chat_interface slack +``` +If you have set up the Slack app correctly, you should see the following output: + +``` +⚡️ Bolt app is running! +``` + +Once the slack app is running, you can interact with the chatbot on Slack as shown below. In the example here, name of the bot is `PgBot`. This app responds only to direct messages to the bot. + +![Slack Chatbot](/dashboard/static/images/blog/slack_screenshot.png) + + +### Discord + +**Setup** +You need DISCORD_BOT_TOKEN to run the chatbot on Discord. You can get this token by creating a Discord app. Follow the instructions [here](https://discordpy.readthedocs.io/en/stable/discord.html) to create a Discord app. Include the following environment variables in your .env file: + +```bash +DISCORD_BOT_TOKEN= +``` + +In this step, we start chatting with the chatbot on Discord. You can increase the log level to ERROR to suppress the logs. +```bash +pgml-chat --collection_name --stage chat --chat_interface discord +``` +If you have set up the Discord app correctly, you should see the following output: + +```bash +2023-08-02 16:09:57 INFO discord.client logging in using static token +``` +Once the discord app is running, you can interact with the chatbot on Discord as shown below. In the example here, name of the bot is `pgchat`. 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60V#jhc?+c#>_$sgOcBK3vj&hA5{G z{Cium`?uDs5VC9E1QCNIV!CKFS9w7#Vh?4anNspVRl*P;{_Niged%!Kspmdil zQMm|*ZA4vmB5WVZ-dKmnmgt3Qv#jI8ea}$!*&@Uu29(LsXq+4Jtsf(=}iQ)Jl4Au-GYVE zQ}~|Sn6Z-P5L{h?#xU9PVOn-P9Pxtq) zq*}o2W|z7B&>!?Lb|e`bx6j_L{cmrwq&;ka0AcZLRt&vbm*Vpj_1S__UBa=xzl92 ziOY}0PyVI%^Cy!8)-YLzaIf~WBtnVp@mbu1MkW~oP2a0j(R{$fW%DO(T>Fgbt^s$= z-`l|eo`=wUKqz>o)?myc?t^=JSYTV1U7o@v#Gjpw8us-O#&hUm{h!}e%<1;G+;jxj zsPK7$w^=skV=0^UkcV?Jw-Ma5{0@&5S<<1e6>Dp`|Nb`r)^@?G--?lJxM)sQ7L!viA&WPaP@uSrn4L~%i`1pT*1hkLD4{Jl)moEYx_x*Py z`BNn^a=@)3zo)AC79*!){VrGEm= ze1x}G^l0A10Q}$GuD^6{^iz2-RQ}+99@1a_qyOVyCQ;mqx!G*FIsVei^*<(>|JRT0 z+A;rHr~e%3Uohl Date: Fri, 11 Aug 2023 15:39:45 -0700 Subject: [PATCH 04/15] Updated gitignore --- pgml-extension/.gitignore | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pgml-extension/.gitignore b/pgml-extension/.gitignore index 4b725577a..f431fcbde 100644 --- a/pgml-extension/.gitignore +++ b/pgml-extension/.gitignore @@ -12,5 +12,5 @@ # OS X .DS_Store -Brewfile.lock.json + From 83a3ebcb2dc0883caa6caba27de6c6fc1a7b558c Mon Sep 17 00:00:00 2001 From: Santi Adavani Date: Wed, 9 Aug 2023 11:20:37 -0700 Subject: [PATCH 05/15] kicked off blog --- .../hf_pinecone_vs_postgresml/pgml.sql | 7 ++ .../hf_pinecone_vs_postgresml/timings.py | 68 +++++++++++++++++++ ...n-to-deploy-knowledge-based-chat-agents.md | 36 ++++++++++ 3 files changed, 111 insertions(+) create mode 100644 pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml.sql create mode 100644 pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/timings.py create mode 100644 pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md diff --git a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml.sql b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml.sql new file mode 100644 index 000000000..070d805b8 --- /dev/null +++ b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml.sql @@ -0,0 +1,7 @@ +SELECT pgml.embed(transformer=> 'intfloat/e5-small', + inputs => ARRAY['How do I get a replacement Medicare card?', + 'What is the monthly premium for Medicare Part B?', + 'How do I terminate my Medicare Part B (medical insurance)?', + 'How do I sign up for Medicare?', + 'How do I get a replacement Medicare card?' + ]); \ No newline at end of file diff --git a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/timings.py b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/timings.py new file mode 100644 index 000000000..5dbadffde --- /dev/null +++ b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/timings.py @@ -0,0 +1,68 @@ +import requests +import os +from time import time +from rich import print +from pgml import Database +import asyncio +from statistics import mean + +hf_token = os.environ["HF_API_KEY"] +database = os.environ["DATABASE_URL"] +embeddings_models = ["intfloat/e5-small", "intfloat/e5-large"] +headers = {"Authorization": f"Bearer {hf_token}"} + + +def query(model, texts, headers): + api_url = ( + f"https://api-inference.huggingface.co/pipeline/feature-extraction/{model}" + ) + response = requests.post( + api_url, + headers=headers, + json={"inputs": texts, "options": {"wait_for_model": True}}, + ) + return response.json() + + +texts = [ + 'How do I get a replacement Medicare card?', + 'What is the monthly premium for Medicare Part B?', + 'How do I terminate my Medicare Part B (medical insurance)?', + 'How do I sign up for Medicare?', + 'Can I sign up for Medicare Part B if I am working and have health insurance through an employer?', + 'How do I sign up for Medicare Part B if I already have Part A?', + 'What are Medicare late enrollment penalties?', + 'What is Medicare and who can get it?', + 'How can I get help with my Medicare Part A and Part B premiums?', + 'What are the different parts of Medicare?' +] + +async def pgml_query(model, texts): + db = Database(database) + query = """SELECT pgml.embed(transformer=> '{model}',inputs=>ARRAY{text})""" + + for model in embeddings_models: + run_times = [] + print("Running model: ", model) + for i in range(10): + start = time() + output = await db.query(query.format(model=model, text=texts)).fetch_all() + response_time = time() - start + print("PGML Run %d: Time taken for %s = %0.3f" % (i, model, response_time)) + run_times.append(response_time) + print("Average: %0.3f"%mean(run_times[5:])) + return mean(run_times) + +if __name__ == "__main__": + # for model in embeddings_models: + # run_times = [] + # print("Running model: ", model) + # for i in range(10): + # start = time() + # output = query(model, texts, headers) + # response_time = time() - start + # print("HF Run %d: Time taken for %s = %0.3f" % (i, model, response_time)) + # run_times.append(response_time) + # print("Average: %0.3f"%mean(run_times[5:])) + + asyncio.run(pgml_query(embeddings_models, texts)) \ No newline at end of file diff --git a/pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md b/pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md new file mode 100644 index 000000000..da7a16134 --- /dev/null +++ b/pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md @@ -0,0 +1,36 @@ +--- +author: Santi Adavani +description: +image: https://postgresml.org/dashboard/static/images/blog/llm_based_pipeline_hero.png +image_alt: "pgml-chat: A database-driven command-line tool for deploying knowledge-based chatbots" +--- +# pgml-chat: A database-driven command-line tool for deploying knowledge-based chatbots +

+ +# Introduction +Language models like GPT-3 seem really intelligent at first, but they have a huge blindspot - no external knowledge or memory. Ask them about current events or niche topics and they just can't keep up. To be truly useful in real applications, these large language models (LLMs) need knowledge added to them somehow. The trick is getting them that knowledge fast enough to have natural conversations. Open source tools like LangChain try to help by giving language models more context and knowledge. But they end up glueing together different services into a complex patchwork. This leads to a lot of infrastructure overhead, maintenance needs, and slow response times that hurt chatbot performance. We need a better solution tailored specifically for chatbots to inject knowledge in a way that's fast, relevant and integrated. + +# The 3 Pillars of a Knowledgeable Chatbot +Building a knowledgeable chatbot is like constructing a skyscraper – it requires a strong foundation. Current open source tools treat each piece of infrastructure like a Lego block for you to glue together. But this creates a precarious tower of complexity. + +To truly support an intelligent conversationalist, three pillars are needed: + +- A flexible knowledge base to store, organize and connect all content – documents, passages and metadata like topics, authors, urls etc. +- Embedded intelligence to understand concepts in text and index for fast discovery. +- Rapid retrieval to find just what the chatbot needs to know in the moment. + +Rather than duct-taping disjointed services, what if your knowledge base was engineered from the ground up for machine learning? + +PostgresML database-first approach provides: + +- A home for documents and metadata in their native formats. +- Built-in functionality to chunk text and generate semantic embeddings on demand. +- Indexing and querying focused on the chatbot's needs for speed and relevance. + +With the foundation consolidated into one GPU-accelerated database, you reduce complexity and maintenance dramatically while optimizing for the chatbot's success. \ No newline at end of file From e3253fa2441901c4facaf5083bffe6a1331e9ea3 Mon Sep 17 00:00:00 2001 From: Santi Adavani Date: Thu, 10 Aug 2023 10:32:50 -0700 Subject: [PATCH 06/15] minor updates --- ...n-to-deploy-knowledge-based-chat-agents.md | 30 ++++++++++--------- 1 file changed, 16 insertions(+), 14 deletions(-) diff --git a/pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md b/pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md index da7a16134..52b8b143a 100644 --- a/pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md +++ b/pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md @@ -2,9 +2,9 @@ author: Santi Adavani description: image: https://postgresml.org/dashboard/static/images/blog/llm_based_pipeline_hero.png -image_alt: "pgml-chat: A database-driven command-line tool for deploying knowledge-based chatbots" +image_alt: "pgml-chat: A command-line tool for deploying responsive knowledge-based chatbots" --- -# pgml-chat: A database-driven command-line tool for deploying knowledge-based chatbots +# pgml-chat: A command-line tool for deploying responsive knowledge-based chatbots
Author
@@ -16,21 +16,23 @@ image_alt: "pgml-chat: A database-driven command-line tool for deploying knowled # Introduction Language models like GPT-3 seem really intelligent at first, but they have a huge blindspot - no external knowledge or memory. Ask them about current events or niche topics and they just can't keep up. To be truly useful in real applications, these large language models (LLMs) need knowledge added to them somehow. The trick is getting them that knowledge fast enough to have natural conversations. Open source tools like LangChain try to help by giving language models more context and knowledge. But they end up glueing together different services into a complex patchwork. This leads to a lot of infrastructure overhead, maintenance needs, and slow response times that hurt chatbot performance. We need a better solution tailored specifically for chatbots to inject knowledge in a way that's fast, relevant and integrated. -# The 3 Pillars of a Knowledgeable Chatbot -Building a knowledgeable chatbot is like constructing a skyscraper – it requires a strong foundation. Current open source tools treat each piece of infrastructure like a Lego block for you to glue together. But this creates a precarious tower of complexity. +# Steps to build a chatbot on your own data -To truly support an intelligent conversationalist, three pillars are needed: +## 1. Building the Knowledge Base -- A flexible knowledge base to store, organize and connect all content – documents, passages and metadata like topics, authors, urls etc. -- Embedded intelligence to understand concepts in text and index for fast discovery. -- Rapid retrieval to find just what the chatbot needs to know in the moment. +This offline setup lays the foundation for your chatbot's intelligence. It involves: -Rather than duct-taping disjointed services, what if your knowledge base was engineered from the ground up for machine learning? +- Gathering domain documents like articles, reports, and websites to teach your chatbot about the topics it will encounter. +- Splitting these documents into smaller chunks using segmentation algorithms. This keeps each chunk within the context size limits of AI models. +- Generating semantic embeddings for each chunk using deep learning models like SentenceTransformers. The embeddings capture conceptual meaning. +- Indexing the chunk embeddings for efficient similarity search during conversations. -PostgresML database-first approach provides: +This knowledge base setup powers the contextual understanding for your chatbot. It's compute-intensive but only needs to be done once. -- A home for documents and metadata in their native formats. -- Built-in functionality to chunk text and generate semantic embeddings on demand. -- Indexing and querying focused on the chatbot's needs for speed and relevance. +## 2. Connecting to Conversational AI -With the foundation consolidated into one GPU-accelerated database, you reduce complexity and maintenance dramatically while optimizing for the chatbot's success. \ No newline at end of file +With its knowledge base in place, now the chatbot links to models that allow natural conversations: + +- Querying the indexed chunks to rapidly pull the most relevant passages for answering users' questions. +- Passing those passages to a model like GPT-3 to generate conversational responses. +- Orchestrating the query, retrieval and generation flow to enable real-time chat. From a938317c29f00abeaf2cc7a23b526b9b597c9e85 Mon Sep 17 00:00:00 2001 From: Santi Adavani Date: Fri, 11 Aug 2023 15:35:45 -0700 Subject: [PATCH 07/15] First draft for pgml chat blog --- pgml-apps/pgml-chat/README.md | 3 +- .../hf_pinecone_vs_postgresml/.gitignore | 1 + .../hf_pinecone_vs_postgresml/pgml.sql | 7 - .../hf_pinecone_vs_postgresml/timings.py | 20 +- ...n-to-deploy-knowledge-based-chat-agents.md | 295 +++++++++++++++++- .../static/images/blog/discord_screenshot.png | Bin 0 -> 376613 bytes .../static/images/blog/slack_screenshot.png | Bin 0 -> 349533 bytes pgml-extension/.gitignore | 1 + 8 files changed, 304 insertions(+), 23 deletions(-) create mode 100644 pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/.gitignore delete mode 100644 pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml.sql create mode 100644 pgml-dashboard/static/images/blog/discord_screenshot.png create mode 100644 pgml-dashboard/static/images/blog/slack_screenshot.png diff --git a/pgml-apps/pgml-chat/README.md b/pgml-apps/pgml-chat/README.md index 7ca5eb0d0..5f4b13a68 100644 --- a/pgml-apps/pgml-chat/README.md +++ b/pgml-apps/pgml-chat/README.md @@ -10,10 +10,9 @@ This tool automates the above two stages and provides a command line interface t # Prerequisites Before you begin, make sure you have the following: -- PostgresML Database: Spin up a for a free [GPU-powered database](https://postgresml.org/signup) +- PostgresML Database: Sign up for a free [GPU-powered database](https://postgresml.org/signup) - Python version >=3.8 - OpenAI API key -- Python 3.8+ # Getting started diff --git a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/.gitignore b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/.gitignore new file mode 100644 index 000000000..beb96f70f --- /dev/null +++ b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/.gitignore @@ -0,0 +1 @@ +pgml.sql \ No newline at end of file diff --git a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml.sql b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml.sql deleted file mode 100644 index 070d805b8..000000000 --- a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml.sql +++ /dev/null @@ -1,7 +0,0 @@ -SELECT pgml.embed(transformer=> 'intfloat/e5-small', - inputs => ARRAY['How do I get a replacement Medicare card?', - 'What is the monthly premium for Medicare Part B?', - 'How do I terminate my Medicare Part B (medical insurance)?', - 'How do I sign up for Medicare?', - 'How do I get a replacement Medicare card?' - ]); \ No newline at end of file diff --git a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/timings.py b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/timings.py index 5dbadffde..0b4245e0a 100644 --- a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/timings.py +++ b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/timings.py @@ -54,15 +54,15 @@ async def pgml_query(model, texts): return mean(run_times) if __name__ == "__main__": - # for model in embeddings_models: - # run_times = [] - # print("Running model: ", model) - # for i in range(10): - # start = time() - # output = query(model, texts, headers) - # response_time = time() - start - # print("HF Run %d: Time taken for %s = %0.3f" % (i, model, response_time)) - # run_times.append(response_time) - # print("Average: %0.3f"%mean(run_times[5:])) + for model in embeddings_models: + run_times = [] + print("Running model: ", model) + for i in range(10): + start = time() + output = query(model, texts, headers) + response_time = time() - start + print("HF Run %d: Time taken for %s = %0.3f" % (i, model, response_time)) + run_times.append(response_time) + print("Average: %0.3f"%mean(run_times[5:])) asyncio.run(pgml_query(embeddings_models, texts)) \ No newline at end of file diff --git a/pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md b/pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md index 52b8b143a..37acea73b 100644 --- a/pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md +++ b/pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md @@ -4,7 +4,7 @@ description: image: https://postgresml.org/dashboard/static/images/blog/llm_based_pipeline_hero.png image_alt: "pgml-chat: A command-line tool for deploying responsive knowledge-based chatbots" --- -# pgml-chat: A command-line tool for deploying responsive knowledge-based chatbots +# pgml-chat: A command-line tool for deploying low-latency knowledge-based chatbots: Part I
Author
@@ -13,26 +13,313 @@ image_alt: "pgml-chat: A command-line tool for deploying responsive knowledge-ba
+TL,DR: + # Introduction Language models like GPT-3 seem really intelligent at first, but they have a huge blindspot - no external knowledge or memory. Ask them about current events or niche topics and they just can't keep up. To be truly useful in real applications, these large language models (LLMs) need knowledge added to them somehow. The trick is getting them that knowledge fast enough to have natural conversations. Open source tools like LangChain try to help by giving language models more context and knowledge. But they end up glueing together different services into a complex patchwork. This leads to a lot of infrastructure overhead, maintenance needs, and slow response times that hurt chatbot performance. We need a better solution tailored specifically for chatbots to inject knowledge in a way that's fast, relevant and integrated. +In the first part of this blog series, we will talk about deploying a chatbot using `pgml-chat` command line tool. In the second part, we will show how `pgml-chat` works under the hood and focus on achieving low-latencies. + # Steps to build a chatbot on your own data +Similar to building and deploying machine learning models, building a chatbot involves steps that are both offline and online. The offline steps are compute-intensive and need to be done periodically when the data changes or the chatbot performance has deteriorated. The online steps are fast and need to be done in real-time. Below, we describe the steps in detail. ## 1. Building the Knowledge Base This offline setup lays the foundation for your chatbot's intelligence. It involves: - Gathering domain documents like articles, reports, and websites to teach your chatbot about the topics it will encounter. -- Splitting these documents into smaller chunks using segmentation algorithms. This keeps each chunk within the context size limits of AI models. +- Splitting these documents into smaller chunks using different splitter algorithms. This keeps each chunk within the context size limits of AI models. In addition, it allows for chunking strategies that are tailored to the file type (e.g. PDFs, HTML, .py etc.). - Generating semantic embeddings for each chunk using deep learning models like SentenceTransformers. The embeddings capture conceptual meaning. - Indexing the chunk embeddings for efficient similarity search during conversations. -This knowledge base setup powers the contextual understanding for your chatbot. It's compute-intensive but only needs to be done once. +This knowledge base setup powers the contextual understanding for your chatbot. It's compute-intensive but only needs to be peridocially updated as your domain knowledge evolves. ## 2. Connecting to Conversational AI With its knowledge base in place, now the chatbot links to models that allow natural conversations: -- Querying the indexed chunks to rapidly pull the most relevant passages for answering users' questions. +- Based on users' questions, querying the indexed chunks to rapidly pull the most relevant passages. - Passing those passages to a model like GPT-3 to generate conversational responses. - Orchestrating the query, retrieval and generation flow to enable real-time chat. + +## 3. Evaluating and Fine-tuning chatbot + +Chatbot needs to be evaluated and fine-tuned before it can be deployed to the real world. This involves: + +- Experimenting with different prompts and selecting the one that generates the best responses for a suite of questions. +- Evaluating the chatbot's performance on a test set of questions by comparing the chatbot's responses to the ground truth responses. +- If the performance is not satisfactory then we need to go to step 1 and generate embeddings using a different model. This is because the embeddings are the foundation of the chatbot's intelligence to get the most relevant passage from the knowledge base. + +## 4. Connecting to the Real World + +Finally, the chatbot needs to be deployed to the real world. This involves: + +- Identifying the interface that the users will interact with. This can be Slack, Discord, Teams or your own custom chat platform. Once identified get the API keys for the interface. +- The chatbot service needs to be hosted on a server that can handle the load of multiple users. +- The chatbot needs to be integrated with the interface so that it can receive and respond to messages. + +# pgml-chat +`pgml-chat` is a command line tool that allows you to do the following: +- Build a knowledge base that involves: + - Ingesting documents into the database + - Chunking documents and storing these chunks in the database + - Generating embeddings and storing them in the database + - Indexing embeddings for fast query +- Experimenting with prompts that can be passed to chat completion models like OpenAI's GPT-3 or GPT-4 or Meta's Llama2 models +- Experimenting with embeddings models that can be used to generate embeddings for the knowledge base +- Provides a chat interface at command line to evaluate your setup +- Runs Slack or Discord chat services so that your users can interact with your chatbot. + +## Getting Started + +Before you begin, make sure you have the following: + +- PostgresML Database: Sign up for a free [GPU-powered database](https://postgresml.org/signup) +- Python version >=3.8 +- OpenAI API key + +1. Create a virtual environment and install `pgml-chat` using `pip`: + +!!! generic + +!!! code_block + +```bash +pip install pgml-chat +``` + +!!! + +`pgml-chat` will be installed in your virtual environment's PATH. + +2. Download `.env.template` file from PostgresML Github repository. + +!!! generic + +!!! code_block + +```bash +wget https://github.com/postgresml/postgresml/blob/master/pgml-apps/pgml-chat/.env.template +``` + +!!! + +3. Copy the template file to `.env` + +4. Update environment variables with your OpenAI API key and PostgresML database credentials. + +!!! generic + +!!! code_block + +```bash +OPENAI_API_KEY= +DATABASE_URL= +MODEL=hkunlp/instructor-xl +MODEL_PARAMS={"instruction": "Represent the document for retrieval: "} +QUERY_PARAMS={"instruction": "Represent the question for retrieving supporting documents: "} +SYSTEM_PROMPT=<> # System prompt used for OpenAI chat completion +BASE_PROMPT=<> # Base prompt used for OpenAI chat completion for each turn +SLACK_BOT_TOKEN= # Slack bot token to run Slack chat service +SLACK_APP_TOKEN= # Slack app token to run Slack chat service +DISCORD_BOT_TOKEN= # Discord bot token to run Discord chat service +``` + +!!! + +## Usage +You can get help on the command line interface by running: + +!!! generic + +!!! code_block + +```bash +(pgml-bot-builder-py3.9) pgml-chat % pgml-chat --help +usage: pgml-chat [-h] --collection_name COLLECTION_NAME [--root_dir ROOT_DIR] [--stage {ingest,chat}] [--chat_interface {cli, slack, discord}] + +PostgresML Chatbot Builder + +optional arguments: + -h, --help show this help message and exit + --collection_name COLLECTION_NAME + Name of the collection (schema) to store the data in PostgresML database (default: None) + --root_dir ROOT_DIR Input folder to scan for markdown files. Required for ingest stage. Not required for chat stage (default: None) + --stage {ingest,chat} + Stage to run (default: chat) + --chat_interface {cli, slack, discord} + Chat interface to use (default: cli) +``` + +!!! + +## 1. Building the Knowledge Base +In this step, we ingest documents, chunk documents, generate embeddings and index these embeddings for fast query. + +!!! generic + +!!! code_block + +```bash +LOG_LEVEL=DEBUG pgml-chat --root_dir --collection_name --stage ingest +``` + +!!! + +You will see the following output: + +!!! generic + +!!! code_block + +```bash +[15:39:12] DEBUG [15:39:12] - Using selector: KqueueSelector + INFO [15:39:12] - Starting pgml_chatbot + INFO [15:39:12] - Scanning for markdown files +[15:39:13] INFO [15:39:13] - Found 85 markdown files +Extracting text from markdown ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% 0:00:00 + INFO [15:39:13] - Upserting documents into database +[15:39:32] INFO [15:39:32] - Generating chunks +[15:39:33] INFO [15:39:33] - Starting chunk count: 0 +[15:39:35] INFO [15:39:35] - Ending chunk count: 576 + INFO [15:39:35] - Total documents: 85 Total chunks: 576 + INFO [15:39:35] - Generating embeddings +[15:39:36] INFO [15:39:36] - Splitter ID: 2 +[15:40:47] INFO [15:40:47] - Embeddings generated in 71.073 seconds +``` +!!! + +**Root directory** is where you have all your documentation that you would like the chatbot to be aware of. + +!!! Note + +In the current version, we only support markdown files. We will be adding support for other file types soon. + +!!! + +**Collection name** is the name of the schema in the PostgresML database where the data will be stored. If the schema does not exist, it will be created. + +**LOG_LEVEL** will set the log level for the application. The default is `ERROR`. You can set it to `DEBUG` to see more detailed logs. + +## 2. Connecting to Conversational AI +Here we will show how to experiment with prompts for the chat completion model to generate responses. We will use OpenAI `gpt-3.5-turbo` for chat completion. You need an [OpenAI API key](https://platform.openai.com/account/api-keys) to run this step. + +You can provide the bot with a name and style of response using `SYSTEM_PROMPT` and `BASE_PROMPT` environment variables. The bot will then generate a response based on the user's question, context from vector search and the prompt. For the bot we built for PostgresML, we used the following system prompt. You can change the name of the bot, location and the name of the topics it will answer questions about. + +!!! generic + +!!! code_block + +```bash +SYSTEM_PROMPT="You are an assistant to answer questions about an open source software named PostgresML. Your name is PgBot. You are based out of San Francisco, California." +``` + +!!! + +We used the following base prompt for the bot. Note that the prompt is a formatted string with placeholders for the `{context}` and the `{question}`. The chat service will replace these placeholders with the context and the question before passing it to the chat completion model. You can tune this prompt to get the best responses for your chatbot. In addition, you can update the email address and the support link to your own. + +!!! generic + +!!! code_block + +```bash +BASE_PROMPT="Given relevant parts of a document and a question, create a final answer.\ + Include a SQL query in the answer wherever possible. \ + Use the following portion of a long document to see if any of the text is relevant to answer the question.\ + \nReturn any relevant text verbatim.\n{context}\nQuestion: {question}\n \ + If the context is empty then ask for clarification and suggest user to send an email to team@postgresml.org or join PostgresML [Discord](https://discord.gg/DmyJP3qJ7U)." +``` + +## 3. Evaluating and Fine-tuning chatbot +Here we will show how to evaluate the chatbot's performance using the `cli` chat interface. This step will help you experiment with different prompts without spinning up a chat service. You can increase the log level to ERROR to suppress the logs from pgml-chat and OpenAI chat completion service. + + +!!! generic + +!!! code_block + +```bash +LOG_LEVEL=ERROR pgml-chat --collection_name --stage chat --chat_interface cli +``` + +!!! + +You should be able to interact with the bot as shown below. Control-C to exit. + +!!! generic + +!!! code_block + +```bash +User (Ctrl-C to exit): Who are you? +PgBot: I am PgBot, an AI assistant here to answer your questions about PostgresML, an open source software. How can I assist you today? +User (Ctrl-C to exit): What is PostgresML? +Found relevant documentation.... +PgBot: PostgresML is an open source software that allows you to unlock the full potential of your data and drive more sophisticated insights and decision-making processes. It provides a dashboard with analytical views of the training data and +model performance, as well as integrated notebooks for rapid iteration. PostgresML is primarily written in Rust using Rocket as a lightweight web framework and SQLx to interact with the database. + +If you have any further questions or need more information, please feel free to send an email to team@postgresml.org or join the PostgresML Discord community at https://discord.gg/DmyJP3qJ7U. +``` + +!!! + +To test with a new prompt, stop the chatbot using Control-C and update the `SYSTEM_PROMPT` and `BASE_PROMPT` environment variables. Then run the chatbot again. + +If the responses are not acceptible, then increase the LOG_LEVEL to check for the context that is being sent to chat completion. If the context is not satisfactory then you need to go back to step 1 and generate embeddings using a different model. This is because the embeddings are the foundation of the chatbot's intelligence to get the most relevant passage from the knowledge base. + +You can change the embeddings model using the environment variable `MODEL` in `.env` file. Some models like `hknulp/instructor-xl` also take an instruction to generate embeddings. You can change the instruction using the environment variable `MODEL_PARAMS`. You can also change the instruction for query embeddings using the environment variable `QUERY_PARAMS`. + +## 4. Connecting to the Real World +Once you are comfortable with the chatbot's performance it is ready for connecting to the real world. Here we will show how to run the chatbot as a Slack or Discord service. You need to create a Slack or Discord app and get the bot token and app token to run the chat service. Under the hood we use [`slack-bolt`](https://slack.dev/bolt-python/concepts) and [`discord.py`](https://discordpy.readthedocs.io/en/stable/) libraries to run the chat services. + +### Slack + +You need SLACK_BOT_TOKEN and SLACK_APP_TOKEN to run the chatbot on Slack. You can get these tokens by creating a Slack app. Follow the instructions [here](https://slack.dev/bolt-python/tutorial/getting-started) to create a Slack app.Include the following environment variables in your .env file: + +!!! generic + +!!! code_block + +```bash +SLACK_BOT_TOKEN= +SLACK_APP_TOKEN= +``` + +!!! + +In this step, we start chatting with the chatbot on Slack. You can increase the log level to ERROR to suppress the logs. +```bash +LOG_LEVEL=ERROR pgml-chat --collection_name --stage chat --chat_interface slack +``` +If you have set up the Slack app correctly, you should see the following output: + +``` +⚡️ Bolt app is running! +``` + +Once the slack app is running, you can interact with the chatbot on Slack as shown below. In the example here, name of the bot is `PgBot`. This app responds only to direct messages to the bot. + +![Slack Chatbot](/dashboard/static/images/blog/slack_screenshot.png) + + +### Discord + +**Setup** +You need DISCORD_BOT_TOKEN to run the chatbot on Discord. You can get this token by creating a Discord app. Follow the instructions [here](https://discordpy.readthedocs.io/en/stable/discord.html) to create a Discord app. Include the following environment variables in your .env file: + +```bash +DISCORD_BOT_TOKEN= +``` + +In this step, we start chatting with the chatbot on Discord. You can increase the log level to ERROR to suppress the logs. +```bash +pgml-chat --collection_name --stage chat --chat_interface discord +``` +If you have set up the Discord app correctly, you should see the following output: + +```bash +2023-08-02 16:09:57 INFO discord.client logging in using static token +``` +Once the discord app is running, you can interact with the chatbot on Discord as shown below. In the example here, name of the bot is `pgchat`. 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60V#jhc?+c#>_$sgOcBK3vj&hA5{G z{Cium`?uDs5VC9E1QCNIV!CKFS9w7#Vh?4anNspVRl*P;{_Niged%!Kspmdil zQMm|*ZA4vmB5WVZ-dKmnmgt3Qv#jI8ea}$!*&@Uu29(LsXq+4Jtsf(=}iQ)Jl4Au-GYVE zQ}~|Sn6Z-P5L{h?#xU9PVOn-P9Pxtq) zq*}o2W|z7B&>!?Lb|e`bx6j_L{cmrwq&;ka0AcZLRt&vbm*Vpj_1S__UBa=xzl92 ziOY}0PyVI%^Cy!8)-YLzaIf~WBtnVp@mbu1MkW~oP2a0j(R{$fW%DO(T>Fgbt^s$= z-`l|eo`=wUKqz>o)?myc?t^=JSYTV1U7o@v#Gjpw8us-O#&hUm{h!}e%<1;G+;jxj zsPK7$w^=skV=0^UkcV?Jw-Ma5{0@&5S<<1e6>Dp`|Nb`r)^@?G--?lJxM)sQ7L!viA&WPaP@uSrn4L~%i`1pT*1hkLD4{Jl)moEYx_x*Py z`BNn^a=@)3zo)AC79*!){VrGEm= ze1x}G^l0A10Q}$GuD^6{^iz2-RQ}+99@1a_qyOVyCQ;mqx!G*FIsVei^*<(>|JRT0 z+A;rHr~e%3Uohl Date: Fri, 11 Aug 2023 15:39:45 -0700 Subject: [PATCH 08/15] Updated gitignore --- pgml-extension/.gitignore | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pgml-extension/.gitignore b/pgml-extension/.gitignore index 4b725577a..f431fcbde 100644 --- a/pgml-extension/.gitignore +++ b/pgml-extension/.gitignore @@ -12,5 +12,5 @@ # OS X .DS_Store -Brewfile.lock.json + From dd3485421fee4b08d41db2dc82e1a86b8ebf048d Mon Sep 17 00:00:00 2001 From: Santi Adavani Date: Mon, 14 Aug 2023 14:34:48 -0700 Subject: [PATCH 09/15] timings benchmark scripts v1 --- .../hf_pinecone_vs_postgresml/hf_pinecone.py | 39 +++++++++++ .../pgml_sql_timings.py | 52 ++++++++++++++ .../hf_pinecone_vs_postgresml/timings.py | 68 ------------------- ...n-to-deploy-knowledge-based-chat-agents.md | 20 +++--- 4 files changed, 102 insertions(+), 77 deletions(-) create mode 100644 pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/hf_pinecone.py create mode 100644 pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml_sql_timings.py delete mode 100644 pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/timings.py diff --git a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/hf_pinecone.py b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/hf_pinecone.py new file mode 100644 index 000000000..2941b7f56 --- /dev/null +++ b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/hf_pinecone.py @@ -0,0 +1,39 @@ +import os +import requests +from time import time +from rich import print +from datasets import load_dataset +import pinecone +from tqdm.auto import tqdm + +api_org =os.environ["HF_API_KEY"] +endpoint = os.environ["HF_ENDPOINT"] +# add the api org token to the headers +headers = { + 'Authorization': f'Bearer {api_org}' +} + +squad = load_dataset("squad", split='train') +data = squad.to_pandas() +data = data.drop_duplicates(subset=["context"]) +passages = list(data['context']) + +total_documents = 1000 +batch_size = 64 +passages = passages[:total_documents] + +start = time() +# we will use batches of 64 +for i in tqdm(range(0, len(passages), batch_size)): + # find end of batch + i_end = min(i+batch_size, len(passages)) + # extract batch + batch = passages[i:i_end] + # generate embeddings for batch via endpoints + res = requests.post( + endpoint, + headers=headers, + json={"inputs": batch} + ) + +print("Time taken for HF for %d documents = %0.3f" % (len(passages),time() - start)) diff --git a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml_sql_timings.py b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml_sql_timings.py new file mode 100644 index 000000000..c37e7acfb --- /dev/null +++ b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml_sql_timings.py @@ -0,0 +1,52 @@ +import requests +import os +from time import time +from rich import print +from pgml import Database +import asyncio +from statistics import mean +from datasets import load_dataset +import psycopg +from psycopg import sql +from psycopg_pool import ConnectionPool +from psycopg import Connection +from pgml import Database +from tqdm.auto import tqdm + +async def pgml_query(db,model, inputs): + start = time() + query = "SELECT embed FROM pgml.embed(transformer => '%s', inputs => %s)"%(model,inputs) + result = await db.query(query).fetch_all() + response_time = time() - start + # print("PGML Run %d: Time taken for %s = %0.3f" % (i, model, response_time)) + return response_time + +if __name__ == "__main__": + pool = ConnectionPool(os.environ.get("DATABASE_URL")) + conn = pool.getconn() + database = os.environ["DATABASE_URL"] + model = 'intfloat/e5-large' + + data = load_dataset("squad", split="train") + data = data.to_pandas() + data = data.drop_duplicates(subset=["context"]) + + documents = [r["context"] for r in data.to_dict(orient="records")] + literal_docs = [sql.Literal(t).as_string(conn) for t in documents] + pool.putconn(conn) + total_documents = 1000 + batch_size = 64 + + documents = literal_docs[:total_documents] + + db = Database(os.environ.get("DATABASE_URL")) + start = time() + for i in tqdm(range(0, len(documents), batch_size)): + # find end of batch + i_end = min(i+batch_size, len(documents)) + # extract batch + batch = documents[i:i_end] + inputs = "ARRAY[" + ",".join([sql.Literal(t).as_string(conn) for t in batch]) + "]" + asyncio.run(pgml_query(db,model, inputs)) + print("Time taken for PGML for %d documents = %0.3f" % (len(documents), time() - start)) + diff --git a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/timings.py b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/timings.py deleted file mode 100644 index 0b4245e0a..000000000 --- a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/timings.py +++ /dev/null @@ -1,68 +0,0 @@ -import requests -import os -from time import time -from rich import print -from pgml import Database -import asyncio -from statistics import mean - -hf_token = os.environ["HF_API_KEY"] -database = os.environ["DATABASE_URL"] -embeddings_models = ["intfloat/e5-small", "intfloat/e5-large"] -headers = {"Authorization": f"Bearer {hf_token}"} - - -def query(model, texts, headers): - api_url = ( - f"https://api-inference.huggingface.co/pipeline/feature-extraction/{model}" - ) - response = requests.post( - api_url, - headers=headers, - json={"inputs": texts, "options": {"wait_for_model": True}}, - ) - return response.json() - - -texts = [ - 'How do I get a replacement Medicare card?', - 'What is the monthly premium for Medicare Part B?', - 'How do I terminate my Medicare Part B (medical insurance)?', - 'How do I sign up for Medicare?', - 'Can I sign up for Medicare Part B if I am working and have health insurance through an employer?', - 'How do I sign up for Medicare Part B if I already have Part A?', - 'What are Medicare late enrollment penalties?', - 'What is Medicare and who can get it?', - 'How can I get help with my Medicare Part A and Part B premiums?', - 'What are the different parts of Medicare?' -] - -async def pgml_query(model, texts): - db = Database(database) - query = """SELECT pgml.embed(transformer=> '{model}',inputs=>ARRAY{text})""" - - for model in embeddings_models: - run_times = [] - print("Running model: ", model) - for i in range(10): - start = time() - output = await db.query(query.format(model=model, text=texts)).fetch_all() - response_time = time() - start - print("PGML Run %d: Time taken for %s = %0.3f" % (i, model, response_time)) - run_times.append(response_time) - print("Average: %0.3f"%mean(run_times[5:])) - return mean(run_times) - -if __name__ == "__main__": - for model in embeddings_models: - run_times = [] - print("Running model: ", model) - for i in range(10): - start = time() - output = query(model, texts, headers) - response_time = time() - start - print("HF Run %d: Time taken for %s = %0.3f" % (i, model, response_time)) - run_times.append(response_time) - print("Average: %0.3f"%mean(run_times[5:])) - - asyncio.run(pgml_query(embeddings_models, texts)) \ No newline at end of file diff --git a/pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md b/pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md index 37acea73b..b9a4859a3 100644 --- a/pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md +++ b/pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md @@ -27,10 +27,10 @@ Similar to building and deploying machine learning models, building a chatbot in This offline setup lays the foundation for your chatbot's intelligence. It involves: -- Gathering domain documents like articles, reports, and websites to teach your chatbot about the topics it will encounter. -- Splitting these documents into smaller chunks using different splitter algorithms. This keeps each chunk within the context size limits of AI models. In addition, it allows for chunking strategies that are tailored to the file type (e.g. PDFs, HTML, .py etc.). -- Generating semantic embeddings for each chunk using deep learning models like SentenceTransformers. The embeddings capture conceptual meaning. -- Indexing the chunk embeddings for efficient similarity search during conversations. + 1. Gathering domain documents like articles, reports, and websites to teach your chatbot about the topics it will encounter. + 2. Splitting these documents into smaller chunks using different splitter algorithms. This keeps each chunk within the context size limits of AI models. In addition, it allows for chunking strategies that are tailored to the file type (e.g. PDFs, HTML, .py etc.). + 3. Generating semantic embeddings for each chunk using deep learning models like SentenceTransformers. The embeddings capture conceptual meaning. + 4. Indexing the chunk embeddings for efficient similarity search during conversations. This knowledge base setup powers the contextual understanding for your chatbot. It's compute-intensive but only needs to be peridocially updated as your domain knowledge evolves. @@ -38,9 +38,9 @@ This knowledge base setup powers the contextual understanding for your chatbot. With its knowledge base in place, now the chatbot links to models that allow natural conversations: -- Based on users' questions, querying the indexed chunks to rapidly pull the most relevant passages. -- Passing those passages to a model like GPT-3 to generate conversational responses. -- Orchestrating the query, retrieval and generation flow to enable real-time chat. +1. Based on users' questions, querying the indexed chunks to rapidly pull the most relevant passages. +2. Passing those passages to a model like GPT-3 to generate conversational responses. +3. Orchestrating the query, retrieval and generation flow to enable real-time chat. ## 3. Evaluating and Fine-tuning chatbot @@ -55,8 +55,8 @@ Chatbot needs to be evaluated and fine-tuned before it can be deployed to the re Finally, the chatbot needs to be deployed to the real world. This involves: - Identifying the interface that the users will interact with. This can be Slack, Discord, Teams or your own custom chat platform. Once identified get the API keys for the interface. -- The chatbot service needs to be hosted on a server that can handle the load of multiple users. -- The chatbot needs to be integrated with the interface so that it can receive and respond to messages. +- Hosting a chatbot service that can serve multiple users. +- Integrating the chatbot service with the interface so that it can receive and respond to messages. # pgml-chat `pgml-chat` is a command line tool that allows you to do the following: @@ -323,3 +323,5 @@ If you have set up the Discord app correctly, you should see the following outpu Once the discord app is running, you can interact with the chatbot on Discord as shown below. In the example here, name of the bot is `pgchat`. This app responds only to direct messages to the bot. ![Discord Chatbot](/dashboard/static/images/blog/discord_screenshot.png) + +# Conclusions From 029fa05e80aa073c5d68a804136877116e21c3c6 Mon Sep 17 00:00:00 2001 From: Santi Adavani Date: Mon, 14 Aug 2023 14:35:28 -0700 Subject: [PATCH 10/15] Added requirements --- .../requirements.txt | 45 +++++++++++++++++++ 1 file changed, 45 insertions(+) create mode 100644 pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/requirements.txt diff --git a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/requirements.txt b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/requirements.txt new file mode 100644 index 000000000..01fcd6f9a --- /dev/null +++ b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/requirements.txt @@ -0,0 +1,45 @@ +aiohttp==3.8.5 +aiosignal==1.3.1 +async-timeout==4.0.3 +attrs==23.1.0 +black==23.7.0 +certifi==2023.7.22 +charset-normalizer==3.2.0 +click==8.1.6 +datasets==2.14.4 +dill==0.3.7 +dnspython==2.4.2 +filelock==3.12.2 +frozenlist==1.4.0 +fsspec==2023.6.0 +huggingface-hub==0.16.4 +idna==3.4 +loguru==0.7.0 +markdown-it-py==3.0.0 +mdurl==0.1.2 +multidict==6.0.4 +multiprocess==0.70.15 +mypy-extensions==1.0.0 +numpy==1.25.2 +packaging==23.1 +pandas==2.0.3 +pathspec==0.11.2 +pgml==0.8.1 +pinecone-client==2.2.2 +platformdirs==3.10.0 +psycopg==3.1.10 +psycopg-pool==3.1.7 +pyarrow==12.0.1 +Pygments==2.16.1 +python-dateutil==2.8.2 +pytz==2023.3 +PyYAML==6.0.1 +requests==2.31.0 +rich==13.5.2 +six==1.16.0 +tqdm==4.66.1 +typing_extensions==4.7.1 +tzdata==2023.3 +urllib3==2.0.4 +xxhash==3.3.0 +yarl==1.9.2 From 296eb303a80cc50111112d179ab6508aaebe205a Mon Sep 17 00:00:00 2001 From: Santi Adavani Date: Tue, 15 Aug 2023 15:56:31 -0700 Subject: [PATCH 11/15] Added latency results --- .../{hf_pinecone.py => hf_embeddings.py} | 13 ++-- .../hf_pinecone_ingest.py | 70 +++++++++++++++++++ .../hf_pinecone_query.py | 59 ++++++++++++++++ .../pgml_embeddings.sql | 32 +++++++++ .../hf_pinecone_vs_postgresml/pgml_ingest.py | 41 +++++++++++ .../hf_pinecone_vs_postgresml/pgml_query.py | 37 ++++++++++ .../pgml_sql_timings.py | 52 -------------- .../requirements.txt | 2 + ...n-to-deploy-knowledge-based-chat-agents.md | 45 ++++++++---- 9 files changed, 279 insertions(+), 72 deletions(-) rename pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/{hf_pinecone.py => hf_embeddings.py} (80%) create mode 100644 pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/hf_pinecone_ingest.py create mode 100644 pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/hf_pinecone_query.py create mode 100644 pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml_embeddings.sql create mode 100644 pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml_ingest.py create mode 100644 pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml_query.py delete mode 100644 pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml_sql_timings.py diff --git a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/hf_pinecone.py b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/hf_embeddings.py similarity index 80% rename from pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/hf_pinecone.py rename to pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/hf_embeddings.py index 2941b7f56..a786a7322 100644 --- a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/hf_pinecone.py +++ b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/hf_embeddings.py @@ -3,8 +3,11 @@ from time import time from rich import print from datasets import load_dataset -import pinecone from tqdm.auto import tqdm +from datasets import Dataset +from dotenv import load_dotenv + +load_dotenv(".env") api_org =os.environ["HF_API_KEY"] endpoint = os.environ["HF_ENDPOINT"] @@ -13,17 +16,17 @@ 'Authorization': f'Bearer {api_org}' } -squad = load_dataset("squad", split='train') +#squad = load_dataset("squad", split='train') +squad = Dataset.from_file("squad-train.arrow") data = squad.to_pandas() data = data.drop_duplicates(subset=["context"]) passages = list(data['context']) -total_documents = 1000 -batch_size = 64 +total_documents = 10000 +batch_size = 1 passages = passages[:total_documents] start = time() -# we will use batches of 64 for i in tqdm(range(0, len(passages), batch_size)): # find end of batch i_end = min(i+batch_size, len(passages)) diff --git a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/hf_pinecone_ingest.py b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/hf_pinecone_ingest.py new file mode 100644 index 000000000..d46d4e820 --- /dev/null +++ b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/hf_pinecone_ingest.py @@ -0,0 +1,70 @@ +import os +import requests +from time import time +from rich import print +from datasets import load_dataset +import pinecone +from tqdm.auto import tqdm +from datasets import Dataset + +api_org =os.environ["HF_API_KEY"] +endpoint = os.environ["HF_ENDPOINT"] +# add the api org token to the headers +headers = { + 'Authorization': f'Bearer {api_org}' +} + +#squad = load_dataset("squad", split='train') +squad = Dataset.from_file("squad-train.arrow") +data = squad.to_pandas() +data = data.drop_duplicates(subset=["context"]) +passages = list(data['context']) + +total_documents = 10000 +batch_size = 64 +passages = passages[:total_documents] + +# connect to pinecone environment +pinecone.init( + api_key=os.environ["PINECONE_API_KEY"], + environment=os.environ["PINECONE_ENVIRONMENT"] +) + +index_name = 'hf-endpoints' + +# check if the movie-emb index exists +if index_name not in pinecone.list_indexes(): + # create the index if it does not exist + pinecone.create_index( + index_name, + dimension=dim, + metric="cosine" + ) + +# connect to movie-emb index we created +index = pinecone.Index(index_name) + +start = time() +# we will use batches of 64 +for i in tqdm(range(0, len(passages), batch_size)): + # find end of batch + i_end = min(i+batch_size, len(passages)) + # extract batch + batch = passages[i:i_end] + # generate embeddings for batch via endpoints + res = requests.post( + endpoint, + headers=headers, + json={"inputs": batch} + ) + emb = res.json()['embeddings'] + # get metadata (just the original text) + meta = [{'text': text} for text in batch] + # create IDs + ids = [str(x) for x in range(i, i_end)] + # add all to upsert list + to_upsert = list(zip(ids, emb, meta)) + # upsert/insert these records to pinecone + _ = index.upsert(vectors=to_upsert) + +print("Time taken for HF for %d documents = %0.3f" % (len(passages),time() - start)) diff --git a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/hf_pinecone_query.py b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/hf_pinecone_query.py new file mode 100644 index 000000000..2bcf7542d --- /dev/null +++ b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/hf_pinecone_query.py @@ -0,0 +1,59 @@ +import os +import requests +from time import time +from rich import print +import pinecone +from tqdm.auto import tqdm +from datasets import Dataset +from dotenv import load_dotenv +from statistics import mean + +load_dotenv(".env") +api_org =os.environ["HF_API_KEY"] +endpoint = os.environ["HF_ENDPOINT"] +# add the api org token to the headers +headers = { + 'Authorization': f'Bearer {api_org}' +} + +#squad = load_dataset("squad", split='train') +squad = Dataset.from_file("squad-train.arrow") +data = squad.to_pandas() +data = data.drop_duplicates(subset=["context"]) +passages = list(data['context']) + +# connect to pinecone environment +pinecone.init( + api_key=os.environ["PINECONE_API_KEY"], + environment=os.environ["PINECONE_ENVIRONMENT"] +) + +index_name = 'hf-endpoints' + +# check if the movie-emb index exists +if index_name not in pinecone.list_indexes(): + # create the index if it does not exist + pinecone.create_index( + index_name, + dimension=dim, + metric="cosine" + ) + +# connect to movie-emb index we created +index = pinecone.Index(index_name) + + +run_times = [] +for query in data["context"][0:100]: + start = time() + # encode with HF endpoints + res = requests.post(endpoint, headers=headers, json={"inputs": query}) + xq = res.json()['embeddings'] + # query and return top 5 + xc = index.query(xq, top_k=5, include_metadata=True) + _end = time() + run_times.append(_end-start) +print("HF + Pinecone Average query time: %0.3f"%(mean(run_times))) + + + diff --git a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml_embeddings.sql b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml_embeddings.sql new file mode 100644 index 000000000..4bd8f82ad --- /dev/null +++ b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml_embeddings.sql @@ -0,0 +1,32 @@ +DO $$ +DECLARE + curr_id integer := 0; + batch_size integer:= 2; + total_records integer:= 10000; + curr_val text[]; -- Use "text[]" instead of "varchar[]" + embed_result json; -- Store the result of the pgml.embed function +BEGIN + LOOP + --BEGIN RAISE NOTICE 'updating % to %', curr_id, curr_id + batch_size; END; + SELECT ARRAY(SELECT chunk::text + FROM squad_collection_benchmark.chunks + WHERE id BETWEEN curr_id + 1 AND curr_id + batch_size) + INTO curr_val; + + -- Use the correct syntax to call pgml.embed and store the result + PERFORM embed FROM pgml.embed('intfloat/e5-large', curr_val); + + curr_id := curr_id + batch_size; + EXIT WHEN curr_id >= total_records; + END LOOP; + + SELECT ARRAY(SELECT chunk::text + FROM squad_collection_benchmark.chunks + WHERE id BETWEEN curr_id-batch_size AND total_records) + INTO curr_val; + + -- Use the correct syntax to call pgml.embed and store the result + PERFORM embed FROM pgml.embed('intfloat/e5-large', curr_val); + +END; +$$; diff --git a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml_ingest.py b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml_ingest.py new file mode 100644 index 000000000..05d490e20 --- /dev/null +++ b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml_ingest.py @@ -0,0 +1,41 @@ +from pgml import Database +import os +from datasets import load_dataset +from time import time +from dotenv import load_dotenv +from rich import print +import asyncio +from tqdm.auto import tqdm + +async def main(): + load_dotenv() + conninfo = os.environ.get("DATABASE_URL") + db = Database(conninfo) + + collection_name = "squad_collection_benchmark" + collection = await db.create_or_get_collection(collection_name) + + data = load_dataset("squad", split="train") + data = data.to_pandas() + data = data.drop_duplicates(subset=["context"]) + + documents = [ + {"id": r["id"], "text": r["context"], "title": r["title"]} + for r in data.to_dict(orient="records") + ] + + print("Ingesting and chunking documents ..") + total_documents = 10000 + batch_size = 64 + embedding_times = [] + total_time = 0 + documents = documents[:total_documents] + for i in tqdm(range(0,len(documents),batch_size)): + i_end = min(i+batch_size,len(documents)) + batch = documents[i:i_end] + await collection.upsert_documents(batch) + await collection.generate_chunks() + print("Ingesting and chunking completed") + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml_query.py b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml_query.py new file mode 100644 index 000000000..f43b90f09 --- /dev/null +++ b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml_query.py @@ -0,0 +1,37 @@ +from pgml import Database +import os +from datasets import load_dataset +from time import time +from dotenv import load_dotenv +from rich import print +import asyncio +from tqdm.auto import tqdm +from statistics import mean + +async def main(): + load_dotenv() + + conninfo = os.environ.get("DATABASE_URL") + db = Database(conninfo) + + collection_name = "squad_collection_benchmark" + collection = await db.create_or_get_collection(collection_name) + + data = load_dataset("squad", split="train") + data = data.to_pandas() + data = data.drop_duplicates(subset=["context"]) + + run_times = [] + for query in data["context"][0:100]: + start = time() + results = await collection.vector_search(query, top_k=5) + _end = time() + run_times.append(_end-start) + #print("PGML Query times:") + #print(run_times) + print("PGML Average query time: %0.3f"%mean(run_times)) + + #await db.archive_collection(collection_name) + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml_sql_timings.py b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml_sql_timings.py deleted file mode 100644 index c37e7acfb..000000000 --- a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml_sql_timings.py +++ /dev/null @@ -1,52 +0,0 @@ -import requests -import os -from time import time -from rich import print -from pgml import Database -import asyncio -from statistics import mean -from datasets import load_dataset -import psycopg -from psycopg import sql -from psycopg_pool import ConnectionPool -from psycopg import Connection -from pgml import Database -from tqdm.auto import tqdm - -async def pgml_query(db,model, inputs): - start = time() - query = "SELECT embed FROM pgml.embed(transformer => '%s', inputs => %s)"%(model,inputs) - result = await db.query(query).fetch_all() - response_time = time() - start - # print("PGML Run %d: Time taken for %s = %0.3f" % (i, model, response_time)) - return response_time - -if __name__ == "__main__": - pool = ConnectionPool(os.environ.get("DATABASE_URL")) - conn = pool.getconn() - database = os.environ["DATABASE_URL"] - model = 'intfloat/e5-large' - - data = load_dataset("squad", split="train") - data = data.to_pandas() - data = data.drop_duplicates(subset=["context"]) - - documents = [r["context"] for r in data.to_dict(orient="records")] - literal_docs = [sql.Literal(t).as_string(conn) for t in documents] - pool.putconn(conn) - total_documents = 1000 - batch_size = 64 - - documents = literal_docs[:total_documents] - - db = Database(os.environ.get("DATABASE_URL")) - start = time() - for i in tqdm(range(0, len(documents), batch_size)): - # find end of batch - i_end = min(i+batch_size, len(documents)) - # extract batch - batch = documents[i:i_end] - inputs = "ARRAY[" + ",".join([sql.Literal(t).as_string(conn) for t in batch]) + "]" - asyncio.run(pgml_query(db,model, inputs)) - print("Time taken for PGML for %d documents = %0.3f" % (len(documents), time() - start)) - diff --git a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/requirements.txt b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/requirements.txt index 01fcd6f9a..038719a91 100644 --- a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/requirements.txt +++ b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/requirements.txt @@ -32,11 +32,13 @@ psycopg-pool==3.1.7 pyarrow==12.0.1 Pygments==2.16.1 python-dateutil==2.8.2 +python-dotenv==1.0.0 pytz==2023.3 PyYAML==6.0.1 requests==2.31.0 rich==13.5.2 six==1.16.0 +tomli==2.0.1 tqdm==4.66.1 typing_extensions==4.7.1 tzdata==2023.3 diff --git a/pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md b/pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md index b9a4859a3..a804d710a 100644 --- a/pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md +++ b/pgml-dashboard/content/blog/pgml-chat-an-alternative-to-langchain-to-deploy-knowledge-based-chat-agents.md @@ -1,7 +1,7 @@ --- author: Santi Adavani description: -image: https://postgresml.org/dashboard/static/images/blog/llm_based_pipeline_hero.png +image: https://postgresml.org/dashboard/static/images/blog/pgml_vs_hf_pinecone_query.png image_alt: "pgml-chat: A command-line tool for deploying responsive knowledge-based chatbots" --- # pgml-chat: A command-line tool for deploying low-latency knowledge-based chatbots: Part I @@ -9,11 +9,10 @@ image_alt: "pgml-chat: A command-line tool for deploying responsive knowledge-ba Author

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-TL,DR: # Introduction Language models like GPT-3 seem really intelligent at first, but they have a huge blindspot - no external knowledge or memory. Ask them about current events or niche topics and they just can't keep up. To be truly useful in real applications, these large language models (LLMs) need knowledge added to them somehow. The trick is getting them that knowledge fast enough to have natural conversations. Open source tools like LangChain try to help by giving language models more context and knowledge. But they end up glueing together different services into a complex patchwork. This leads to a lot of infrastructure overhead, maintenance needs, and slow response times that hurt chatbot performance. We need a better solution tailored specifically for chatbots to inject knowledge in a way that's fast, relevant and integrated. @@ -46,17 +45,17 @@ With its knowledge base in place, now the chatbot links to models that allow nat Chatbot needs to be evaluated and fine-tuned before it can be deployed to the real world. This involves: -- Experimenting with different prompts and selecting the one that generates the best responses for a suite of questions. -- Evaluating the chatbot's performance on a test set of questions by comparing the chatbot's responses to the ground truth responses. -- If the performance is not satisfactory then we need to go to step 1 and generate embeddings using a different model. This is because the embeddings are the foundation of the chatbot's intelligence to get the most relevant passage from the knowledge base. + 1. Experimenting with different prompts and selecting the one that generates the best responses for a suite of questions. + 2. Evaluating the chatbot's performance on a test set of questions by comparing the chatbot's responses to the ground truth responses. + 3. If the performance is not satisfactory then we need to go to step 1 and generate embeddings using a different model. This is because the embeddings are the foundation of the chatbot's intelligence to get the most relevant passage from the knowledge base. ## 4. Connecting to the Real World Finally, the chatbot needs to be deployed to the real world. This involves: -- Identifying the interface that the users will interact with. This can be Slack, Discord, Teams or your own custom chat platform. Once identified get the API keys for the interface. -- Hosting a chatbot service that can serve multiple users. -- Integrating the chatbot service with the interface so that it can receive and respond to messages. + 1. Identifying the interface that the users will interact with. This can be Slack, Discord, Teams or your own custom chat platform. Once identified get the API keys for the interface. + 2. Hosting a chatbot service that can serve multiple users. + 3. Integrating the chatbot service with the interface so that it can receive and respond to messages. # pgml-chat `pgml-chat` is a command line tool that allows you to do the following: @@ -92,7 +91,7 @@ pip install pgml-chat `pgml-chat` will be installed in your virtual environment's PATH. -2. Download `.env.template` file from PostgresML Github repository. +2. Download `.env.template` file from PostgresML Github repository and make a copy. !!! generic @@ -100,13 +99,10 @@ pip install pgml-chat ```bash wget https://github.com/postgresml/postgresml/blob/master/pgml-apps/pgml-chat/.env.template +cp .env.template .env ``` -!!! - -3. Copy the template file to `.env` - -4. Update environment variables with your OpenAI API key and PostgresML database credentials. +3. Update environment variables with your OpenAI API key and PostgresML database credentials. !!! generic @@ -324,4 +320,23 @@ Once the discord app is running, you can interact with the chatbot on Discord as ![Discord Chatbot](/dashboard/static/images/blog/discord_screenshot.png) +# Comparing Query Latency + +To evaluate query latency, we performed an experiment with 10,000 Wikipedia documents from the SQuAD dataset. Embeddings were generated using the intfloat/e5-large model. + +For PostgresML, we used a GPU-powered serverless database running on NVIDIA A10G GPUs with client in us-west-2 region. For HuggingFace, we used their inference API endpoint running on NVIDIA A10G GPUs in us-east-1 region and a client in the same us-east-1 region. Pinecone was used as the vector search index for HuggingFace embeddings. + +By keeping the document dataset, model, and hardware constant, we aimed to evaluate the performance of the two systems independently. Care was taken to eliminate network latency as a factor - HuggingFace endpoint and client were co-located in us-east-1, while PostgresML database and client were co-located in us-west-2. + +![pgml_vs_hf_pinecone_query](/dashboard/static/images/blog/pgml_vs_hf_pinecone_query.png) + +Our experiments found that PostgresML outperformed HuggingFace + Pinecone in query latency by 6x. Mean latency was 39ms for PostgresML and 233ms for HuggingFace + Pinecone. Query latency was averaged across 100 queries to account for any outliers. This 6x improvement in mean latency can be attributed to PostgresML's tight integration of embedding generation, indexing, and querying within the database running on NVIDIA A10G GPUs. + +For applications like chatbots that require low latency access to knowledge, PostgresML provides superior performance over combining multiple services. The serverless architecture also provides predictable pricing and scales seamlessly with usage. + # Conclusions +In this post, we announced PostgresML Chatbot Builder - an open source tool that makes it easy to build knowledge based chatbots. We discussed the effort required to integrate various components like ingestion, embedding generation, indexing etc. and how PostgresML Chatbot Builder automates this end-to-end workflow. + +We also presented some initial benchmark results comparing PostgresML and HuggingFace + Pinecone for query latency using the SQuAD dataset. PostgresML provided up to 6x lower latency thanks to its tight integration and optimizations. + +Stay tuned for part 2 of this benchmarking blog post where we will present more comprehensive results evaluating performance for generating embeddings with different models and batch sizes. 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Author @@ -79,7 +80,6 @@ Before you begin, make sure you have the following: 1. Create a virtual environment and install `pgml-chat` using `pip`: -!!! generic !!! code_block @@ -93,8 +93,6 @@ pip install pgml-chat 2. Download `.env.template` file from PostgresML Github repository and make a copy. -!!! generic - !!! code_block ```bash @@ -102,9 +100,10 @@ wget https://github.com/postgresml/postgresml/blob/master/pgml-apps/pgml-chat/.e cp .env.template .env ``` +!!! + 3. Update environment variables with your OpenAI API key and PostgresML database credentials. -!!! generic !!! code_block @@ -126,7 +125,6 @@ DISCORD_BOT_TOKEN= # Discord bot token to run Discord chat se ## Usage You can get help on the command line interface by running: -!!! generic !!! code_block @@ -152,7 +150,6 @@ optional arguments: ## 1. Building the Knowledge Base In this step, we ingest documents, chunk documents, generate embeddings and index these embeddings for fast query. -!!! generic !!! code_block @@ -164,7 +161,6 @@ LOG_LEVEL=DEBUG pgml-chat --root_dir --collection_name --stage chat --cha You should be able to interact with the bot as shown below. Control-C to exit. -!!! generic !!! code_block @@ -272,7 +266,6 @@ Once you are comfortable with the chatbot's performance it is ready for connecti You need SLACK_BOT_TOKEN and SLACK_APP_TOKEN to run the chatbot on Slack. You can get these tokens by creating a Slack app. Follow the instructions [here](https://slack.dev/bolt-python/tutorial/getting-started) to create a Slack app.Include the following environment variables in your .env file: -!!! generic !!! code_block @@ -320,8 +313,7 @@ Once the discord app is running, you can interact with the chatbot on Discord as ![Discord Chatbot](/dashboard/static/images/blog/discord_screenshot.png) -# Comparing Query Latency - +## PostgresML vs. Hugging Face + Pinecone To evaluate query latency, we performed an experiment with 10,000 Wikipedia documents from the SQuAD dataset. Embeddings were generated using the intfloat/e5-large model. For PostgresML, we used a GPU-powered serverless database running on NVIDIA A10G GPUs with client in us-west-2 region. For HuggingFace, we used their inference API endpoint running on NVIDIA A10G GPUs in us-east-1 region and a client in the same us-east-1 region. Pinecone was used as the vector search index for HuggingFace embeddings. diff --git a/pgml-dashboard/src/api/docs.rs b/pgml-dashboard/src/api/docs.rs index 38b334162..999b79b75 100644 --- a/pgml-dashboard/src/api/docs.rs +++ b/pgml-dashboard/src/api/docs.rs @@ -80,6 +80,8 @@ async fn blog_handler<'a>(path: PathBuf, cluster: &Cluster) -> Result Date: Tue, 15 Aug 2023 17:27:05 -0700 Subject: [PATCH 14/15] updated embeddings and query to reflect e5-large model --- .../pgml_embeddings.py | 21 +++++++++++++++++++ .../hf_pinecone_vs_postgresml/pgml_query.py | 7 ++++--- 2 files changed, 25 insertions(+), 3 deletions(-) create mode 100644 pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml_embeddings.py diff --git a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml_embeddings.py b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml_embeddings.py new file mode 100644 index 000000000..2a1cf5ddd --- /dev/null +++ b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml_embeddings.py @@ -0,0 +1,21 @@ +from pgml import Database +import os +from datasets import load_dataset +from time import time +from dotenv import load_dotenv +from rich import print +import asyncio +from tqdm.auto import tqdm + +async def main(): + load_dotenv() + conninfo = os.environ.get("DATABASE_URL") + db = Database(conninfo) + + collection_name = "squad_collection_benchmark" + collection = await db.create_or_get_collection(collection_name) + model_id = await collection.register_model(model_name="intfloat/e5-large") + await collection.generate_embeddings(model_id=model_id) + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml_query.py b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml_query.py index f43b90f09..9a0d29206 100644 --- a/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml_query.py +++ b/pgml-dashboard/content/blog/benchmarks/hf_pinecone_vs_postgresml/pgml_query.py @@ -6,7 +6,7 @@ from rich import print import asyncio from tqdm.auto import tqdm -from statistics import mean +from statistics import mean, median async def main(): load_dotenv() @@ -20,16 +20,17 @@ async def main(): data = load_dataset("squad", split="train") data = data.to_pandas() data = data.drop_duplicates(subset=["context"]) - + model_id = await collection.register_model(model_name="intfloat/e5-large") run_times = [] for query in data["context"][0:100]: start = time() - results = await collection.vector_search(query, top_k=5) + results = await collection.vector_search(query, top_k=5, model_id=model_id) _end = time() run_times.append(_end-start) #print("PGML Query times:") #print(run_times) print("PGML Average query time: %0.3f"%mean(run_times)) + print("PGML Median query time: %0.3f"%median(run_times)) #await db.archive_collection(collection_name) From be0c239c8d8882f60ccc51d6fb7235c747c1911f Mon Sep 17 00:00:00 2001 From: Santi Adavani Date: Wed, 16 Aug 2023 11:20:07 -0700 Subject: [PATCH 15/15] Intro updates and new image --- ...latency-knowledge-based-chatbots-part-I.md | 28 +++++++++++++----- .../images/blog/pgml_vs_hf_pinecone_query.jpg | Bin 0 -> 80494 bytes 2 files changed, 21 insertions(+), 7 deletions(-) create mode 100644 pgml-dashboard/static/images/blog/pgml_vs_hf_pinecone_query.jpg diff --git a/pgml-dashboard/content/blog/pgml-chat-a-command-line-tool-for-deploying-low-latency-knowledge-based-chatbots-part-I.md b/pgml-dashboard/content/blog/pgml-chat-a-command-line-tool-for-deploying-low-latency-knowledge-based-chatbots-part-I.md index b0e4be63b..fc784f926 100644 --- a/pgml-dashboard/content/blog/pgml-chat-a-command-line-tool-for-deploying-low-latency-knowledge-based-chatbots-part-I.md +++ b/pgml-dashboard/content/blog/pgml-chat-a-command-line-tool-for-deploying-low-latency-knowledge-based-chatbots-part-I.md @@ -1,7 +1,7 @@ --- author: Santi Adavani description: "pgml-chat: A command-line tool for deploying low-latency knowledge-based chatbots: Part I" -image: https://postgresml.org/dashboard/static/images/blog/pgml_vs_hf_pinecone_query.png +image: https://postgresml.org/dashboard/static/images/blog/pgml_vs_hf_pinecone_query.jpg image_alt: "pgml-chat: A command-line tool for deploying low-latency knowledge-based chatbots: Part I" --- @@ -16,9 +16,23 @@ image_alt: "pgml-chat: A command-line tool for deploying low-latency knowledge-b # Introduction -Language models like GPT-3 seem really intelligent at first, but they have a huge blindspot - no external knowledge or memory. Ask them about current events or niche topics and they just can't keep up. To be truly useful in real applications, these large language models (LLMs) need knowledge added to them somehow. The trick is getting them that knowledge fast enough to have natural conversations. Open source tools like LangChain try to help by giving language models more context and knowledge. But they end up glueing together different services into a complex patchwork. This leads to a lot of infrastructure overhead, maintenance needs, and slow response times that hurt chatbot performance. We need a better solution tailored specifically for chatbots to inject knowledge in a way that's fast, relevant and integrated. +Chatbots powered by large language models like GPT-4 seem amazingly smart at first. They can have conversations on almost any topic. But chatbots have a huge blindspot - no long-term memory. Ask them about current events from last week or topics related to your specific business, and they just draw a blank. -In the first part of this blog series, we will talk about deploying a chatbot using `pgml-chat` command line tool. In the second part, we will show how `pgml-chat` works under the hood and focus on achieving low-latencies. +To be truly useful for real applications, chatbots need fast access to knowledge - almost like human memory. Without quick recall, conversations become frustratingly slow and limited. It's like chatting with someone suffering from short-term memory loss. + +Open source tools like LangChain and LlamaIndex are trying to help by giving chatbots more context and knowledge to work with. But behind the scenes, these tools end up gluing together many complex components into a patchwork. This adds lots of infrastructure overhead, ongoing maintenance needs, and results in slow response times that hurt chatbot performance. + +Under the hood, these tools need to connect: + +- A document storage system like MongoDB to house all the knowledge +- External machine learning service like Hugging Face or OpenAI to generate semantic embeddings +- A specialized vector database like Pinecone to index those embeddings for quick search + +Managing and querying across so many moving parts introduces latency at each step. It's like passing ingredients from one sous chef to another in a busy kitchen. This assembled patchwork of services struggles to inject knowledge at the millisecond speeds required for smooth natural conversations. + +We need a better foundational solution tailored specifically for chatbots - one that tightly integrates knowledge ingestion, analysis and retrieval under one roof. This consolidated architecture would provide the low latency knowledge lookups that chatbots desperately need. + +In this blog series, we will explore PostgresML to do just that. In the first part, we will talk about deploying a chatbot using `pgml-chat` command line tool built on top of PostgresML. We will compare PostgresML query performance with a combination of Hugging Face and Pinecone. In the second part, we will show how `pgml-chat` works under the hood and focus on achieving low-latencies. # Steps to build a chatbot on your own data Similar to building and deploying machine learning models, building a chatbot involves steps that are both offline and online. The offline steps are compute-intensive and need to be done periodically when the data changes or the chatbot performance has deteriorated. The online steps are fast and need to be done in real-time. Below, we describe the steps in detail. @@ -42,9 +56,9 @@ With its knowledge base in place, now the chatbot links to models that allow nat 2. Passing those passages to a model like GPT-3 to generate conversational responses. 3. Orchestrating the query, retrieval and generation flow to enable real-time chat. -## 3. Evaluating and Fine-tuning chatbot +## 3. Evaluating and Fine-tuning the chatbot -Chatbot needs to be evaluated and fine-tuned before it can be deployed to the real world. This involves: +The chatbot needs to be evaluated and fine-tuned before it can be deployed to the real world. This involves: 1. Experimenting with different prompts and selecting the one that generates the best responses for a suite of questions. 2. Evaluating the chatbot's performance on a test set of questions by comparing the chatbot's responses to the ground truth responses. @@ -320,9 +334,9 @@ For PostgresML, we used a GPU-powered serverless database running on NVIDIA A10G By keeping the document dataset, model, and hardware constant, we aimed to evaluate the performance of the two systems independently. Care was taken to eliminate network latency as a factor - HuggingFace endpoint and client were co-located in us-east-1, while PostgresML database and client were co-located in us-west-2. -![pgml_vs_hf_pinecone_query](/dashboard/static/images/blog/pgml_vs_hf_pinecone_query.png) +![pgml_vs_hf_pinecone_query](/dashboard/static/images/blog/pgml_vs_hf_pinecone_query.jpg) -Our experiments found that PostgresML outperformed HuggingFace + Pinecone in query latency by 6x. Mean latency was 39ms for PostgresML and 233ms for HuggingFace + Pinecone. Query latency was averaged across 100 queries to account for any outliers. This 6x improvement in mean latency can be attributed to PostgresML's tight integration of embedding generation, indexing, and querying within the database running on NVIDIA A10G GPUs. +Our experiments found that PostgresML outperformed HuggingFace + Pinecone in query latency by 6x. Mean latency was 59ms for PostgresML and 233ms for HuggingFace + Pinecone. Query latency was averaged across 100 queries to account for any outliers. This ~4x improvement in mean latency can be attributed to PostgresML's tight integration of embedding generation, indexing, and querying within the database running on NVIDIA A10G GPUs. For applications like chatbots that require low latency access to knowledge, PostgresML provides superior performance over combining multiple services. 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