From e5598462ad55d50d3ffae0127e83c7aa6471b1fb Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Wed, 31 Jul 2024 17:19:35 -0400 Subject: [PATCH 01/74] bulk rename "Cosmos DB for MongoDB" to "...for NoSQL" --- 00_Introduction/README.md | 4 ++-- 01_Azure_Overview/README.md | 4 ++-- 02_Overview_Cosmos_DB/README.md | 14 +++++++------- 03_Overview_Azure_OpenAI/README.md | 2 +- 06_Provision_Azure_Resources/README.md | 4 ++-- 07_Create_First_Cosmos_DB_Project/README.md | 14 +++++++------- 08_Load_Data/README.md | 10 +++++----- 09_Vector_Search_Cosmos_DB/README.md | 18 +++++++++--------- 10_LangChain/README.md | 6 +++--- 11_Backend_API/README.md | 2 +- 12_User_Interface/README.md | 4 ++-- 13_Conclusion/README.md | 2 +- Labs/deploy/azuredeploy.bicep | 4 ++-- Labs/lab_3_mongodb_vector_search.ipynb | 6 +++--- Labs/lab_4_langchain.ipynb | 6 +++--- README.md | 6 +++--- 16 files changed, 53 insertions(+), 53 deletions(-) diff --git a/00_Introduction/README.md b/00_Introduction/README.md index 3133589..f1ae46f 100644 --- a/00_Introduction/README.md +++ b/00_Introduction/README.md @@ -14,10 +14,10 @@ ## Why use this guide? -The future of software involves combining AI and data services, also known as intelligent applications. This guide is for MongoDB developers looking to implement intelligent applications quickly while leveraging existing skills. The content will focus on the developer journey implementing an Azure-based AI-enabled GPT-based chat application that is augmented using data stored in vCore for Azure Cosmos DB for MongoDB while leveraging Azure OpenAI services. +The future of software involves combining AI and data services, also known as intelligent applications. This guide is for developers looking to implement intelligent applications quickly while leveraging existing skills. The content will focus on the developer journey implementing an Azure-based AI-enabled GPT-based chat application that is augmented using data stored in vCore for Azure Cosmos DB for NoSQL while leveraging Azure OpenAI services. ## Introduction -This guide will walks through the creating intelligent solutions that combines vCore-based Azure Cosmos DB for MongoDB vector search and document retrieval with Azure OpenAI services to build a chat bot experience. The guide includes labs that build and deploy a sample chat app using these technologies, with a focus on vCore-based Azure Cosmos DB for MongoDB, Vector Search, and Azure OpenAI using the Python programming language. For those new to using Azure OpenAI and Vector Search technologies, the guide includes explanations of the core concepts and techniques used when implementing these technologies. +This guide will walks through the creating intelligent solutions that combines vCore-based Azure Cosmos DB for NoSQL vector search and document retrieval with Azure OpenAI services to build a chat bot experience. The guide includes labs that build and deploy a sample chat app using these technologies, with a focus on vCore-based Azure Cosmos DB for NoSQL, Vector Search, and Azure OpenAI using the Python programming language. For those new to using Azure OpenAI and Vector Search technologies, the guide includes explanations of the core concepts and techniques used when implementing these technologies. > **Note:** This developer guide is targeted towards Python developers. If you are a Node.js developer, then you may be interested in the Node.js version here: [https://github.com/AzureCosmosDB/Azure-OpenAI-Node.js-Developer-Guide](https://github.com/AzureCosmosDB/Azure-OpenAI-Node.js-Developer-Guide) diff --git a/01_Azure_Overview/README.md b/01_Azure_Overview/README.md index 2d4b034..e7d04b6 100644 --- a/01_Azure_Overview/README.md +++ b/01_Azure_Overview/README.md @@ -129,13 +129,13 @@ az bicep decompile --file template.json Additionally, the [Bicep playground](https://aka.ms/bicepdemo) tool can perform similar decompilation of ARM templates. -![Sample Bicep code that deploys Azure Cosmos DB for MongoDB](media/bicep_code.png) +![Sample Bicep code that deploys Azure Cosmos DB for NoSQL](media/bicep_code.png) ##### Terraform [Hashicorp Terraform](https://www.terraform.io/) is an open-source tool for provisioning and managing cloud infrastructure resources. [Terraform](https://learn.microsoft.com/azure/developer/terraform/overview) simplifies the deployment of Azure services, including Azure Kubernetes Service, Azure Cosmos DB, and Azure AI, through infrastructure-as-code to automate provisioning and management of Azure services. Terraform is also adept at deploying infrastructure across multiple cloud providers. It enables developers to use consistent tooling to manage each infrastructure definition. -![Sample Terraform code that deploys Azure Cosmos DB for MongoDB](media/terraform_code.png) +![Sample Terraform code that deploys Azure Cosmos DB for NoSQL](media/terraform_code.png) #### Other tips diff --git a/02_Overview_Cosmos_DB/README.md b/02_Overview_Cosmos_DB/README.md index 88cd58a..64319db 100644 --- a/02_Overview_Cosmos_DB/README.md +++ b/02_Overview_Cosmos_DB/README.md @@ -1,22 +1,22 @@ # Overview of Azure Cosmos DB -[Azure Cosmos DB](https://learn.microsoft.com/azure/cosmos-db/introduction) is a globally distributed, multi-model database service that enables querying and storing data using NoSQL models using one of five APIs: SQL (document database), Cassandra (column-family), MongoDB (document database), Azure Table, and graph database. It provides turnkey global distribution, elastic scaling of throughput and storage worldwide, single-digit millisecond latencies at the 99th percentile, and guaranteed high availability with multi-homing capabilities. Azure Cosmos DB provides comprehensive service level agreements (SLAs) for throughput, latency, availability, and consistency guarantees, something not found in any other database service. +[Azure Cosmos DB](https://learn.microsoft.com/azure/cosmos-db/introduction) is a globally distributed, multi-model database service that enables querying and storing data using NoSQL models using one of five APIs: NoSQL (document database), Cassandra (column-family), MongoDB (document database), Azure Table, and graph database. It provides turnkey global distribution, elastic scaling of throughput and storage worldwide, single-digit millisecond latencies at the 99th percentile, and guaranteed high availability with multi-homing capabilities. Azure Cosmos DB provides comprehensive service level agreements (SLAs) for throughput, latency, availability, and consistency guarantees, something not found in any other database service. ## Azure Cosmos DB and AI The surge of AI-powered applications has led to the need to integrate data from multiple data stores, introducing another layer of complexity as each data store tends to have its own workflow and operational performance. Azure Cosmos DB simplifies this process by providing a unified platform for all data types, including AI data. Azure Cosmos DB supports relational, document, vector, key-value, graph, and table data models, making it an ideal platform for AI applications. The wide array of data model support combined with guaranteed high availability, high throughput, low latency, and tunable consistency are huge advantages when building these types of applications. -## Azure Cosmos DB for Mongo DB +## Azure Cosmos DB for NoSQL -The focus for this developer guide is [Azure Cosmos DB for MongoDB](https://learn.microsoft.com/azure/cosmos-db/mongodb/introduction). Developers can leverage their current MongoDB expertise and use their preferred MongoDB drivers, SDKs, and tools simply by directing applications to the connection string for on the Azure Cosmos DB for MongoDB account. +The focus for this developer guide is [Azure Cosmos DB for NoSQL](https://learn.microsoft.com/azure/cosmos-db/nosql/). -### Azure Cosmos DB for Mongo DB API Architectures +### Azure Cosmos DB for NoSQL Architectures -The [RU architecture](https://learn.microsoft.com/azure/cosmos-db/mongodb/ru/introduction) for Azure Cosmos DB for MongoDB offers instantaneous scalability with zero warmup period, automatic and transparent sharding, and 99.999% availability. It supports active-active databases across multiple regions, cost-efficient, granular, unlimited scalability, real-time analytics, and serverless deployments paying only per operation. +The [RU architecture](https://learn.microsoft.com/azure/cosmos-db/request-units) for Azure Cosmos DB for NoSQL offers instantaneous scalability with zero warmup period, automatic and transparent sharding, and 99.999% availability. It supports active-active databases across multiple regions, cost-efficient, granular, unlimited scalability, real-time analytics, and serverless deployments paying only per operation. -[vCore-based Azure Cosmos DB for MongoDB architecture](https://learn.microsoft.com/azure/cosmos-db/mongodb/vcore/introduction) integrates AI-based applications with private organizational data, with text indexing for easy querying. Simplify the development process with high-capacity vertical scaling and free 35-day backups with a point-in-time restore (PITR). +[vCore-based Azure Cosmos DB for NoSQL architecture](https://learn.microsoft.com/azure/cosmos-db/convert-vcore-to-request-unit) integrates AI-based applications with private organizational data, with text indexing for easy querying. Simplify the development process with high-capacity vertical scaling and free 35-day backups with a point-in-time restore (PITR). -The [choice between vCore and Request Units (RU)](https://learn.microsoft.com/azure/cosmos-db/mongodb/choose-model) in Azure Cosmos DB for MongoDB API depends on the workload. A list of [compatibility and feature support between RU and vCore](https://learn.microsoft.com/azure/cosmos-db/mongodb/vcore/compatibility) is available. +The [choice between vCore and Request Units (RU)](hhttps://learn.microsoft.com/azure/cosmos-db/convert-vcore-to-request-unit) in Azure Cosmos DB for NoSQL API depends on the workload. A list of [compatibility and feature support between RU and vCore](https://learn.microsoft.com/azure/cosmos-db/mongodb/vcore/compatibility) is available. vCore provides predictable performance and cost and is ideal for running high-performance, mission-critical workloads with low latency and high throughput. With vCore, the number of vCPUs and the memory the database needs is configurable and can be scaled up or down as needed. diff --git a/03_Overview_Azure_OpenAI/README.md b/03_Overview_Azure_OpenAI/README.md index 9683227..05b270b 100644 --- a/03_Overview_Azure_OpenAI/README.md +++ b/03_Overview_Azure_OpenAI/README.md @@ -46,7 +46,7 @@ Developers can use Azure AI Services, along with other Azure services, to build ### Azure AI Services -While this guide focuses on building intelligent apps using Azure OpenAI combined with vCore-based Azure Cosmos DB for MongoDB, the Azure AI Platform consists of many additional AI services. Each AI service is built to fit a specific AI and/or Machine Learning (ML) need. +While this guide focuses on building intelligent apps using Azure OpenAI combined with vCore-based Azure Cosmos DB for NoSQL, the Azure AI Platform consists of many additional AI services. Each AI service is built to fit a specific AI and/or Machine Learning (ML) need. Here's a list of the AI services within the [Azure AI platform](https://learn.microsoft.com/azure/ai-services/what-are-ai-services): diff --git a/06_Provision_Azure_Resources/README.md b/06_Provision_Azure_Resources/README.md index 71c85b7..92caf5c 100644 --- a/06_Provision_Azure_Resources/README.md +++ b/06_Provision_Azure_Resources/README.md @@ -1,9 +1,9 @@ # Provision Azure resources (Azure Cosmos DB workspace, Azure OpenAI, etc.) -As the guide walks you through the concepts of integrating vCore-based Azure Cosmos DB for MongoDB and Azure OpenAI, the hands-on labs will also guide you through building a sample solution. The focus of this guide and the labs is limited to vCore-based Azure Cosmos DB for MongoDB, Vector Search, Azure OpenAI, and the Python programming language. With this focus, the labs include an Azure Bicep template that will deploy the following Azure resources the solution will be deployed to: +As the guide walks you through the concepts of integrating vCore-based Azure Cosmos DB for NoSQL and Azure OpenAI, the hands-on labs will also guide you through building a sample solution. The focus of this guide and the labs is limited to vCore-based Azure Cosmos DB for NoSQL, Vector Search, Azure OpenAI, and the Python programming language. With this focus, the labs include an Azure Bicep template that will deploy the following Azure resources the solution will be deployed to: - Azure Resource Group -- vCore-based Azure Cosmos DB for MongoDB +- vCore-based Azure Cosmos DB for NoSQL - Azure OpenAI - ChatGPT-3.5 `completions` model - text-embedding-ada-002 model `embeddings` model diff --git a/07_Create_First_Cosmos_DB_Project/README.md b/07_Create_First_Cosmos_DB_Project/README.md index bf24c50..3fec593 100644 --- a/07_Create_First_Cosmos_DB_Project/README.md +++ b/07_Create_First_Cosmos_DB_Project/README.md @@ -4,7 +4,7 @@ This section will cover how to create your first Cosmos DB project. We'll use a ## Emulator support -Azure Cosmos DB has an emulator that can be used to develop code locally. The emulator supports the API for NoSQL and the API for MongoDB. The use of the emulator does not require an Azure subscription, nor does it incur any costs, so it is ideal for local development and testing. The Azure Cosmos DB emulator can also be utilized with unit tests in a [GitHub Actions CI workflow](https://learn.microsoft.com/azure/cosmos-db/how-to-develop-emulator?tabs=windows%2Cpython&pivots=api-mongodb#use-the-emulator-in-a-github-actions-ci-workflow). +Azure Cosmos DB has an emulator that can be used to develop code locally. The emulator supports the API for NoSQL and the API for NoSQL. The use of the emulator does not require an Azure subscription, nor does it incur any costs, so it is ideal for local development and testing. The Azure Cosmos DB emulator can also be utilized with unit tests in a [GitHub Actions CI workflow](https://learn.microsoft.com/azure/cosmos-db/how-to-develop-emulator?tabs=windows%2Cpython&pivots=api-mongodb#use-the-emulator-in-a-github-actions-ci-workflow). There is not 100% feature parity between the emulator and the cloud service. Visit the [Azure Cosmos DB emulator](https://learn.microsoft.com/azure/cosmos-db/emulator) documentation for more details. @@ -14,11 +14,11 @@ Learn more about the pre-requisites and installation of the emulator [here](http >**NOTE**: When using the Azure CosmosDB emulator using the API for MongoDB it must be started with the [MongoDB endpoint options enabled](https://learn.microsoft.com/azure/cosmos-db/how-to-develop-emulator?tabs=windows%2Cpython&pivots=api-mongodb#start-the-emulator) at the command-line. -**The Azure Cosmos DB emulator does not support vector search. To complete the vector search and AI-related labs, a vCore-based Azure Cosmos DB for MongoDB account in Azure is required.** +**The Azure Cosmos DB emulator does not support vector search. To complete the vector search and AI-related labs, a vCore-based Azure Cosmos DB for NoSQL account in Azure is required.** ## Authentication -Authentication to Azure Cosmos DB API for Mongo DB uses a connection string. The connection string is a URL that contains the authentication information for the Azure Cosmos DB account or local emulator. The username and password used when provisioning the Azure Cosmos DB API for MongoDB service are used in the connection string when authenticating to Azure. +Authentication to Azure Cosmos DB API for Mongo DB uses a connection string. The connection string is a URL that contains the authentication information for the Azure Cosmos DB account or local emulator. The username and password used when provisioning the Azure Cosmos DB API for NoSQL service are used in the connection string when authenticating to Azure. ### Retrieving the connection string from the Cosmos DB Emulator @@ -28,13 +28,13 @@ The splash screen or **Quickstart** section of the Cosmos DB Emulator will displ ### Retrieving the connection string from the Azure portal -Retrieve the connection string from the Azure portal by navigating to the Azure Cosmos DB account and selecting the **Connection String** menu item on the left-hand side of the screen. The connection string contains tokens for the username and password that must be replaced with the username and password used when provisioning the Azure Cosmos DB API for MongoDB service. +Retrieve the connection string from the Azure portal by navigating to the Azure Cosmos DB account and selecting the **Connection String** menu item on the left-hand side of the screen. The connection string contains tokens for the username and password that must be replaced with the username and password used when provisioning the Azure Cosmos DB API for NoSQL service. -![The Azure CosmosDb API for MongoDB Connection strings screen displays with the copy button next to the connection string highlighted.](media/azure_connection_string.png) +![The Azure CosmosDb API for NoSQL Connection strings screen displays with the copy button next to the connection string highlighted.](media/azure_connection_string.png) -## Lab - Create your first Cosmos DB for the MongoDB application +## Lab - Create your first Cosmos DB for the NoSQL application -Using a notebook, we'll create a Cosmos DB for the MongoDB application in this lab using the **pymongo** library and the Python language. Both the Azure Cosmos DB Emulator and Azure Cosmos DB account in Azure are supported for completion of this lab. +Using a notebook, we'll create a Cosmos DB for the NoSQL application in this lab using the **pymongo** library and the Python language. Both the Azure Cosmos DB Emulator and Azure Cosmos DB account in Azure are supported for completion of this lab. >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. diff --git a/08_Load_Data/README.md b/08_Load_Data/README.md index ce5a9ba..92f9ff9 100644 --- a/08_Load_Data/README.md +++ b/08_Load_Data/README.md @@ -1,6 +1,6 @@ -# Load data into Azure Cosmos DB API for MongoDB +# Load data into Azure Cosmos DB API for NoSQL -The previous lab demonstrated how to add data to a collection individually. This lab will demonstrate how to load data using bulk operations into multiple collections. This data will be used in subsequent labs to explain further the capabilities of Azure Cosmos DB API for MongoDB about AI. +The previous lab demonstrated how to add data to a collection individually. This lab will demonstrate how to load data using bulk operations into multiple collections. This data will be used in subsequent labs to explain further the capabilities of Azure Cosmos DB API about AI. When loading data, bulk operations are preferred over adding each document individually. Bulk operations involve performing multiple database operations as a batch rather than executing them simultaneously. This approach is more efficient and provides several benefits: @@ -12,15 +12,15 @@ When loading data, bulk operations are preferred over adding each document indiv 4. Simplified code logic: By using bulk operations, the lab can simplify its code logic and reduce the number of database queries. This results in cleaner, more manageable code and reduces the likelihood of errors or inconsistencies. -## Lab - Load data into Azure Cosmos DB API for MongoDB collections +## Lab - Load data into Azure Cosmos DB for NoSQL collections -This lab will load the Cosmic Works Customer, Product, and Sales data into Azure Cosmos DB API for MongoDB collections using bulk operations. Both the Azure Cosmos DB Emulator and Azure Cosmos DB account in Azure are supported for completion of this lab. +This lab will load the Cosmic Works Customer, Product, and Sales data into Azure Cosmos DB for NoSQL collections using bulk operations. Both the Azure Cosmos DB Emulator and Azure Cosmos DB account in Azure are supported for completion of this lab. >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. Please visit the lab repository to complete [this lab](https://github.com/AzureCosmosDB/Azure-OpenAI-Python-Developer-Guide/blob/main/Labs/lab_2_load_data.ipynb). -This lab demonstrates the use of bulk operations to load product, customer, and sales data into Azure Cosmos DB API for MongoDB collections. As an example, the following code snippet inserts product data using the `bulk_write` method allowing for upsert functionality using the `UpdateOne` method: +This lab demonstrates the use of bulk operations to load product, customer, and sales data into Azure Cosmos DB for NoSQL collections. As an example, the following code snippet inserts product data using the `bulk_write` method allowing for upsert functionality using the `UpdateOne` method: ```python # Add product data to database using bulkwrite and updateOne with upsert diff --git a/09_Vector_Search_Cosmos_DB/README.md b/09_Vector_Search_Cosmos_DB/README.md index 6440d21..fa885ce 100644 --- a/09_Vector_Search_Cosmos_DB/README.md +++ b/09_Vector_Search_Cosmos_DB/README.md @@ -1,12 +1,12 @@ -# Use vector search on embeddings in vCore-based Azure Cosmos DB for MongoDB +# Use vector search on embeddings in vCore-based Azure Cosmos DB for NoSQL ->**NOTE**: vCore-based Azure Cosmos DB for MongoDB supports vector search on embeddings. This functionality is not supported on RUs-based accounts. +>**NOTE**: vCore-based Azure Cosmos DB for NoSQL supports vector search on embeddings. This functionality is not supported on RUs-based accounts. ## Embeddings and vector search Embedding is a way of serializing the semantic meaning of data into a vector representation. Because the generated vector embedding represents the semantic meaning, it means that when it is searched, it can find similar data based on the semantic meaning of the data rather than exact text. Data can come from many sources, including text, images, audio, and video. Because the data is represented as a vector, vector search can, therefore, find similar data across all different types of data. -Embeddings are created by sending data to an embedding model, where it is transformed into a vector, which then can be stored as a vector field within its source document in vCore-based Azure Cosmos DB for MongoDB. vCore-based Azure Cosmos DB for MongoDB supports the creation of vector search indexes on top of these vector fields. A vector search index is a collection of vectors in [latent space](https://idl.cs.washington.edu/papers/latent-space-cartography/) that enables a semantic similarity search across all data (vectors) contained within. +Embeddings are created by sending data to an embedding model, where it is transformed into a vector, which then can be stored as a vector field within its source document in vCore-based Azure Cosmos DB for NoSQL. vCore-based Azure Cosmos DB for NoSQL supports the creation of vector search indexes on top of these vector fields. A vector search index is a collection of vectors in [latent space](https://idl.cs.washington.edu/papers/latent-space-cartography/) that enables a semantic similarity search across all data (vectors) contained within. ![A typical embedding pipeline that demonstrates how source data is transformed into vectors using an embedding model then stored in a document in an Azure Cosmos DB vCore database and exposed via a vector search index.](media/embedding_pipeline.png) @@ -16,15 +16,15 @@ Vector search is an important RAG (Retrieval Augmented Generation) pattern compo A vector index search allows for a prompt pre-processing step where information can be semantically retrieved from an index and then used to generate a factually accurate prompt for the LLM to reason over. This provides the knowledge augmentation and focus (attention) to the LLM. -In this example, assume textual data is vectorized and stored within an vCore-based Azure Cosmos DB for MongoDB database. The text data and embeddings/vector field are stored in the same document. A vector search index has been created on the vector field. When a message is received from a chat application, this message is also vectorized using the same embedding model (ex., Azure OpenAI text-embedding-ada-002), which is then used as input to the vector search index. The vector search index returns a list of documents whose vector field is semantically similar to the incoming message. The unvectorized text stored within the same document is then used to augment the LLM prompt. The LLM receives the prompt and responds to the requestor based on the information it has been given. +In this example, assume textual data is vectorized and stored within an vCore-based Azure Cosmos DB for NoSQL database. The text data and embeddings/vector field are stored in the same document. A vector search index has been created on the vector field. When a message is received from a chat application, this message is also vectorized using the same embedding model (ex., Azure OpenAI text-embedding-ada-002), which is then used as input to the vector search index. The vector search index returns a list of documents whose vector field is semantically similar to the incoming message. The unvectorized text stored within the same document is then used to augment the LLM prompt. The LLM receives the prompt and responds to the requestor based on the information it has been given. ![A typical vector search request in a RAG scenario depicts an incoming message getting vectorized and used as input to a vector store index search. Multiple results of the vector search are used to build a prompt fed to the LLM. The LLM returns a response to the requestor.](media/vector_search_flow.png) -## Why use vCore-based Azure Cosmos DB for MongoDB as a vector store? +## Why use vCore-based Azure Cosmos DB for NoSQL as a vector store? -It is common practice to store vectorized data in a dedicated vector store as vector search indexing is not a common capability of most databases. However, this introduces additional complexity to the solution as the data must be stored in two different locations. vCore-based Azure Cosmos DB for MongoDB supports vector search indexing, which means that the vectorized data can be stored in the same document as the original data. This reduces the complexity of the solution and allows for a single database to be used for both the vector store and the original data. +It is common practice to store vectorized data in a dedicated vector store as vector search indexing is not a common capability of most databases. However, this introduces additional complexity to the solution as the data must be stored in two different locations. vCore-based Azure Cosmos DB for NoSQL supports vector search indexing, which means that the vectorized data can be stored in the same document as the original data. This reduces the complexity of the solution and allows for a single database to be used for both the vector store and the original data. -## Lab - Use vector search on embeddings in vCore-based Azure Cosmos DB for MongoDB +## Lab - Use vector search on embeddings in vCore-based Azure Cosmos DB for NoSQL In this lab, a notebook demonstrates how to add an embedding field to a document, create a vector search index, and perform a vector search query. The notebook ends with a demonstration of utilizing vector search with an LLM in a RAG scenario using Azure OpenAI. @@ -36,9 +36,9 @@ On the **Settings** screen, select the **Resource** tab, then copy and record th ![The Azure OpenAI resource settings screen displays with the endpoint and key values highlighted.](media/azure_openai_settings.png) ->**NOTE**: This lab can only be completed using a deployed vCore-based Azure Cosmos DB for MongoDB account due to the use of vector search. The Azure Cosmos DB Emulator does not support vector search. +>**NOTE**: This lab can only be completed using a deployed vCore-based Azure Cosmos DB for NoSQL account due to the use of vector search. The Azure Cosmos DB Emulator does not support vector search. -This lab also requires the data provided in the previous lab titled [Load data into Azure Cosmos DB API for MongoDB collections](../08_Load_Data/README.md#lab---load-data-into-azure-cosmos-db-api-for-mongodb-collections). Run all cells in this notebook to prepare the data for use in this lab. +This lab also requires the data provided in the previous lab titled [Load data into Azure Cosmos DB API for NoSQL collections](../08_Load_Data/README.md#lab---load-data-into-azure-cosmos-db-api-for-mongodb-collections). Run all cells in this notebook to prepare the data for use in this lab. >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. diff --git a/10_LangChain/README.md b/10_LangChain/README.md index ca6c577..090b2ac 100644 --- a/10_LangChain/README.md +++ b/10_LangChain/README.md @@ -10,7 +10,7 @@ LangChain agents can leverage tools and toolkits. A tool can be an integration i ## LangChain RAG pattern -Earlier in this guide, the RAG (Retrieval Augmented Generation) pattern was introduced. In LangChain, the RAG pattern is implemented as part of a chain that combines a retriever and a Large Language Model (generator). The retriever is responsible for finding the most relevant documents for a given query, in this case, doing a vector search on vCore-based Azure Cosmos DB for MongoDB, and the LLM (generator) is responsible for reasoning over the incoming prompt and context. +Earlier in this guide, the RAG (Retrieval Augmented Generation) pattern was introduced. In LangChain, the RAG pattern is implemented as part of a chain that combines a retriever and a Large Language Model (generator). The retriever is responsible for finding the most relevant documents for a given query, in this case, doing a vector search on vCore-based Azure Cosmos DB for NoSQL, and the LLM (generator) is responsible for reasoning over the incoming prompt and context. ![LangChain RAG diagram shows the flow of an incoming message through a retriever, augmenting the prompt, parsing the output and returning the final message.](media/langchain_rag.png) @@ -20,9 +20,9 @@ When an incoming message is received, the retriever will vectorize the message a ## Lab - Vector search and RAG using LangChain -In this lab uses LangChain to re-implement the RAG pattern introduced in the previous lab. Take note of the readability of the code and how easy it is to compose a reusable RAG chain using LangChain that queries the products vector index in vCore-based Azure Cosmos DB for MongoDB. The lab concludes with the creation of an agent with various tools for the LLM to leverage to fulfill the incoming request. +In this lab uses LangChain to re-implement the RAG pattern introduced in the previous lab. Take note of the readability of the code and how easy it is to compose a reusable RAG chain using LangChain that queries the products vector index in vCore-based Azure Cosmos DB for NoSQL. The lab concludes with the creation of an agent with various tools for the LLM to leverage to fulfill the incoming request. -This lab also requires the data provided in the previous lab titled [Load data into Azure Cosmos DB API for MongoDB collections](../08_Load_Data/README.md#lab---load-data-into-azure-cosmos-db-api-for-mongodb-collections) as well as the populated vector index created in the lab titled [Vector Search using vCore-based Azure Cosmos DB for MongoDB](../09_Vector_Search_Cosmos_DB/README.md#lab---use-vector-search-on-embeddings-in-vcore-based-azure-cosmos-db-for-mongodb). Run all cells in both notebooks to prepare the data for use in this lab. +This lab also requires the data provided in the previous lab titled [Load data into Azure Cosmos DB API for NoSQL collections](../08_Load_Data/README.md#lab---load-data-into-azure-cosmos-db-api-for-mongodb-collections) as well as the populated vector index created in the lab titled [Vector Search using vCore-based Azure Cosmos DB for NoSQL](../09_Vector_Search_Cosmos_DB/README.md#lab---use-vector-search-on-embeddings-in-vcore-based-azure-cosmos-db-for-mongodb). Run all cells in both notebooks to prepare the data for use in this lab. >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. diff --git a/11_Backend_API/README.md b/11_Backend_API/README.md index e522144..7113032 100644 --- a/11_Backend_API/README.md +++ b/11_Backend_API/README.md @@ -4,7 +4,7 @@ In the previous lab, a LangChain agent was created armed with tools to do vector This lab implements a backend API using FastAPI that exposes the LangChain agent functionality. The provided code leverages Docker containers and includes full step-by-step instructions to run and test the API locally as well as deployed to [Azure Container Apps](https://learn.microsoft.com/azure/container-apps/overview) (leveraging the [Azure Container Registry](https://learn.microsoft.com/azure/container-registry/)). -This lab also requires the data provided in the previous lab titled [Load data into Azure Cosmos DB API for MongoDB collections](../08_Load_Data/README.md#lab---load-data-into-azure-cosmos-db-api-for-mongodb-collections) as well as the populated vector index created in the lab titled [Vector Search using vCore-based Azure Cosmos DB for MongoDB](../09_Vector_Search_Cosmos_DB/README.md#lab---use-vector-search-on-embeddings-in-vcore-based-azure-cosmos-db-for-mongodb). Run all cells in both notebooks to prepare the data for use in this lab. +This lab also requires the data provided in the previous lab titled [Load data into Azure Cosmos DB API for NoSQL collections](../08_Load_Data/README.md#lab---load-data-into-azure-cosmos-db-api-for-mongodb-collections) as well as the populated vector index created in the lab titled [Vector Search using vCore-based Azure Cosmos DB for NoSQL](../09_Vector_Search_Cosmos_DB/README.md#lab---use-vector-search-on-embeddings-in-vcore-based-azure-cosmos-db-for-mongodb). Run all cells in both notebooks to prepare the data for use in this lab. >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. diff --git a/12_User_Interface/README.md b/12_User_Interface/README.md index ddcea08..9aaf40e 100644 --- a/12_User_Interface/README.md +++ b/12_User_Interface/README.md @@ -1,6 +1,6 @@ # Connect the chat user interface with the chatbot API -In the previous lab, the backend API code was configured and deployed. The backend API integrates vCore-based Azure Cosmos DB for MongoDB with Azure OpenAI. When the Azure resource template for this lab was run to deploy the necessary Azure resources, a front-end web application written as a SPA (single page application) in React was deployed. +In the previous lab, the backend API code was configured and deployed. The backend API integrates vCore-based Azure Cosmos DB for NoSQL with Azure OpenAI. When the Azure resource template for this lab was run to deploy the necessary Azure resources, a front-end web application written as a SPA (single page application) in React was deployed. The URL to access this front-end application within the Azure Portal on the **Web App** resource with the name that ends with **-web**. @@ -37,7 +37,7 @@ Go ahead, ask the service a few questions about CosmicWorks and observe the resp ## What do I do if the responses are incorrect? -It's important to remember the model is pre-trained with data, given a system message to guide it, in addition to the company data it has access to via vCore-based Azure Cosmos DB for MongoDB. There are times when the Azure OpenAI model may generate an incorrect response to the prompt given that is either incomplete or even a hallucination (aka includes information that is not correct or accurate). +It's important to remember the model is pre-trained with data, given a system message to guide it, in addition to the company data it has access to via vCore-based Azure Cosmos DB for NoSQL. There are times when the Azure OpenAI model may generate an incorrect response to the prompt given that is either incomplete or even a hallucination (aka includes information that is not correct or accurate). There are a few options of how this can be handled when the response is incorrect: diff --git a/13_Conclusion/README.md b/13_Conclusion/README.md index 16129b6..a38b11c 100644 --- a/13_Conclusion/README.md +++ b/13_Conclusion/README.md @@ -1,6 +1,6 @@ # Conclusion -This guide was designed to provide an insightful journey for Python/MongoDB developers to get started with vCore-based Azure Cosmos DB for MongoDB as it applies to creating exciting AI-enabled applications using existing skills. We hope you found this guide helpful and informative. +This guide was designed to provide an insightful journey for Python/MongoDB developers to get started with vCore-based Azure Cosmos DB for NoSQL as it applies to creating exciting AI-enabled applications using existing skills. We hope you found this guide helpful and informative. ## Clean up diff --git a/Labs/deploy/azuredeploy.bicep b/Labs/deploy/azuredeploy.bicep index ee04c74..90084b6 100644 --- a/Labs/deploy/azuredeploy.bicep +++ b/Labs/deploy/azuredeploy.bicep @@ -23,7 +23,7 @@ param location string = 'eastus' @description(''' Unique name for the deployed services below. Max length 17 characters, alphanumeric only: -- Azure Cosmos DB for MongoDB vCore +- Azure Cosmos DB for NoSQL vCore - Azure OpenAI Service The name defaults to a unique string generated from the resource group identifier. Prefixed with @@ -113,7 +113,7 @@ var appServiceSettings = { } /* *************************************************************** */ -/* Azure Cosmos DB for MongoDB vCore */ +/* Azure Cosmos DB for NoSQL vCore */ /* *************************************************************** */ resource mongoCluster 'Microsoft.DocumentDB/mongoClusters@2023-03-01-preview' = { diff --git a/Labs/lab_3_mongodb_vector_search.ipynb b/Labs/lab_3_mongodb_vector_search.ipynb index 040aeef..123587e 100644 --- a/Labs/lab_3_mongodb_vector_search.ipynb +++ b/Labs/lab_3_mongodb_vector_search.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Vector Search using vCore-based Azure Cosmos DB for MongoDB\n", + "# Vector Search using vCore-based Azure Cosmos DB for NoSQL\n", "\n", "This notebook demonstrates using an Azure OpenAI embedding model to vectorize documents already stored in Azure Cosmos DB API for MongoDB, storing the embedding vectors and the creation of a vector index. Lastly, the notebook will demonstrate how to query the vector index to find similar documents.\n", "\n", @@ -270,9 +270,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Use vector search in vCore-based Azure Cosmos DB for MongoDB\n", + "## Use vector search in vCore-based Azure Cosmos DB for NoSQL\n", "\n", - "Now that each document has its associated vector embedding and the vector indexes have been created on each collection, we can now use the vector search capabilities of vCore-based Azure Cosmos DB for MongoDB." + "Now that each document has its associated vector embedding and the vector indexes have been created on each collection, we can now use the vector search capabilities of vCore-based Azure Cosmos DB for NoSQL." ] }, { diff --git a/Labs/lab_4_langchain.ipynb b/Labs/lab_4_langchain.ipynb index 21c8ccf..e2f6193 100644 --- a/Labs/lab_4_langchain.ipynb +++ b/Labs/lab_4_langchain.ipynb @@ -76,9 +76,9 @@ "source": [ "## Vector search with LangChain\n", "\n", - "In the previous lab, the `pymongo` library was used to perform a vector search through a db command to find product documents that were most similar to the user's input. In this lab, you will use the `langchain` library to perform the same search. LangChain has a vector store class named **AzureCosmosDBVectorSearch**, a community contribution, that supports vector search in vCore-based Azure Cosmos DB for MongoDB.\n", + "In the previous lab, the `pymongo` library was used to perform a vector search through a db command to find product documents that were most similar to the user's input. In this lab, you will use the `langchain` library to perform the same search. LangChain has a vector store class named **AzureCosmosDBVectorSearch**, a community contribution, that supports vector search in vCore-based Azure Cosmos DB for NoSQL.\n", "\n", - "When establishing the connection to the vector store (vCore-based Azure Cosmos DB for MongoDB), recall that in previous labs the products collection was populated and a contentVector field added that contains the vectorized embeddings of the document itself. Finally, a vector index was also created on the contentVector field to enable vector search. The vector index in each collection is named `VectorSearchIndex`.\n", + "When establishing the connection to the vector store (vCore-based Azure Cosmos DB for NoSQL), recall that in previous labs the products collection was populated and a contentVector field added that contains the vectorized embeddings of the document itself. Finally, a vector index was also created on the contentVector field to enable vector search. The vector index in each collection is named `VectorSearchIndex`.\n", "\n", "The return value of a vector search in LangChain is a list of `Document` objects. The LangChain `Document` class contains two properties: `page_content`, that represents the textual content that is typically used to augment the prompt, and `metadata` that contains all other attributes of the document. In the cell below, we'll use the `_id` field as the page_content, and the rest of the fields are returned as metadata.\n", "\n", @@ -272,7 +272,7 @@ "metadata": {}, "outputs": [], "source": [ - "# Create tools that will use vector search in vCore-based Azure Cosmos DB for MongoDB collections\n", + "# Create tools that will use vector search in vCore-based Azure Cosmos DB for NoSQL collections\n", "\n", "# create a chain on the retriever to format the documents as JSON\n", "products_retriever_chain = products_retriever | format_docs\n", diff --git a/README.md b/README.md index aac7526..9a76ea6 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,4 @@ -# Azure Cosmos DB + Azure OpenAI Python Developer Guide +# Azure Cosmos DB NoSQL + DiskANN + Azure OpenAI Python Developer Guide 1. [Introduction](/00_Introduction/README.md) 1. [Azure Overview](/01_Azure_Overview/README.md) @@ -8,8 +8,8 @@ 1. [Explore the Azure OpenAI models and endpoints (console app)](/05_Explore_OpenAI_models/README.md) 1. [Provision Azure resources](/06_Provision_Azure_Resources/README.md) 1. [Create your first Cosmos DB project](/07_Create_First_Cosmos_DB_Project/README.md) -1. [Load data into Azure Cosmos DB API for MongoDB](/08_Load_Data/README.md) -1. [Use vector search on embeddings in vCore-based Azure Cosmos DB for MongoDB](/09_Vector_Search_Cosmos_DB/README.md) +1. [Load data into Azure Cosmos DB NoSQL API](/08_Load_Data/README.md) +1. [Use vector search on embeddings in vCore-based Azure Cosmos DB for NoSQL](/09_Vector_Search_Cosmos_DB/README.md) 1. [LangChain](/10_LangChain/README.md) 1. [Backend API](/11_Backend_API/README.md) 1. 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ze!GD(V6;#SZ1Hu6L%q!ecC?JZe3~)9w`Ulhf(Vd-f*<#FuOWA=Od!`!23|C=z1*s#}+~6eR literal 0 HcmV?d00001 From acc7a0dd6e75ed46a049835a633820fcf42ed030 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Sun, 11 Aug 2024 19:29:51 -0400 Subject: [PATCH 03/74] update 00_Introduction --- 00_Introduction/README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/00_Introduction/README.md b/00_Introduction/README.md index f1ae46f..7474b3f 100644 --- a/00_Introduction/README.md +++ b/00_Introduction/README.md @@ -14,10 +14,10 @@ ## Why use this guide? -The future of software involves combining AI and data services, also known as intelligent applications. This guide is for developers looking to implement intelligent applications quickly while leveraging existing skills. The content will focus on the developer journey implementing an Azure-based AI-enabled GPT-based chat application that is augmented using data stored in vCore for Azure Cosmos DB for NoSQL while leveraging Azure OpenAI services. +The future of software involves combining AI and data services, also known as intelligent applications. This guide is for developers looking to implement intelligent applications quickly while leveraging existing skills. The content will focus on the developer journey implementing an Azure-based AI-enabled GPT-based chat application that is augmented using data stored in Azure Cosmos DB for NoSQL while leveraging Azure OpenAI services. ## Introduction -This guide will walks through the creating intelligent solutions that combines vCore-based Azure Cosmos DB for NoSQL vector search and document retrieval with Azure OpenAI services to build a chat bot experience. The guide includes labs that build and deploy a sample chat app using these technologies, with a focus on vCore-based Azure Cosmos DB for NoSQL, Vector Search, and Azure OpenAI using the Python programming language. For those new to using Azure OpenAI and Vector Search technologies, the guide includes explanations of the core concepts and techniques used when implementing these technologies. +This guide will walks through the creating intelligent solutions that combines Azure Cosmos DB for NoSQL with vector search capabilities powered by DiskANN and document retrieval with Azure OpenAI services to build a chat bot experience. The guide includes labs that build and deploy a sample chat app using these technologies, with a focus on Azure Cosmos DB for NoSQL, vector search powered by DiskANN, and Azure OpenAI using the Python programming language. For those new to using Azure OpenAI and Vector Search technologies, the guide includes explanations of the core concepts and techniques used when implementing these technologies. > **Note:** This developer guide is targeted towards Python developers. If you are a Node.js developer, then you may be interested in the Node.js version here: [https://github.com/AzureCosmosDB/Azure-OpenAI-Node.js-Developer-Guide](https://github.com/AzureCosmosDB/Azure-OpenAI-Node.js-Developer-Guide) From 7cfda21e24790244cd46eae8d820e119bed5cd8f Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Sun, 11 Aug 2024 19:31:53 -0400 Subject: [PATCH 04/74] update 02_Overview_Cosmos_DB --- 02_Overview_Cosmos_DB/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/02_Overview_Cosmos_DB/README.md b/02_Overview_Cosmos_DB/README.md index 64319db..1a6c5ba 100644 --- a/02_Overview_Cosmos_DB/README.md +++ b/02_Overview_Cosmos_DB/README.md @@ -8,7 +8,7 @@ The surge of AI-powered applications has led to the need to integrate data from ## Azure Cosmos DB for NoSQL -The focus for this developer guide is [Azure Cosmos DB for NoSQL](https://learn.microsoft.com/azure/cosmos-db/nosql/). +The focus for this developer guide is [Azure Cosmos DB for NoSQL](https://learn.microsoft.com/azure/cosmos-db/nosql/) and [Vector Search](https://learn.microsoft.com/azure/cosmos-db/nosql/vector-search). ### Azure Cosmos DB for NoSQL Architectures From 9d68681f2258e2ac09a350546daf97973a711fd4 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Sun, 11 Aug 2024 19:36:53 -0400 Subject: [PATCH 05/74] update architecture diagram --- 06_Provision_Azure_Resources/README.md | 4 ++-- .../media/architecture.jpg | Bin 83335 -> 50307 bytes assets/architecture.pptx | Bin 172914 -> 180620 bytes 3 files changed, 2 insertions(+), 2 deletions(-) diff --git a/06_Provision_Azure_Resources/README.md b/06_Provision_Azure_Resources/README.md index 92caf5c..6f43879 100644 --- a/06_Provision_Azure_Resources/README.md +++ b/06_Provision_Azure_Resources/README.md @@ -1,9 +1,9 @@ # Provision Azure resources (Azure Cosmos DB workspace, Azure OpenAI, etc.) -As the guide walks you through the concepts of integrating vCore-based Azure Cosmos DB for NoSQL and Azure OpenAI, the hands-on labs will also guide you through building a sample solution. The focus of this guide and the labs is limited to vCore-based Azure Cosmos DB for NoSQL, Vector Search, Azure OpenAI, and the Python programming language. With this focus, the labs include an Azure Bicep template that will deploy the following Azure resources the solution will be deployed to: +As the guide walks you through the concepts of integrating Azure Cosmos DB for NoSQL and Azure OpenAI, the hands-on labs will also guide you through building a sample solution. The focus of this guide and the labs is limited to Azure Cosmos DB for NoSQL, vector search capabilities powered by DiskANN, Azure OpenAI, and the Python programming language. 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From e387e2396e6daa12344e57e2ff622f1fba737c88 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Sun, 11 Aug 2024 20:02:04 -0400 Subject: [PATCH 06/74] update azuredeploy.bicep --- Labs/deploy/azuredeploy.bicep | 77 +++++++++---------------- Labs/deploy/azuredeploy.parameters.json | 2 +- Labs/deploy/deploy.md | 9 ++- 3 files changed, 35 insertions(+), 53 deletions(-) diff --git a/Labs/deploy/azuredeploy.bicep b/Labs/deploy/azuredeploy.bicep index 90084b6..539e173 100644 --- a/Labs/deploy/azuredeploy.bicep +++ b/Labs/deploy/azuredeploy.bicep @@ -13,13 +13,13 @@ This Azure resource deployment template uses some of the following practices: @description('Location where all resources will be deployed. This value defaults to the **East US** region.') @allowed([ - 'eastus' + 'eastus2' 'francecentral' - 'southcentralus' + 'centralus' 'uksouth' - 'westeurope' + 'northeurope' ]) -param location string = 'eastus' +param location string = 'eastus2' @description(''' Unique name for the deployed services below. Max length 17 characters, alphanumeric only: @@ -47,15 +47,6 @@ param appServiceSku string = 'P0v3' //'B1' ]) param openAiSku string = 'S0' -@description('MongoDB vCore user Name. No dashes.') -param mongoDbUserName string - -@description('MongoDB vCore password. 8-256 characters, 3 of the following: lower case, upper case, numeric, symbol.') -@minLength(8) -@maxLength(256) -@secure() -param mongoDbPassword string - @description('Azure Container Registry SKU. Defaults to **Basic**') param acrSku string = 'Basic' @@ -92,12 +83,6 @@ var openAiSettings = { } } -var mongovCoreSettings = { - mongoClusterName: '${name}-mongo' - mongoClusterLogin: mongoDbUserName - mongoClusterPassword: mongoDbPassword -} - var appServiceSettings = { plan: { name: '${name}-web' @@ -113,47 +98,39 @@ var appServiceSettings = { } /* *************************************************************** */ -/* Azure Cosmos DB for NoSQL vCore */ +/* Azure Cosmos DB for NoSQL */ /* *************************************************************** */ -resource mongoCluster 'Microsoft.DocumentDB/mongoClusters@2023-03-01-preview' = { - name: mongovCoreSettings.mongoClusterName +resource cosmosAccount 'Microsoft.DocumentDB/databaseAccounts@2024-05-15' = { + name: '${name}-cosmos' location: location + kind: 'GlobalDocumentDB' properties: { - administratorLogin: mongovCoreSettings.mongoClusterLogin - administratorLoginPassword: mongovCoreSettings.mongoClusterPassword - serverVersion: '5.0' - nodeGroupSpecs: [ + databaseAccountOfferType: 'Standard' + enableMultipleWriteLocations: false + enableAutomaticFailover: true + locations: [ { - kind: 'Shard' - sku: 'M30' - diskSizeGB: 128 - enableHa: false - nodeCount: 1 + locationName: location + failoverPriority: 0 + isZoneRedundant: false } ] + capabilities: [ + { + name: 'EnableServerless' + } + { + /* https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/vector-search#enroll-in-the-vector-search-preview-feature */ + name: 'EnableNoSQLVectorSearch' + } + ] + capacity: { + totalThroughputLimit: 4000 + } } } -resource mongoFirewallRulesAllowAzure 'Microsoft.DocumentDB/mongoClusters/firewallRules@2023-03-01-preview' = { - parent: mongoCluster - name: 'allowAzure' - properties: { - startIpAddress: '0.0.0.0' - endIpAddress: '0.0.0.0' - } -} - -resource mongoFirewallRulesAllowAll 'Microsoft.DocumentDB/mongoClusters/firewallRules@2023-03-01-preview' = { - parent: mongoCluster - name: 'allowAll' - properties: { - startIpAddress: '0.0.0.0' - endIpAddress: '255.255.255.255' - } -} - - /* *************************************************************** */ /* Azure OpenAI */ /* *************************************************************** */ diff --git a/Labs/deploy/azuredeploy.parameters.json b/Labs/deploy/azuredeploy.parameters.json index d9496f8..046227a 100644 --- a/Labs/deploy/azuredeploy.parameters.json +++ b/Labs/deploy/azuredeploy.parameters.json @@ -3,7 +3,7 @@ "contentVersion": "1.0.0.0", "parameters": { "location": { - "value": "eastus" + "value": "eastus2" }, "openAiSku": { "value": "S0" diff --git a/Labs/deploy/deploy.md b/Labs/deploy/deploy.md index 681548b..45578fe 100644 --- a/Labs/deploy/deploy.md +++ b/Labs/deploy/deploy.md @@ -12,9 +12,9 @@ Create a folder to house the repository. Open a terminal and navigate to the folder. Clone the repository, then navigate to the `Labs/deploy` folder within the repository. ```bash -git clone https://github.com/AzureCosmosDB/Azure-OpenAI-Python-Developer-Guide.git +git clone https://github.com/solliancenet/Cosmos-DB-NoSQL-OpenAI-Python-Dev-Guide.git -cd Azure-OpenAI-Python-Developer-Guide +cd Cosmos-DB-NoSQL-OpenAI-Python-Dev-Guide cd Labs cd deploy ``` @@ -54,3 +54,8 @@ Deploy the solution resources using the following command (this will take a few ```Powershell New-AzResourceGroupDeployment -ResourceGroupName mongo-devguide-rg -TemplateFile .\azuredeploy.bicep -TemplateParameterFile .\azuredeploy.parameters.json -c ``` + +> **Enable Vector Search Feature**: This Azure Bicep template will automatically [enable the "Vector Search" feature within Azure Cosmos DB for NoSQL](https://learn.microsoft.com/azure/cosmos-db/nosql/vector-search#enroll-in-the-vector-search-preview-feature). If it's not enabled, this Azure PowerShell command can be run to enable it on an Azure Cosmos DB for NoSQL Account: +> ````powershell +> Update-AzCosmosDBAccount -ResourceGroupName -Name -Capabilities @{name="EnableNoSQLVectorSearch"} +> ```` From d96e524f939eb48829ebc88af7e33400b56c7ba2 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Sun, 11 Aug 2024 20:11:59 -0400 Subject: [PATCH 07/74] update azuredeploy.bicep --- Labs/deploy/azuredeploy.parameters.json | 9 +-------- Labs/deploy/deploy.md | 4 ++-- 2 files changed, 3 insertions(+), 10 deletions(-) diff --git a/Labs/deploy/azuredeploy.parameters.json b/Labs/deploy/azuredeploy.parameters.json index 046227a..cfad380 100644 --- a/Labs/deploy/azuredeploy.parameters.json +++ b/Labs/deploy/azuredeploy.parameters.json @@ -7,13 +7,6 @@ }, "openAiSku": { "value": "S0" - }, - "mongoDbUserName": { - "value": "cosmicworksadmin" - }, - - "mongoDbPassword": { - "value": "" - } + } } } \ No newline at end of file diff --git a/Labs/deploy/deploy.md b/Labs/deploy/deploy.md index 45578fe..cec9a27 100644 --- a/Labs/deploy/deploy.md +++ b/Labs/deploy/deploy.md @@ -44,7 +44,7 @@ Set-AzContext -SubscriptionId ## Create resource group ```Powershell -New-AzResourceGroup -Name mongo-devguide-rg -Location 'eastus' +New-AzResourceGroup -Name cosmos-devguide-rg -Location 'eastus2' ``` ## Deploy using bicep template @@ -52,7 +52,7 @@ New-AzResourceGroup -Name mongo-devguide-rg -Location 'eastus' Deploy the solution resources using the following command (this will take a few minutes to run): ```Powershell -New-AzResourceGroupDeployment -ResourceGroupName mongo-devguide-rg -TemplateFile .\azuredeploy.bicep -TemplateParameterFile .\azuredeploy.parameters.json -c +New-AzResourceGroupDeployment -ResourceGroupName cosmos-devguide-rg -TemplateFile .\azuredeploy.bicep -TemplateParameterFile .\azuredeploy.parameters.json -c ``` > **Enable Vector Search Feature**: This Azure Bicep template will automatically [enable the "Vector Search" feature within Azure Cosmos DB for NoSQL](https://learn.microsoft.com/azure/cosmos-db/nosql/vector-search#enroll-in-the-vector-search-preview-feature). If it's not enabled, this Azure PowerShell command can be run to enable it on an Azure Cosmos DB for NoSQL Account: From 32a61378657625ec6ff68f94080292f4b9bee1f8 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Sun, 11 Aug 2024 20:16:13 -0400 Subject: [PATCH 08/74] Update azuredeploy.bicep --- Labs/deploy/azuredeploy.bicep | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/Labs/deploy/azuredeploy.bicep b/Labs/deploy/azuredeploy.bicep index 539e173..46756d7 100644 --- a/Labs/deploy/azuredeploy.bicep +++ b/Labs/deploy/azuredeploy.bicep @@ -11,7 +11,7 @@ This Azure resource deployment template uses some of the following practices: /* Parameters */ /* *************************************************************** */ -@description('Location where all resources will be deployed. This value defaults to the **East US** region.') +@description('Location where all resources will be deployed. This value defaults to the **East US 2** region.') @allowed([ 'eastus2' 'francecentral' @@ -23,7 +23,7 @@ param location string = 'eastus2' @description(''' Unique name for the deployed services below. Max length 17 characters, alphanumeric only: -- Azure Cosmos DB for NoSQL vCore +- Azure Cosmos DB for NoSQL - Azure OpenAI Service The name defaults to a unique string generated from the resource group identifier. Prefixed with From d6f82d325e335f20c9a3d3d56140f52071e7baca Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Sun, 11 Aug 2024 20:17:33 -0400 Subject: [PATCH 09/74] update 13_Conclusion --- 13_Conclusion/README.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/13_Conclusion/README.md b/13_Conclusion/README.md index a38b11c..7f05216 100644 --- a/13_Conclusion/README.md +++ b/13_Conclusion/README.md @@ -1,15 +1,15 @@ # Conclusion -This guide was designed to provide an insightful journey for Python/MongoDB developers to get started with vCore-based Azure Cosmos DB for NoSQL as it applies to creating exciting AI-enabled applications using existing skills. We hope you found this guide helpful and informative. +This guide was designed to provide an insightful journey for Python developers to get started with Azure Cosmos DB for NoSQL as it applies to creating exciting AI-enabled applications using existing skills. We hope you found this guide helpful and informative. ## Clean up -To clean up the resources created in this guide, delete the `mongo-devguide-rg` resource group in the Azure Portal. +To clean up the resources created in this guide, delete the `cosmos-devguide-rg` resource group in the Azure Portal. Alternatively, you can use the Azure CLI to delete the resource group. The following command deletes the resource group and all resources within it. The `--no-wait` flag makes the command return immediately, without waiting for the deletion to complete. >**Note**: Ensure the Azure CLI session is authenticated using `az login` and the correct subscription is selected using `az account set --subscription `. ```powershell -az group delete --name mongo-devguide-rg --yes --no-wait +az group delete --name cosmos-devguide-rg --yes --no-wait ``` From a326bf5dc5c93bdc3d923223f12f957edddb7071 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Sun, 11 Aug 2024 20:18:55 -0400 Subject: [PATCH 10/74] update 12_User_Interface --- 12_User_Interface/README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/12_User_Interface/README.md b/12_User_Interface/README.md index 9aaf40e..9207aa2 100644 --- a/12_User_Interface/README.md +++ b/12_User_Interface/README.md @@ -1,6 +1,6 @@ # Connect the chat user interface with the chatbot API -In the previous lab, the backend API code was configured and deployed. The backend API integrates vCore-based Azure Cosmos DB for NoSQL with Azure OpenAI. When the Azure resource template for this lab was run to deploy the necessary Azure resources, a front-end web application written as a SPA (single page application) in React was deployed. +In the previous lab, the backend API code was configured and deployed. The backend API integrates Azure Cosmos DB for NoSQL with Azure OpenAI. When the Azure resource template for this lab was run to deploy the necessary Azure resources, a front-end web application written as a SPA (single page application) in React was deployed. The URL to access this front-end application within the Azure Portal on the **Web App** resource with the name that ends with **-web**. @@ -37,7 +37,7 @@ Go ahead, ask the service a few questions about CosmicWorks and observe the resp ## What do I do if the responses are incorrect? -It's important to remember the model is pre-trained with data, given a system message to guide it, in addition to the company data it has access to via vCore-based Azure Cosmos DB for NoSQL. There are times when the Azure OpenAI model may generate an incorrect response to the prompt given that is either incomplete or even a hallucination (aka includes information that is not correct or accurate). +It's important to remember the model is pre-trained with data, given a system message to guide it, in addition to the company data it has access to via Azure Cosmos DB for NoSQL. There are times when the Azure OpenAI model may generate an incorrect response to the prompt given that is either incomplete or even a hallucination (aka includes information that is not correct or accurate). There are a few options of how this can be handled when the response is incorrect: From 47afaa9f7d436859edd98b3ff7ebe23f005309c7 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Sun, 11 Aug 2024 20:20:44 -0400 Subject: [PATCH 11/74] update 11_Backend_API --- 11_Backend_API/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/11_Backend_API/README.md b/11_Backend_API/README.md index 7113032..dd60027 100644 --- a/11_Backend_API/README.md +++ b/11_Backend_API/README.md @@ -4,7 +4,7 @@ In the previous lab, a LangChain agent was created armed with tools to do vector This lab implements a backend API using FastAPI that exposes the LangChain agent functionality. The provided code leverages Docker containers and includes full step-by-step instructions to run and test the API locally as well as deployed to [Azure Container Apps](https://learn.microsoft.com/azure/container-apps/overview) (leveraging the [Azure Container Registry](https://learn.microsoft.com/azure/container-registry/)). -This lab also requires the data provided in the previous lab titled [Load data into Azure Cosmos DB API for NoSQL collections](../08_Load_Data/README.md#lab---load-data-into-azure-cosmos-db-api-for-mongodb-collections) as well as the populated vector index created in the lab titled [Vector Search using vCore-based Azure Cosmos DB for NoSQL](../09_Vector_Search_Cosmos_DB/README.md#lab---use-vector-search-on-embeddings-in-vcore-based-azure-cosmos-db-for-mongodb). Run all cells in both notebooks to prepare the data for use in this lab. +This lab also requires the data provided in the previous lab titled [Load data into Azure Cosmos DB API for NoSQL collections](../08_Load_Data/README.md#lab---load-data-into-azure-cosmos-db-api-for-mongodb-collections) as well as the populated vector index created in the lab titled [Vector Search using Azure Cosmos DB for NoSQL](../09_Vector_Search_Cosmos_DB/README.md#lab---use-vector-search-on-embeddings-in-vcore-based-azure-cosmos-db-for-mongodb). Run all cells in both notebooks to prepare the data for use in this lab. >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. From 8b14e06b4f777f1f2a6077b207efb20395753a30 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Sun, 11 Aug 2024 20:21:53 -0400 Subject: [PATCH 12/74] update 10_LangChain --- 10_LangChain/README.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/10_LangChain/README.md b/10_LangChain/README.md index 090b2ac..2d724b5 100644 --- a/10_LangChain/README.md +++ b/10_LangChain/README.md @@ -10,7 +10,7 @@ LangChain agents can leverage tools and toolkits. A tool can be an integration i ## LangChain RAG pattern -Earlier in this guide, the RAG (Retrieval Augmented Generation) pattern was introduced. In LangChain, the RAG pattern is implemented as part of a chain that combines a retriever and a Large Language Model (generator). The retriever is responsible for finding the most relevant documents for a given query, in this case, doing a vector search on vCore-based Azure Cosmos DB for NoSQL, and the LLM (generator) is responsible for reasoning over the incoming prompt and context. +Earlier in this guide, the RAG (Retrieval Augmented Generation) pattern was introduced. In LangChain, the RAG pattern is implemented as part of a chain that combines a retriever and a Large Language Model (generator). The retriever is responsible for finding the most relevant documents for a given query, in this case, doing a vector search on Azure Cosmos DB for NoSQL, and the LLM (generator) is responsible for reasoning over the incoming prompt and context. ![LangChain RAG diagram shows the flow of an incoming message through a retriever, augmenting the prompt, parsing the output and returning the final message.](media/langchain_rag.png) @@ -20,9 +20,9 @@ When an incoming message is received, the retriever will vectorize the message a ## Lab - Vector search and RAG using LangChain -In this lab uses LangChain to re-implement the RAG pattern introduced in the previous lab. Take note of the readability of the code and how easy it is to compose a reusable RAG chain using LangChain that queries the products vector index in vCore-based Azure Cosmos DB for NoSQL. The lab concludes with the creation of an agent with various tools for the LLM to leverage to fulfill the incoming request. +In this lab uses LangChain to re-implement the RAG pattern introduced in the previous lab. Take note of the readability of the code and how easy it is to compose a reusable RAG chain using LangChain that queries the products vector index in Azure Cosmos DB for NoSQL. The lab concludes with the creation of an agent with various tools for the LLM to leverage to fulfill the incoming request. -This lab also requires the data provided in the previous lab titled [Load data into Azure Cosmos DB API for NoSQL collections](../08_Load_Data/README.md#lab---load-data-into-azure-cosmos-db-api-for-mongodb-collections) as well as the populated vector index created in the lab titled [Vector Search using vCore-based Azure Cosmos DB for NoSQL](../09_Vector_Search_Cosmos_DB/README.md#lab---use-vector-search-on-embeddings-in-vcore-based-azure-cosmos-db-for-mongodb). Run all cells in both notebooks to prepare the data for use in this lab. +This lab also requires the data provided in the previous lab titled [Load data into Azure Cosmos DB API for NoSQL collections](../08_Load_Data/README.md#lab---load-data-into-azure-cosmos-db-api-for-mongodb-collections) as well as the populated vector index created in the lab titled [Vector Search using Azure Cosmos DB for NoSQL](../09_Vector_Search_Cosmos_DB/README.md#lab---use-vector-search-on-embeddings-in-vcore-based-azure-cosmos-db-for-mongodb). Run all cells in both notebooks to prepare the data for use in this lab. >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. From 3f58138fe68a4af9b44d00234fca8ed530b87130 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Sun, 11 Aug 2024 20:29:28 -0400 Subject: [PATCH 13/74] update README.md --- 00_Introduction/README.md | 2 +- README.md | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/00_Introduction/README.md b/00_Introduction/README.md index 7474b3f..9e821ea 100644 --- a/00_Introduction/README.md +++ b/00_Introduction/README.md @@ -1,4 +1,4 @@ -# Welcome to the Azure Cosmos DB + Azure OpenAI Python Developer Guide +# Welcome to the Azure Cosmos DB for NoSQL + DiskANN + Azure OpenAI Python Developer Guide ## Pre-requisites diff --git a/README.md b/README.md index 9a76ea6..8348cfc 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,4 @@ -# Azure Cosmos DB NoSQL + DiskANN + Azure OpenAI Python Developer Guide +# Azure Cosmos DB for NoSQL + DiskANN + Azure OpenAI Python Developer Guide 1. [Introduction](/00_Introduction/README.md) 1. [Azure Overview](/01_Azure_Overview/README.md) From 2797e4f9e98a836e538ea9bf13fca7fb1d8ce556 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Sun, 11 Aug 2024 20:30:12 -0400 Subject: [PATCH 14/74] delete Labs/README.md --- Labs/README.md | 2 -- 1 file changed, 2 deletions(-) delete mode 100644 Labs/README.md diff --git a/Labs/README.md b/Labs/README.md deleted file mode 100644 index 0502282..0000000 --- a/Labs/README.md +++ /dev/null @@ -1,2 +0,0 @@ -# cosmos-db-openai-python-dev-guide-labs -Azure Cosmos DB + Azure OpenAI Python developer guide companion labs From 2bddd67fd85b6f7e771a5de35058807f722f20a5 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Sun, 11 Aug 2024 20:33:14 -0400 Subject: [PATCH 15/74] update .env.EXAMPLE connection string --- Backend/.env.EXAMPLE | 2 +- Labs/.env.EXAMPLE | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/Backend/.env.EXAMPLE b/Backend/.env.EXAMPLE index 1047f2c..45c2436 100644 --- a/Backend/.env.EXAMPLE +++ b/Backend/.env.EXAMPLE @@ -1,3 +1,3 @@ -DB_CONNECTION_STRING="mongodb+srv://:@.mongocluster.cosmos.azure.com/?tls=true&authMechanism=SCRAM-SHA-256&retrywrites=false&maxIdleTimeMS=120000" +DB_CONNECTION_STRING="AccountEndpoint=https://.documents.azure.com:443/;AccountKey=;" AOAI_ENDPOINT = "https://.openai.azure.com/" AOAI_KEY = "" \ No newline at end of file diff --git a/Labs/.env.EXAMPLE b/Labs/.env.EXAMPLE index 1bca220..dd569a9 100644 --- a/Labs/.env.EXAMPLE +++ b/Labs/.env.EXAMPLE @@ -1,3 +1,3 @@ -DB_CONNECTION_STRING="mongodb+srv://:@.mongocluster.cosmos.azure.com/?tls=true&authMechanism=SCRAM-SHA-256&retrywrites=false&maxIdleTimeMS=120000" +DB_CONNECTION_STRING="AccountEndpoint=https://.documents.azure.com:443/;AccountKey=;" AOAI_ENDPOINT = "https://.openai.azure.com/" AOAI_KEY = "" From 49a6b65fc581ed17d1c1f208cb1344c63522c8d1 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Sun, 11 Aug 2024 20:43:25 -0400 Subject: [PATCH 16/74] update 05_Explore_OpenAI_modesl --- 05_Explore_OpenAI_models/README.md | 11 ++++++++--- 1 file changed, 8 insertions(+), 3 deletions(-) diff --git a/05_Explore_OpenAI_models/README.md b/05_Explore_OpenAI_models/README.md index fbe3b91..4b94b35 100644 --- a/05_Explore_OpenAI_models/README.md +++ b/05_Explore_OpenAI_models/README.md @@ -2,21 +2,26 @@ ## Azure OpenAI Models -Azure OpenAI is powered by a diverse set of models with different capabilities. +[Azure OpenAI is powered by a diverse set of models](https://learn.microsoft.com/en-us/azure/ai-services/openai/concepts/models) with different capabilities. | Model | Description | | -- | --- | +| GPT-4o & GPT-4o mini & GPT-4 Turbo | The latest most capable Azure OpenAI models with multimodal versions, which can accept both text and images as input. | | GPT-4 | A set of models that improve on GPT-3.5 and can understand and generate natural language and code. | | GPT-3.5 | A set of models that improve on GPT-3 and can understand and generate natural language and code. | | Embeddings | A set of models that can convert text into numerical vector form to facilitate text similarity. | | DALL-E | A series of models that can generate original images from natural language. | | Whisper | A series of models that can transcribe and translate speech to text. | -### GPT-4 and GPT-3.5 Models +Model availability varies by region. You can look at the [Azure OpenAI "Regional quota limits" documentation for a table that shows model availability](https://learn.microsoft.com/azure/ai-services/openai/quotas-limits#regional-quota-limits). + +### GPT-4o, GPT-4 & GPT-3.5 Models + +GPT-4o and GPT-4 Turbo integrate text and images in a single model, enabling it to handle multiple data types simultaneously. This multimodal approach enhances accuracy and responsiveness in human-computer interactions. GPT-4o matches GPT-4 Turbo in English text and coding tasks while offering superior performance in non-English languages and vision tasks, setting new benchmarks for AI capabilities. GPT-4 can solve difficult problems with greater accuracy than any of OpenAI's previous models. Like GPT-3.5 Turbo, GPT-4 is optimized for chat and works well for traditional completions tasks. -The GPT-35-Turbo and GPT-4 models are language models that are optimized for conversational interfaces. The models behave differently than the older GPT-3 models. Previous models were text-in and text-out, meaning they accepted a prompt string and returned a completion to append to the prompt. However, the GPT-35-Turbo and GPT-4 models are conversation-in and message-out. The models expect input formatted in a specific chat-like transcript format, and return a completion that represents a model-written message in the chat. While this format was designed specifically for multi-turn conversations, it can also work well for non-chat scenarios too. +The GPT-4o, GPT-4 and GPT-35-Turbo models are language models that are optimized for conversational interfaces. The models behave differently than the older GPT-3 models. Previous models were text-in and text-out, meaning they accepted a prompt string and returned a completion to append to the prompt. However, the GPT-35-Turbo and GPT-4 models are conversation-in and message-out. The models expect input formatted in a specific chat-like transcript format, and return a completion that represents a model-written message in the chat. While this format was designed specifically for multi-turn conversations, it can also work well for non-chat scenarios too. ### Embeddings From 9b908495fcdb9ccf3bdf7eade032128206809998 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Mon, 12 Aug 2024 14:44:40 -0400 Subject: [PATCH 17/74] rename 09_Vector_Search_Cosmos_DB --- 09_Vector_Search_Cosmos_DB/README.md | 2 +- README.md | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/09_Vector_Search_Cosmos_DB/README.md b/09_Vector_Search_Cosmos_DB/README.md index fa885ce..5d5438b 100644 --- a/09_Vector_Search_Cosmos_DB/README.md +++ b/09_Vector_Search_Cosmos_DB/README.md @@ -1,4 +1,4 @@ -# Use vector search on embeddings in vCore-based Azure Cosmos DB for NoSQL +# Use vector search on embeddings in Azure Cosmos DB for NoSQL >**NOTE**: vCore-based Azure Cosmos DB for NoSQL supports vector search on embeddings. This functionality is not supported on RUs-based accounts. diff --git a/README.md b/README.md index 8348cfc..80b02fe 100644 --- a/README.md +++ b/README.md @@ -9,7 +9,7 @@ 1. [Provision Azure resources](/06_Provision_Azure_Resources/README.md) 1. [Create your first Cosmos DB project](/07_Create_First_Cosmos_DB_Project/README.md) 1. [Load data into Azure Cosmos DB NoSQL API](/08_Load_Data/README.md) -1. [Use vector search on embeddings in vCore-based Azure Cosmos DB for NoSQL](/09_Vector_Search_Cosmos_DB/README.md) +1. [Use vector search on embeddings in Azure Cosmos DB for NoSQL](/09_Vector_Search_Cosmos_DB/README.md) 1. [LangChain](/10_LangChain/README.md) 1. [Backend API](/11_Backend_API/README.md) 1. [Connect the chat user interface with the chatbot API](/12_User_Interface/README.md) From 810cff5560923fabd56e5231dadf841acdcb2c56 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Mon, 19 Aug 2024 13:16:09 -0400 Subject: [PATCH 18/74] updates to Cosmos DB for NoSQL naming aka remove some vCore-based references --- 02_Overview_Cosmos_DB/README.md | 2 +- 03_Overview_Azure_OpenAI/README.md | 2 +- 07_Create_First_Cosmos_DB_Project/README.md | 2 +- 09_Vector_Search_Cosmos_DB/README.md | 14 +++++++------- Labs/lab_3_mongodb_vector_search.ipynb | 6 +++--- Labs/lab_4_langchain.ipynb | 6 +++--- 6 files changed, 16 insertions(+), 16 deletions(-) diff --git a/02_Overview_Cosmos_DB/README.md b/02_Overview_Cosmos_DB/README.md index 1a6c5ba..75a39f1 100644 --- a/02_Overview_Cosmos_DB/README.md +++ b/02_Overview_Cosmos_DB/README.md @@ -14,7 +14,7 @@ The focus for this developer guide is [Azure Cosmos DB for NoSQL](https://learn. The [RU architecture](https://learn.microsoft.com/azure/cosmos-db/request-units) for Azure Cosmos DB for NoSQL offers instantaneous scalability with zero warmup period, automatic and transparent sharding, and 99.999% availability. It supports active-active databases across multiple regions, cost-efficient, granular, unlimited scalability, real-time analytics, and serverless deployments paying only per operation. -[vCore-based Azure Cosmos DB for NoSQL architecture](https://learn.microsoft.com/azure/cosmos-db/convert-vcore-to-request-unit) integrates AI-based applications with private organizational data, with text indexing for easy querying. Simplify the development process with high-capacity vertical scaling and free 35-day backups with a point-in-time restore (PITR). +[Azure Cosmos DB for NoSQL architecture](https://learn.microsoft.com/azure/cosmos-db/convert-vcore-to-request-unit) integrates AI-based applications with private organizational data, with text indexing for easy querying. Simplify the development process with high-capacity vertical scaling and free 35-day backups with a point-in-time restore (PITR). The [choice between vCore and Request Units (RU)](hhttps://learn.microsoft.com/azure/cosmos-db/convert-vcore-to-request-unit) in Azure Cosmos DB for NoSQL API depends on the workload. A list of [compatibility and feature support between RU and vCore](https://learn.microsoft.com/azure/cosmos-db/mongodb/vcore/compatibility) is available. diff --git a/03_Overview_Azure_OpenAI/README.md b/03_Overview_Azure_OpenAI/README.md index 05b270b..f401db7 100644 --- a/03_Overview_Azure_OpenAI/README.md +++ b/03_Overview_Azure_OpenAI/README.md @@ -46,7 +46,7 @@ Developers can use Azure AI Services, along with other Azure services, to build ### Azure AI Services -While this guide focuses on building intelligent apps using Azure OpenAI combined with vCore-based Azure Cosmos DB for NoSQL, the Azure AI Platform consists of many additional AI services. Each AI service is built to fit a specific AI and/or Machine Learning (ML) need. +While this guide focuses on building intelligent apps using Azure OpenAI combined with Azure Cosmos DB for NoSQL, the Azure AI Platform consists of many additional AI services. Each AI service is built to fit a specific AI and/or Machine Learning (ML) need. Here's a list of the AI services within the [Azure AI platform](https://learn.microsoft.com/azure/ai-services/what-are-ai-services): diff --git a/07_Create_First_Cosmos_DB_Project/README.md b/07_Create_First_Cosmos_DB_Project/README.md index 3fec593..6f6ddc4 100644 --- a/07_Create_First_Cosmos_DB_Project/README.md +++ b/07_Create_First_Cosmos_DB_Project/README.md @@ -14,7 +14,7 @@ Learn more about the pre-requisites and installation of the emulator [here](http >**NOTE**: When using the Azure CosmosDB emulator using the API for MongoDB it must be started with the [MongoDB endpoint options enabled](https://learn.microsoft.com/azure/cosmos-db/how-to-develop-emulator?tabs=windows%2Cpython&pivots=api-mongodb#start-the-emulator) at the command-line. -**The Azure Cosmos DB emulator does not support vector search. To complete the vector search and AI-related labs, a vCore-based Azure Cosmos DB for NoSQL account in Azure is required.** +**The Azure Cosmos DB emulator does not support vector search. To complete the vector search and AI-related labs, a Azure Cosmos DB for NoSQL account in Azure is required.** ## Authentication diff --git a/09_Vector_Search_Cosmos_DB/README.md b/09_Vector_Search_Cosmos_DB/README.md index 5d5438b..4077dda 100644 --- a/09_Vector_Search_Cosmos_DB/README.md +++ b/09_Vector_Search_Cosmos_DB/README.md @@ -1,12 +1,12 @@ # Use vector search on embeddings in Azure Cosmos DB for NoSQL ->**NOTE**: vCore-based Azure Cosmos DB for NoSQL supports vector search on embeddings. This functionality is not supported on RUs-based accounts. +>**NOTE**: Azure Cosmos DB for NoSQL supports vector search on embeddings. This functionality is not supported on RUs-based accounts. ## Embeddings and vector search Embedding is a way of serializing the semantic meaning of data into a vector representation. Because the generated vector embedding represents the semantic meaning, it means that when it is searched, it can find similar data based on the semantic meaning of the data rather than exact text. Data can come from many sources, including text, images, audio, and video. Because the data is represented as a vector, vector search can, therefore, find similar data across all different types of data. -Embeddings are created by sending data to an embedding model, where it is transformed into a vector, which then can be stored as a vector field within its source document in vCore-based Azure Cosmos DB for NoSQL. vCore-based Azure Cosmos DB for NoSQL supports the creation of vector search indexes on top of these vector fields. A vector search index is a collection of vectors in [latent space](https://idl.cs.washington.edu/papers/latent-space-cartography/) that enables a semantic similarity search across all data (vectors) contained within. +Embeddings are created by sending data to an embedding model, where it is transformed into a vector, which then can be stored as a vector field within its source document in Azure Cosmos DB for NoSQL. Azure Cosmos DB for NoSQL supports the creation of vector search indexes on top of these vector fields. A vector search index is a collection of vectors in [latent space](https://idl.cs.washington.edu/papers/latent-space-cartography/) that enables a semantic similarity search across all data (vectors) contained within. ![A typical embedding pipeline that demonstrates how source data is transformed into vectors using an embedding model then stored in a document in an Azure Cosmos DB vCore database and exposed via a vector search index.](media/embedding_pipeline.png) @@ -16,15 +16,15 @@ Vector search is an important RAG (Retrieval Augmented Generation) pattern compo A vector index search allows for a prompt pre-processing step where information can be semantically retrieved from an index and then used to generate a factually accurate prompt for the LLM to reason over. This provides the knowledge augmentation and focus (attention) to the LLM. -In this example, assume textual data is vectorized and stored within an vCore-based Azure Cosmos DB for NoSQL database. The text data and embeddings/vector field are stored in the same document. A vector search index has been created on the vector field. When a message is received from a chat application, this message is also vectorized using the same embedding model (ex., Azure OpenAI text-embedding-ada-002), which is then used as input to the vector search index. The vector search index returns a list of documents whose vector field is semantically similar to the incoming message. The unvectorized text stored within the same document is then used to augment the LLM prompt. The LLM receives the prompt and responds to the requestor based on the information it has been given. +In this example, assume textual data is vectorized and stored within an Azure Cosmos DB for NoSQL database. The text data and embeddings/vector field are stored in the same document. A vector search index has been created on the vector field. When a message is received from a chat application, this message is also vectorized using the same embedding model (ex., Azure OpenAI text-embedding-ada-002), which is then used as input to the vector search index. The vector search index returns a list of documents whose vector field is semantically similar to the incoming message. The unvectorized text stored within the same document is then used to augment the LLM prompt. The LLM receives the prompt and responds to the requestor based on the information it has been given. ![A typical vector search request in a RAG scenario depicts an incoming message getting vectorized and used as input to a vector store index search. Multiple results of the vector search are used to build a prompt fed to the LLM. The LLM returns a response to the requestor.](media/vector_search_flow.png) -## Why use vCore-based Azure Cosmos DB for NoSQL as a vector store? +## Why use Azure Cosmos DB for NoSQL as a vector store? -It is common practice to store vectorized data in a dedicated vector store as vector search indexing is not a common capability of most databases. However, this introduces additional complexity to the solution as the data must be stored in two different locations. vCore-based Azure Cosmos DB for NoSQL supports vector search indexing, which means that the vectorized data can be stored in the same document as the original data. This reduces the complexity of the solution and allows for a single database to be used for both the vector store and the original data. +It is common practice to store vectorized data in a dedicated vector store as vector search indexing is not a common capability of most databases. However, this introduces additional complexity to the solution as the data must be stored in two different locations. Azure Cosmos DB for NoSQL supports vector search indexing, which means that the vectorized data can be stored in the same document as the original data. This reduces the complexity of the solution and allows for a single database to be used for both the vector store and the original data. -## Lab - Use vector search on embeddings in vCore-based Azure Cosmos DB for NoSQL +## Lab - Use vector search on embeddings in Azure Cosmos DB for NoSQL In this lab, a notebook demonstrates how to add an embedding field to a document, create a vector search index, and perform a vector search query. The notebook ends with a demonstration of utilizing vector search with an LLM in a RAG scenario using Azure OpenAI. @@ -36,7 +36,7 @@ On the **Settings** screen, select the **Resource** tab, then copy and record th ![The Azure OpenAI resource settings screen displays with the endpoint and key values highlighted.](media/azure_openai_settings.png) ->**NOTE**: This lab can only be completed using a deployed vCore-based Azure Cosmos DB for NoSQL account due to the use of vector search. The Azure Cosmos DB Emulator does not support vector search. +>**NOTE**: This lab can only be completed using a deployed Azure Cosmos DB for NoSQL account due to the use of vector search. The Azure Cosmos DB Emulator does not support vector search. This lab also requires the data provided in the previous lab titled [Load data into Azure Cosmos DB API for NoSQL collections](../08_Load_Data/README.md#lab---load-data-into-azure-cosmos-db-api-for-mongodb-collections). Run all cells in this notebook to prepare the data for use in this lab. diff --git a/Labs/lab_3_mongodb_vector_search.ipynb b/Labs/lab_3_mongodb_vector_search.ipynb index 123587e..c86f7a5 100644 --- a/Labs/lab_3_mongodb_vector_search.ipynb +++ b/Labs/lab_3_mongodb_vector_search.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Vector Search using vCore-based Azure Cosmos DB for NoSQL\n", + "# Vector Search using Azure Cosmos DB for NoSQL\n", "\n", "This notebook demonstrates using an Azure OpenAI embedding model to vectorize documents already stored in Azure Cosmos DB API for MongoDB, storing the embedding vectors and the creation of a vector index. Lastly, the notebook will demonstrate how to query the vector index to find similar documents.\n", "\n", @@ -270,9 +270,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Use vector search in vCore-based Azure Cosmos DB for NoSQL\n", + "## Use vector search in Azure Cosmos DB for NoSQL\n", "\n", - "Now that each document has its associated vector embedding and the vector indexes have been created on each collection, we can now use the vector search capabilities of vCore-based Azure Cosmos DB for NoSQL." + "Now that each document has its associated vector embedding and the vector indexes have been created on each collection, we can now use the vector search capabilities of Azure Cosmos DB for NoSQL." ] }, { diff --git a/Labs/lab_4_langchain.ipynb b/Labs/lab_4_langchain.ipynb index e2f6193..da157c4 100644 --- a/Labs/lab_4_langchain.ipynb +++ b/Labs/lab_4_langchain.ipynb @@ -76,9 +76,9 @@ "source": [ "## Vector search with LangChain\n", "\n", - "In the previous lab, the `pymongo` library was used to perform a vector search through a db command to find product documents that were most similar to the user's input. In this lab, you will use the `langchain` library to perform the same search. LangChain has a vector store class named **AzureCosmosDBVectorSearch**, a community contribution, that supports vector search in vCore-based Azure Cosmos DB for NoSQL.\n", + "In the previous lab, the `pymongo` library was used to perform a vector search through a db command to find product documents that were most similar to the user's input. In this lab, you will use the `langchain` library to perform the same search. LangChain has a vector store class named **AzureCosmosDBVectorSearch**, a community contribution, that supports vector search in Azure Cosmos DB for NoSQL.\n", "\n", - "When establishing the connection to the vector store (vCore-based Azure Cosmos DB for NoSQL), recall that in previous labs the products collection was populated and a contentVector field added that contains the vectorized embeddings of the document itself. Finally, a vector index was also created on the contentVector field to enable vector search. The vector index in each collection is named `VectorSearchIndex`.\n", + "When establishing the connection to the vector store (Azure Cosmos DB for NoSQL), recall that in previous labs the products collection was populated and a contentVector field added that contains the vectorized embeddings of the document itself. Finally, a vector index was also created on the contentVector field to enable vector search. The vector index in each collection is named `VectorSearchIndex`.\n", "\n", "The return value of a vector search in LangChain is a list of `Document` objects. The LangChain `Document` class contains two properties: `page_content`, that represents the textual content that is typically used to augment the prompt, and `metadata` that contains all other attributes of the document. In the cell below, we'll use the `_id` field as the page_content, and the rest of the fields are returned as metadata.\n", "\n", @@ -272,7 +272,7 @@ "metadata": {}, "outputs": [], "source": [ - "# Create tools that will use vector search in vCore-based Azure Cosmos DB for NoSQL collections\n", + "# Create tools that will use vector search in Azure Cosmos DB for NoSQL collections\n", "\n", "# create a chain on the retriever to format the documents as JSON\n", "products_retriever_chain = products_retriever | format_docs\n", From b3024fc1f7bc611617e9aa31304f41a426d1144c Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Mon, 19 Aug 2024 13:20:32 -0400 Subject: [PATCH 19/74] renaming collections to containers in text content --- 07_Create_First_Cosmos_DB_Project/README.md | 4 ++-- 08_Load_Data/README.md | 6 +++--- 09_Vector_Search_Cosmos_DB/README.md | 4 ++-- 10_LangChain/README.md | 2 +- 11_Backend_API/README.md | 2 +- Labs/lab_1_first_application.ipynb | 4 ++-- Labs/lab_2_load_data.ipynb | 2 +- Labs/lab_4_langchain.ipynb | 4 ++-- 8 files changed, 14 insertions(+), 14 deletions(-) diff --git a/07_Create_First_Cosmos_DB_Project/README.md b/07_Create_First_Cosmos_DB_Project/README.md index 6f6ddc4..862b596 100644 --- a/07_Create_First_Cosmos_DB_Project/README.md +++ b/07_Create_First_Cosmos_DB_Project/README.md @@ -52,9 +52,9 @@ client = pymongo.MongoClient(CONNECTION_STRING) ### Creating a database -When using the pymongo client, the creation of a database is automatic when referenced. No specific api calls to create a database are required, if a database already exists, a reference to the database is returned. +When using the `pymongo` client, the creation of a database is automatic when referenced. No specific api calls to create a database are required, if a database already exists, a reference to the database is returned. ->**Note:**: That the creation of databases and collections are lazy, meaning they will not be created until a document is inserted into a collection. +>**Note:**: That the creation of databases and containers are lazy, meaning they will not be created until a document is inserted into a collection. ```python db = client.cosmic_works diff --git a/08_Load_Data/README.md b/08_Load_Data/README.md index 92f9ff9..ea9e536 100644 --- a/08_Load_Data/README.md +++ b/08_Load_Data/README.md @@ -12,15 +12,15 @@ When loading data, bulk operations are preferred over adding each document indiv 4. Simplified code logic: By using bulk operations, the lab can simplify its code logic and reduce the number of database queries. This results in cleaner, more manageable code and reduces the likelihood of errors or inconsistencies. -## Lab - Load data into Azure Cosmos DB for NoSQL collections +## Lab - Load data into Azure Cosmos DB for NoSQL containers -This lab will load the Cosmic Works Customer, Product, and Sales data into Azure Cosmos DB for NoSQL collections using bulk operations. Both the Azure Cosmos DB Emulator and Azure Cosmos DB account in Azure are supported for completion of this lab. +This lab will load the Cosmic Works Customer, Product, and Sales data into Azure Cosmos DB for NoSQL containers using bulk operations. Both the Azure Cosmos DB Emulator and Azure Cosmos DB account in Azure are supported for completion of this lab. >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. Please visit the lab repository to complete [this lab](https://github.com/AzureCosmosDB/Azure-OpenAI-Python-Developer-Guide/blob/main/Labs/lab_2_load_data.ipynb). -This lab demonstrates the use of bulk operations to load product, customer, and sales data into Azure Cosmos DB for NoSQL collections. As an example, the following code snippet inserts product data using the `bulk_write` method allowing for upsert functionality using the `UpdateOne` method: +This lab demonstrates the use of bulk operations to load product, customer, and sales data into Azure Cosmos DB for NoSQL containers. As an example, the following code snippet inserts product data using the `bulk_write` method allowing for upsert functionality using the `UpdateOne` method: ```python # Add product data to database using bulkwrite and updateOne with upsert diff --git a/09_Vector_Search_Cosmos_DB/README.md b/09_Vector_Search_Cosmos_DB/README.md index 4077dda..c7fc453 100644 --- a/09_Vector_Search_Cosmos_DB/README.md +++ b/09_Vector_Search_Cosmos_DB/README.md @@ -8,7 +8,7 @@ Embedding is a way of serializing the semantic meaning of data into a vector rep Embeddings are created by sending data to an embedding model, where it is transformed into a vector, which then can be stored as a vector field within its source document in Azure Cosmos DB for NoSQL. Azure Cosmos DB for NoSQL supports the creation of vector search indexes on top of these vector fields. A vector search index is a collection of vectors in [latent space](https://idl.cs.washington.edu/papers/latent-space-cartography/) that enables a semantic similarity search across all data (vectors) contained within. -![A typical embedding pipeline that demonstrates how source data is transformed into vectors using an embedding model then stored in a document in an Azure Cosmos DB vCore database and exposed via a vector search index.](media/embedding_pipeline.png) +![A typical embedding pipeline that demonstrates how source data is transformed into vectors using an embedding model then stored in a document in an Azure Cosmos DB container and exposed via a vector search index.](media/embedding_pipeline.png) ## Why vector search? @@ -38,7 +38,7 @@ On the **Settings** screen, select the **Resource** tab, then copy and record th >**NOTE**: This lab can only be completed using a deployed Azure Cosmos DB for NoSQL account due to the use of vector search. The Azure Cosmos DB Emulator does not support vector search. -This lab also requires the data provided in the previous lab titled [Load data into Azure Cosmos DB API for NoSQL collections](../08_Load_Data/README.md#lab---load-data-into-azure-cosmos-db-api-for-mongodb-collections). Run all cells in this notebook to prepare the data for use in this lab. +This lab also requires the data provided in the previous lab titled [Load data into Azure Cosmos DB API for NoSQL containers](../08_Load_Data/README.md#lab---load-data-into-azure-cosmos-db-api-for-mongodb-collections). Run all cells in this notebook to prepare the data for use in this lab. >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. diff --git a/10_LangChain/README.md b/10_LangChain/README.md index 2d724b5..b47dec0 100644 --- a/10_LangChain/README.md +++ b/10_LangChain/README.md @@ -22,7 +22,7 @@ When an incoming message is received, the retriever will vectorize the message a In this lab uses LangChain to re-implement the RAG pattern introduced in the previous lab. Take note of the readability of the code and how easy it is to compose a reusable RAG chain using LangChain that queries the products vector index in Azure Cosmos DB for NoSQL. The lab concludes with the creation of an agent with various tools for the LLM to leverage to fulfill the incoming request. -This lab also requires the data provided in the previous lab titled [Load data into Azure Cosmos DB API for NoSQL collections](../08_Load_Data/README.md#lab---load-data-into-azure-cosmos-db-api-for-mongodb-collections) as well as the populated vector index created in the lab titled [Vector Search using Azure Cosmos DB for NoSQL](../09_Vector_Search_Cosmos_DB/README.md#lab---use-vector-search-on-embeddings-in-vcore-based-azure-cosmos-db-for-mongodb). Run all cells in both notebooks to prepare the data for use in this lab. +This lab also requires the data provided in the previous lab titled [Load data into Azure Cosmos DB API for NoSQL containers](../08_Load_Data/README.md#lab---load-data-into-azure-cosmos-db-api-for-mongodb-collections) as well as the populated vector index created in the lab titled [Vector Search using Azure Cosmos DB for NoSQL](../09_Vector_Search_Cosmos_DB/README.md#lab---use-vector-search-on-embeddings-in-vcore-based-azure-cosmos-db-for-mongodb). Run all cells in both notebooks to prepare the data for use in this lab. >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. diff --git a/11_Backend_API/README.md b/11_Backend_API/README.md index dd60027..8ac13f5 100644 --- a/11_Backend_API/README.md +++ b/11_Backend_API/README.md @@ -4,7 +4,7 @@ In the previous lab, a LangChain agent was created armed with tools to do vector This lab implements a backend API using FastAPI that exposes the LangChain agent functionality. The provided code leverages Docker containers and includes full step-by-step instructions to run and test the API locally as well as deployed to [Azure Container Apps](https://learn.microsoft.com/azure/container-apps/overview) (leveraging the [Azure Container Registry](https://learn.microsoft.com/azure/container-registry/)). -This lab also requires the data provided in the previous lab titled [Load data into Azure Cosmos DB API for NoSQL collections](../08_Load_Data/README.md#lab---load-data-into-azure-cosmos-db-api-for-mongodb-collections) as well as the populated vector index created in the lab titled [Vector Search using Azure Cosmos DB for NoSQL](../09_Vector_Search_Cosmos_DB/README.md#lab---use-vector-search-on-embeddings-in-vcore-based-azure-cosmos-db-for-mongodb). Run all cells in both notebooks to prepare the data for use in this lab. +This lab also requires the data provided in the previous lab titled [Load data into Azure Cosmos DB API for NoSQL containers](../08_Load_Data/README.md#lab---load-data-into-azure-cosmos-db-api-for-mongodb-collections) as well as the populated vector index created in the lab titled [Vector Search using Azure Cosmos DB for NoSQL](../09_Vector_Search_Cosmos_DB/README.md#lab---use-vector-search-on-embeddings-in-vcore-based-azure-cosmos-db-for-mongodb). Run all cells in both notebooks to prepare the data for use in this lab. >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. diff --git a/Labs/lab_1_first_application.ipynb b/Labs/lab_1_first_application.ipynb index 4618073..2b9daca 100644 --- a/Labs/lab_1_first_application.ipynb +++ b/Labs/lab_1_first_application.ipynb @@ -51,9 +51,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Create a collection\n", + "## Create a container\n", "\n", - "Creating collections behaves similarly to the database creation. If the collection does not exist, it will be created. It's important to note that databases and collections are lazily created. This means that the database and collection will not be created until the first document is inserted." + "Creating containers behaves similarly to the database creation. If the collection does not exist, it will be created. It's important to note that databases and containers are lazily created. This means that the database and collection will not be created until the first document is inserted." ] }, { diff --git a/Labs/lab_2_load_data.ipynb b/Labs/lab_2_load_data.ipynb index f4e715d..04fe6b7 100644 --- a/Labs/lab_2_load_data.ipynb +++ b/Labs/lab_2_load_data.ipynb @@ -50,7 +50,7 @@ "metadata": {}, "outputs": [], "source": [ - "# empty the collections\n", + "# empty the containers\n", "db.products.bulk_write([DeleteMany({})])\n", "db.customers.bulk_write([DeleteMany({})])\n", "db.sales.bulk_write([DeleteMany({})])" diff --git a/Labs/lab_4_langchain.ipynb b/Labs/lab_4_langchain.ipynb index da157c4..0ae1be3 100644 --- a/Labs/lab_4_langchain.ipynb +++ b/Labs/lab_4_langchain.ipynb @@ -229,7 +229,7 @@ "source": [ "### Create retrievers\n", "\n", - "A separate retriever is required for each vector index. The following cell creates a VectorStoreRetriever for the products, customers, and sales collections and associated vector index." + "A separate retriever is required for each vector index. The following cell creates a VectorStoreRetriever for the products, customers, and sales containers and associated vector index." ] }, { @@ -272,7 +272,7 @@ "metadata": {}, "outputs": [], "source": [ - "# Create tools that will use vector search in Azure Cosmos DB for NoSQL collections\n", + "# Create tools that will use vector search in Azure Cosmos DB for NoSQL containers\n", "\n", "# create a chain on the retriever to format the documents as JSON\n", "products_retriever_chain = products_retriever | format_docs\n", From cfe914aa1cdb1350198fd832366ec9d97adf3596 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Mon, 19 Aug 2024 13:25:07 -0400 Subject: [PATCH 20/74] more collection to container wording updates --- 07_Create_First_Cosmos_DB_Project/README.md | 16 ++++++++-------- 08_Load_Data/README.md | 2 +- 09_Vector_Search_Cosmos_DB/README.md | 8 ++++---- 10_LangChain/README.md | 2 +- Labs/lab_1_first_application.ipynb | 8 ++++---- Labs/lab_3_mongodb_vector_search.ipynb | 2 +- Labs/lab_4_langchain.ipynb | 2 +- Labs/models/customer.py | 2 +- Labs/models/sales_order.py | 2 +- 9 files changed, 22 insertions(+), 22 deletions(-) diff --git a/07_Create_First_Cosmos_DB_Project/README.md b/07_Create_First_Cosmos_DB_Project/README.md index 862b596..ac77500 100644 --- a/07_Create_First_Cosmos_DB_Project/README.md +++ b/07_Create_First_Cosmos_DB_Project/README.md @@ -54,15 +54,15 @@ client = pymongo.MongoClient(CONNECTION_STRING) When using the `pymongo` client, the creation of a database is automatic when referenced. No specific api calls to create a database are required, if a database already exists, a reference to the database is returned. ->**Note:**: That the creation of databases and containers are lazy, meaning they will not be created until a document is inserted into a collection. +>**Note:**: That the creation of databases and containers are lazy, meaning they will not be created until a document is inserted into a container. ```python db = client.cosmic_works ``` -### Creating a collection +### Creating a container -Similar behavior to the creation of a database is experienced when creating a collection. If the collection does not exist, it will be created once a document is inserted into the collection. +Similar behavior to the creation of a database is experienced when creating a container. If the container does not exist, it will be created once a document is inserted into the container. ```python collection = db.products @@ -70,7 +70,7 @@ collection = db.products ### Creating a document -The `insert_one` method is used to insert a document into a collection. The document is a dictionary object. +The `insert_one` method is used to insert a document into a container. The document is a dictionary object. ```python # Insert the JSON into the database, and retrieve the inserted/generated ID @@ -79,7 +79,7 @@ product_id = collection.insert_one(product_json).inserted_id ### Reading a document -The `find_one` method is used to retrieve a single document from a collection. The method returns a dictionary object. +The `find_one` method is used to retrieve a single document from a container. The method returns a dictionary object. ```python retrieved_document = collection.find_one({"_id": product_id}) @@ -87,7 +87,7 @@ retrieved_document = collection.find_one({"_id": product_id}) ### Updating a document -The `find_one_and_update` method is used to update a single document in a collection. The method returns a dictionary object. +The `find_one_and_update` method is used to update a single document in a container. The method returns a dictionary object. ```python update_result = collection.find_one_and_update( @@ -99,7 +99,7 @@ update_result = collection.find_one_and_update( ### Deleting a document -The `delete_one` method is used to delete a single document from a collection. +The `delete_one` method is used to delete a single document from a container. ```python delete_result = collection.delete_one({"_id": product_id}) @@ -107,7 +107,7 @@ delete_result = collection.delete_one({"_id": product_id}) ### Querying documents -The `find` method is used to query documents from a collection. The method returns a cursor object. +The `find` method is used to query documents from a container. The method returns a cursor object. ```python # Print all documents that have a category name of "Components, Saddles" diff --git a/08_Load_Data/README.md b/08_Load_Data/README.md index ea9e536..4e87482 100644 --- a/08_Load_Data/README.md +++ b/08_Load_Data/README.md @@ -1,6 +1,6 @@ # Load data into Azure Cosmos DB API for NoSQL -The previous lab demonstrated how to add data to a collection individually. This lab will demonstrate how to load data using bulk operations into multiple collections. This data will be used in subsequent labs to explain further the capabilities of Azure Cosmos DB API about AI. +The previous lab demonstrated how to add data to a container individually. This lab will demonstrate how to load data using bulk operations into multiple containers. This data will be used in subsequent labs to explain further the capabilities of Azure Cosmos DB API about AI. When loading data, bulk operations are preferred over adding each document individually. Bulk operations involve performing multiple database operations as a batch rather than executing them simultaneously. This approach is more efficient and provides several benefits: diff --git a/09_Vector_Search_Cosmos_DB/README.md b/09_Vector_Search_Cosmos_DB/README.md index c7fc453..6325c37 100644 --- a/09_Vector_Search_Cosmos_DB/README.md +++ b/09_Vector_Search_Cosmos_DB/README.md @@ -6,7 +6,7 @@ Embedding is a way of serializing the semantic meaning of data into a vector representation. Because the generated vector embedding represents the semantic meaning, it means that when it is searched, it can find similar data based on the semantic meaning of the data rather than exact text. Data can come from many sources, including text, images, audio, and video. Because the data is represented as a vector, vector search can, therefore, find similar data across all different types of data. -Embeddings are created by sending data to an embedding model, where it is transformed into a vector, which then can be stored as a vector field within its source document in Azure Cosmos DB for NoSQL. Azure Cosmos DB for NoSQL supports the creation of vector search indexes on top of these vector fields. A vector search index is a collection of vectors in [latent space](https://idl.cs.washington.edu/papers/latent-space-cartography/) that enables a semantic similarity search across all data (vectors) contained within. +Embeddings are created by sending data to an embedding model, where it is transformed into a vector, which then can be stored as a vector field within its source document in Azure Cosmos DB for NoSQL. Azure Cosmos DB for NoSQL supports the creation of vector search indexes on top of these vector fields. A vector search index is a container of vectors in [latent space](https://idl.cs.washington.edu/papers/latent-space-cartography/) that enables a semantic similarity search across all data (vectors) contained within. ![A typical embedding pipeline that demonstrates how source data is transformed into vectors using an embedding model then stored in a document in an Azure Cosmos DB container and exposed via a vector search index.](media/embedding_pipeline.png) @@ -74,12 +74,12 @@ def generate_embeddings(text: str): ### Adding an embedding field to a document -The lab creates an embedding field named `contentVector` in each collection and populates the value with the vectorized text of the JSON representation of the document. +The lab creates an embedding field named `contentVector` in each container and populates the value with the vectorized text of the JSON representation of the document. ```python def add_collection_content_vector_field(collection_name: str): ''' - Add a new field to the collection to hold the vectorized content of each document. + Add a new field to the container to hold the vectorized content of each document. ''' collection = db[collection_name] bulk_operations = [] @@ -131,7 +131,7 @@ db.command({ ```python def vector_search(collection_name, query, num_results=3): """ - Perform a vector search on the specified collection by vectorizing + Perform a vector search on the specified container by vectorizing the query and searching the vector index for the most similar documents. returns a list of the top num_results most similar documents diff --git a/10_LangChain/README.md b/10_LangChain/README.md index b47dec0..9c255e5 100644 --- a/10_LangChain/README.md +++ b/10_LangChain/README.md @@ -67,7 +67,7 @@ rag_chain = ( ### Creating tools for LangChain agents to use -Tools are selected by the Large Language model at runtime. In this case, depending on the incoming user request the LLM will decide which collection in the database to query. The following code shows how to create a tool for the LLM to use to query the products collection in the database. +Tools are selected by the Large Language model at runtime. In this case, depending on the incoming user request the LLM will decide which container in the database to query. The following code shows how to create a tool for the LLM to use to query the products collection in the database. ```python # create a chain on the retriever to format the documents as JSON diff --git a/Labs/lab_1_first_application.ipynb b/Labs/lab_1_first_application.ipynb index 2b9daca..6205220 100644 --- a/Labs/lab_1_first_application.ipynb +++ b/Labs/lab_1_first_application.ipynb @@ -53,7 +53,7 @@ "source": [ "## Create a container\n", "\n", - "Creating containers behaves similarly to the database creation. If the collection does not exist, it will be created. It's important to note that databases and containers are lazily created. This means that the database and collection will not be created until the first document is inserted." + "Creating containers behaves similarly to the database creation. If the container does not exist, it will be created. It's important to note that databases and containers are lazily created. This means that the database and container will not be created until the first document is inserted." ] }, { @@ -107,7 +107,7 @@ "source": [ "## Read a document\n", "\n", - "The insertion of the Product in the previous cell automatically created the database and collection. The `find_one` method is used to retrieve a single document from the database. The `find_one` method takes a filter as an argument. This filter is used to find the document in the database. In this case, the filter is the unique identifier or `_id` of the document that was just inserted." + "The insertion of the Product in the previous cell automatically created the database and container. The `find_one` method is used to retrieve a single document from the database. The `find_one` method takes a filter as an argument. This filter is used to find the document in the database. In this case, the filter is the unique identifier or `_id` of the document that was just inserted." ] }, { @@ -185,7 +185,7 @@ "source": [ "## Query for multiple documents\n", "\n", - "The `find` method is used to query for multiple documents in the database. This method takes a filter as an argument. This filter is used to find the documents to return. In this case, the filter is an empty dictionary. This will return all documents in the collection." + "The `find` method is used to query for multiple documents in the database. This method takes a filter as an argument. This filter is used to find the documents to return. In this case, the filter is an empty dictionary. This will return all documents in the container." ] }, { @@ -277,7 +277,7 @@ "source": [ "## Clean up resources\n", "\n", - "The following cell will delete the database and collection created in this lab. This is done by using the `drop_database` method on the database object. This method takes the name of the database to delete as an argument. If it is desired to simply delete the collection, the `drop_collection` method can be used on the database object. This method takes the name of the collection to delete as an argument." + "The following cell will delete the database and container created in this lab. This is done by using the `drop_database` method on the database object. This method takes the name of the database to delete as an argument. If it is desired to simply delete the container, the `drop_collection` method can be used on the database object. This method takes the name of the container to delete as an argument." ] }, { diff --git a/Labs/lab_3_mongodb_vector_search.ipynb b/Labs/lab_3_mongodb_vector_search.ipynb index c86f7a5..cdc4f48 100644 --- a/Labs/lab_3_mongodb_vector_search.ipynb +++ b/Labs/lab_3_mongodb_vector_search.ipynb @@ -272,7 +272,7 @@ "source": [ "## Use vector search in Azure Cosmos DB for NoSQL\n", "\n", - "Now that each document has its associated vector embedding and the vector indexes have been created on each collection, we can now use the vector search capabilities of Azure Cosmos DB for NoSQL." + "Now that each document has its associated vector embedding and the vector indexes have been created on each container, we can now use the vector search capabilities of Azure Cosmos DB for NoSQL." ] }, { diff --git a/Labs/lab_4_langchain.ipynb b/Labs/lab_4_langchain.ipynb index 0ae1be3..2cfe0b7 100644 --- a/Labs/lab_4_langchain.ipynb +++ b/Labs/lab_4_langchain.ipynb @@ -78,7 +78,7 @@ "\n", "In the previous lab, the `pymongo` library was used to perform a vector search through a db command to find product documents that were most similar to the user's input. In this lab, you will use the `langchain` library to perform the same search. LangChain has a vector store class named **AzureCosmosDBVectorSearch**, a community contribution, that supports vector search in Azure Cosmos DB for NoSQL.\n", "\n", - "When establishing the connection to the vector store (Azure Cosmos DB for NoSQL), recall that in previous labs the products collection was populated and a contentVector field added that contains the vectorized embeddings of the document itself. Finally, a vector index was also created on the contentVector field to enable vector search. The vector index in each collection is named `VectorSearchIndex`.\n", + "When establishing the connection to the vector store (Azure Cosmos DB for NoSQL), recall that in previous labs the products container was populated and a contentVector field added that contains the vectorized embeddings of the document itself. Finally, a vector index was also created on the contentVector field to enable vector search. The vector index in each container is named `VectorSearchIndex`.\n", "\n", "The return value of a vector search in LangChain is a list of `Document` objects. The LangChain `Document` class contains two properties: `page_content`, that represents the textual content that is typically used to augment the prompt, and `metadata` that contains all other attributes of the document. In the cell below, we'll use the `_id` field as the page_content, and the rest of the fields are returned as metadata.\n", "\n", diff --git a/Labs/models/customer.py b/Labs/models/customer.py index 1ccfea3..51eccc1 100644 --- a/Labs/models/customer.py +++ b/Labs/models/customer.py @@ -39,7 +39,7 @@ class Config: class CustomerList(BaseModel): """ The CustomerList class represents a list of customers. - This class is used when deserializing a collection/array + This class is used when deserializing a container/array of customers. """ items: List[Customer] diff --git a/Labs/models/sales_order.py b/Labs/models/sales_order.py index 7f48288..173ce93 100644 --- a/Labs/models/sales_order.py +++ b/Labs/models/sales_order.py @@ -30,7 +30,7 @@ class SalesOrderList(BaseModel): """ The SalesOrderList class represents a list of sales orders. - This class is used when deserializing a collection/array + This class is used when deserializing a container/array of sales orders. """ items: List[SalesOrder] From c8a45416cae82577e2428eadb19ba831ea0ffe43 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Tue, 3 Sep 2024 11:29:27 -0400 Subject: [PATCH 21/74] correct repo links for labs --- 00_Introduction/README.md | 2 -- 05_Explore_OpenAI_models/README.md | 2 +- 06_Provision_Azure_Resources/README.md | 2 +- 07_Create_First_Cosmos_DB_Project/README.md | 2 +- 08_Load_Data/README.md | 2 +- 09_Vector_Search_Cosmos_DB/README.md | 2 +- 10_LangChain/README.md | 2 +- 11_Backend_API/README.md | 2 +- Labs/lab_5_backend_api.md | 2 +- 9 files changed, 8 insertions(+), 10 deletions(-) diff --git a/00_Introduction/README.md b/00_Introduction/README.md index 9e821ea..f5a8cee 100644 --- a/00_Introduction/README.md +++ b/00_Introduction/README.md @@ -19,5 +19,3 @@ The future of software involves combining AI and data services, also known as in ## Introduction This guide will walks through the creating intelligent solutions that combines Azure Cosmos DB for NoSQL with vector search capabilities powered by DiskANN and document retrieval with Azure OpenAI services to build a chat bot experience. The guide includes labs that build and deploy a sample chat app using these technologies, with a focus on Azure Cosmos DB for NoSQL, vector search powered by DiskANN, and Azure OpenAI using the Python programming language. For those new to using Azure OpenAI and Vector Search technologies, the guide includes explanations of the core concepts and techniques used when implementing these technologies. - -> **Note:** This developer guide is targeted towards Python developers. If you are a Node.js developer, then you may be interested in the Node.js version here: [https://github.com/AzureCosmosDB/Azure-OpenAI-Node.js-Developer-Guide](https://github.com/AzureCosmosDB/Azure-OpenAI-Node.js-Developer-Guide) diff --git a/05_Explore_OpenAI_models/README.md b/05_Explore_OpenAI_models/README.md index 4b94b35..65e04f5 100644 --- a/05_Explore_OpenAI_models/README.md +++ b/05_Explore_OpenAI_models/README.md @@ -73,4 +73,4 @@ This labs demonstrates using an Azure OpenAI model to obtain a completion respon >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. -Visit the lab repository to complete [this lab](https://github.com/AzureCosmosDB/Azure-OpenAI-Python-Developer-Guide/blob/main/Labs/lab_0_explore_and_use_models.ipynb). +Visit the lab repository to complete [this lab](https://github.com/solliancenet/cosmos-db-nosql-openai-python-dev-guide/blob/main/Labs/lab_0_explore_and_use_models.ipynb). diff --git a/06_Provision_Azure_Resources/README.md b/06_Provision_Azure_Resources/README.md index 6f43879..bf4990b 100644 --- a/06_Provision_Azure_Resources/README.md +++ b/06_Provision_Azure_Resources/README.md @@ -25,4 +25,4 @@ This lab will walk you through deploying the Azure resources necessary for the s > **Note**: You will need an Azure Subscription and have the necessary permissions to provision the Azure resources. -Please visit the lab repository to complete [this lab](https://github.com/AzureCosmosDB/Azure-OpenAI-Python-Developer-Guide/blob/main/Labs/deploy/deploy.md). +Please visit the lab repository to complete [this lab](https://github.com/solliancenet/cosmos-db-nosql-openai-python-dev-guide/blob/main/Labs/deploy/deploy.md). diff --git a/07_Create_First_Cosmos_DB_Project/README.md b/07_Create_First_Cosmos_DB_Project/README.md index ac77500..6c3ff0b 100644 --- a/07_Create_First_Cosmos_DB_Project/README.md +++ b/07_Create_First_Cosmos_DB_Project/README.md @@ -38,7 +38,7 @@ Using a notebook, we'll create a Cosmos DB for the NoSQL application in this lab >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. -Please visit the lab repository to complete [this lab](https://github.com/AzureCosmosDB/Azure-OpenAI-Python-Developer-Guide/blob/main/Labs/lab_1_first_application.ipynb). +Please visit the lab repository to complete [this lab](https://github.com/solliancenet/cosmos-db-nosql-openai-python-dev-guide/blob/main/Labs/lab_1_first_application.ipynb). The following concepts are covered in detail in this lab: diff --git a/08_Load_Data/README.md b/08_Load_Data/README.md index 4e87482..aead770 100644 --- a/08_Load_Data/README.md +++ b/08_Load_Data/README.md @@ -18,7 +18,7 @@ This lab will load the Cosmic Works Customer, Product, and Sales data into Azure >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. -Please visit the lab repository to complete [this lab](https://github.com/AzureCosmosDB/Azure-OpenAI-Python-Developer-Guide/blob/main/Labs/lab_2_load_data.ipynb). +Please visit the lab repository to complete [this lab](https://github.com/solliancenet/cosmos-db-nosql-openai-python-dev-guide/blob/main/Labs/lab_2_load_data.ipynb). This lab demonstrates the use of bulk operations to load product, customer, and sales data into Azure Cosmos DB for NoSQL containers. As an example, the following code snippet inserts product data using the `bulk_write` method allowing for upsert functionality using the `UpdateOne` method: diff --git a/09_Vector_Search_Cosmos_DB/README.md b/09_Vector_Search_Cosmos_DB/README.md index 6325c37..ab8397e 100644 --- a/09_Vector_Search_Cosmos_DB/README.md +++ b/09_Vector_Search_Cosmos_DB/README.md @@ -42,7 +42,7 @@ This lab also requires the data provided in the previous lab titled [Load data i >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. -Please visit the lab repository to complete [this lab](https://github.com/AzureCosmosDB/Azure-OpenAI-Python-Developer-Guide/blob/main/Labs/lab_3_mongodb_vector_search.ipynb). +Please visit the lab repository to complete [this lab](https://github.com/solliancenet/cosmos-db-nosql-openai-python-dev-guide/blob/main/Labs/lab_3_mongodb_vector_search.ipynb). Some highlights from the lab include: diff --git a/10_LangChain/README.md b/10_LangChain/README.md index 9c255e5..ae1a6a9 100644 --- a/10_LangChain/README.md +++ b/10_LangChain/README.md @@ -26,7 +26,7 @@ This lab also requires the data provided in the previous lab titled [Load data i >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. -Please visit the lab repository to complete [this lab](https://github.com/AzureCosmosDB/Azure-OpenAI-Python-Developer-Guide/blob/main/Labs/lab_4_langchain.ipynb). +Please visit the lab repository to complete [this lab](https://github.com/solliancenet/cosmos-db-nosql-openai-python-dev-guide/blob/main/Labs/lab_4_langchain.ipynb). Some highlights of the lab include: diff --git a/11_Backend_API/README.md b/11_Backend_API/README.md index 8ac13f5..52d65b4 100644 --- a/11_Backend_API/README.md +++ b/11_Backend_API/README.md @@ -8,4 +8,4 @@ This lab also requires the data provided in the previous lab titled [Load data i >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. -Please visit the lab repository to complete [this lab](https://github.com/AzureCosmosDB/Azure-OpenAI-Python-Developer-Guide/blob/main/Labs/lab_4_langchain.ipynb). +Please visit the lab repository to complete [this lab](https://github.com/solliancenet/cosmos-db-nosql-openai-python-dev-guide/blob/main/Labs/lab_4_langchain.ipynb). diff --git a/Labs/lab_5_backend_api.md b/Labs/lab_5_backend_api.md index cc3b377..7bd3f34 100644 --- a/Labs/lab_5_backend_api.md +++ b/Labs/lab_5_backend_api.md @@ -13,7 +13,7 @@ The backend api is a Python FastAPI application that will expose endpoints for t Create a folder to house the repository. Open a terminal and navigate to the folder. Clone the repository, then navigate to the `Backend` folder within the repository. ```bash -git clone https://github.com/AzureCosmosDB/Azure-OpenAI-Python-Developer-Guide.git +git clone https://github.com/solliancenet/cosmos-db-nosql-openai-python-dev-guide.git cd Azure-OpenAI-Python-Developer-Guide cd Backend From f82b4bc25118b6928129d83ec54af88023ae4abb Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Tue, 3 Sep 2024 11:31:18 -0400 Subject: [PATCH 22/74] Update README.md --- 05_Explore_OpenAI_models/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/05_Explore_OpenAI_models/README.md b/05_Explore_OpenAI_models/README.md index 65e04f5..e72c5e8 100644 --- a/05_Explore_OpenAI_models/README.md +++ b/05_Explore_OpenAI_models/README.md @@ -73,4 +73,4 @@ This labs demonstrates using an Azure OpenAI model to obtain a completion respon >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. -Visit the lab repository to complete [this lab](https://github.com/solliancenet/cosmos-db-nosql-openai-python-dev-guide/blob/main/Labs/lab_0_explore_and_use_models.ipynb). +Visit the lab repository to complete [this lab](../Labs/lab_0_explore_and_use_models.ipynb). \ No newline at end of file From 854d32841891d868f8ca117b44d101f3022a3c2b Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Tue, 3 Sep 2024 11:32:34 -0400 Subject: [PATCH 23/74] update /Labs/ links --- 06_Provision_Azure_Resources/README.md | 2 +- 07_Create_First_Cosmos_DB_Project/README.md | 2 +- 08_Load_Data/README.md | 2 +- 09_Vector_Search_Cosmos_DB/README.md | 2 +- 10_LangChain/README.md | 2 +- 11_Backend_API/README.md | 2 +- 6 files changed, 6 insertions(+), 6 deletions(-) diff --git a/06_Provision_Azure_Resources/README.md b/06_Provision_Azure_Resources/README.md index bf4990b..4843983 100644 --- a/06_Provision_Azure_Resources/README.md +++ b/06_Provision_Azure_Resources/README.md @@ -25,4 +25,4 @@ This lab will walk you through deploying the Azure resources necessary for the s > **Note**: You will need an Azure Subscription and have the necessary permissions to provision the Azure resources. -Please visit the lab repository to complete [this lab](https://github.com/solliancenet/cosmos-db-nosql-openai-python-dev-guide/blob/main/Labs/deploy/deploy.md). +Please visit the lab repository to complete [this lab](../Labs/deploy/deploy.md). diff --git a/07_Create_First_Cosmos_DB_Project/README.md b/07_Create_First_Cosmos_DB_Project/README.md index 6c3ff0b..c8567e8 100644 --- a/07_Create_First_Cosmos_DB_Project/README.md +++ b/07_Create_First_Cosmos_DB_Project/README.md @@ -38,7 +38,7 @@ Using a notebook, we'll create a Cosmos DB for the NoSQL application in this lab >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. -Please visit the lab repository to complete [this lab](https://github.com/solliancenet/cosmos-db-nosql-openai-python-dev-guide/blob/main/Labs/lab_1_first_application.ipynb). +Please visit the lab repository to complete [this lab](../Labs/lab_1_first_application.ipynb). The following concepts are covered in detail in this lab: diff --git a/08_Load_Data/README.md b/08_Load_Data/README.md index aead770..98c91f5 100644 --- a/08_Load_Data/README.md +++ b/08_Load_Data/README.md @@ -18,7 +18,7 @@ This lab will load the Cosmic Works Customer, Product, and Sales data into Azure >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. -Please visit the lab repository to complete [this lab](https://github.com/solliancenet/cosmos-db-nosql-openai-python-dev-guide/blob/main/Labs/lab_2_load_data.ipynb). +Please visit the lab repository to complete [this lab](../Labs/lab_2_load_data.ipynb). This lab demonstrates the use of bulk operations to load product, customer, and sales data into Azure Cosmos DB for NoSQL containers. As an example, the following code snippet inserts product data using the `bulk_write` method allowing for upsert functionality using the `UpdateOne` method: diff --git a/09_Vector_Search_Cosmos_DB/README.md b/09_Vector_Search_Cosmos_DB/README.md index ab8397e..2920c78 100644 --- a/09_Vector_Search_Cosmos_DB/README.md +++ b/09_Vector_Search_Cosmos_DB/README.md @@ -42,7 +42,7 @@ This lab also requires the data provided in the previous lab titled [Load data i >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. -Please visit the lab repository to complete [this lab](https://github.com/solliancenet/cosmos-db-nosql-openai-python-dev-guide/blob/main/Labs/lab_3_mongodb_vector_search.ipynb). +Please visit the lab repository to complete [this lab](../Labs/lab_3_mongodb_vector_search.ipynb). Some highlights from the lab include: diff --git a/10_LangChain/README.md b/10_LangChain/README.md index ae1a6a9..af5f76d 100644 --- a/10_LangChain/README.md +++ b/10_LangChain/README.md @@ -26,7 +26,7 @@ This lab also requires the data provided in the previous lab titled [Load data i >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. -Please visit the lab repository to complete [this lab](https://github.com/solliancenet/cosmos-db-nosql-openai-python-dev-guide/blob/main/Labs/lab_4_langchain.ipynb). +Please visit the lab repository to complete [this lab](../Labs/lab_4_langchain.ipynb). Some highlights of the lab include: diff --git a/11_Backend_API/README.md b/11_Backend_API/README.md index 52d65b4..b72c56a 100644 --- a/11_Backend_API/README.md +++ b/11_Backend_API/README.md @@ -8,4 +8,4 @@ This lab also requires the data provided in the previous lab titled [Load data i >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. -Please visit the lab repository to complete [this lab](https://github.com/solliancenet/cosmos-db-nosql-openai-python-dev-guide/blob/main/Labs/lab_4_langchain.ipynb). +Please visit the lab repository to complete [this lab](../Labs/lab_4_langchain.ipynb). From 422b1317f3e8aab83b397ed503e43a2098dbec32 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Tue, 3 Sep 2024 11:35:58 -0400 Subject: [PATCH 24/74] Update lab_0_explore_and_use_models.ipynb --- Labs/lab_0_explore_and_use_models.ipynb | 52 +++---------------------- 1 file changed, 6 insertions(+), 46 deletions(-) diff --git a/Labs/lab_0_explore_and_use_models.ipynb b/Labs/lab_0_explore_and_use_models.ipynb index bee8dae..eda6cde 100644 --- a/Labs/lab_0_explore_and_use_models.ipynb +++ b/Labs/lab_0_explore_and_use_models.ipynb @@ -20,30 +20,9 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Requirement already satisfied: openai in /usr/local/lib/python3.11/site-packages (1.6.0)\n", - "Requirement already satisfied: anyio<5,>=3.5.0 in /usr/local/lib/python3.11/site-packages (from openai) (4.2.0)\n", - "Requirement already satisfied: distro<2,>=1.7.0 in /usr/local/lib/python3.11/site-packages (from openai) (1.9.0)\n", - "Requirement already satisfied: httpx<1,>=0.23.0 in /usr/local/lib/python3.11/site-packages (from openai) (0.26.0)\n", - "Requirement already satisfied: pydantic<3,>=1.9.0 in /usr/local/lib/python3.11/site-packages (from openai) (2.5.2)\n", - "Requirement already satisfied: sniffio in /usr/local/lib/python3.11/site-packages (from openai) (1.3.0)\n", - "Requirement already satisfied: tqdm>4 in /usr/local/lib/python3.11/site-packages (from openai) (4.66.1)\n", - "Requirement already satisfied: typing-extensions<5,>=4.7 in /usr/local/lib/python3.11/site-packages (from openai) (4.9.0)\n", - "Requirement already satisfied: idna>=2.8 in /usr/local/lib/python3.11/site-packages (from anyio<5,>=3.5.0->openai) (3.6)\n", - "Requirement already satisfied: certifi in /usr/local/lib/python3.11/site-packages (from httpx<1,>=0.23.0->openai) (2023.11.17)\n", - "Requirement already satisfied: httpcore==1.* in /usr/local/lib/python3.11/site-packages (from httpx<1,>=0.23.0->openai) (1.0.2)\n", - "Requirement already satisfied: h11<0.15,>=0.13 in /usr/local/lib/python3.11/site-packages (from httpcore==1.*->httpx<1,>=0.23.0->openai) (0.14.0)\n", - "Requirement already satisfied: annotated-types>=0.4.0 in /usr/local/lib/python3.11/site-packages (from pydantic<3,>=1.9.0->openai) (0.6.0)\n", - "Requirement already satisfied: pydantic-core==2.14.5 in /usr/local/lib/python3.11/site-packages (from pydantic<3,>=1.9.0->openai) (2.14.5)\n" - ] - } - ], + "outputs": [], "source": [ "! pip install openai" ] @@ -68,20 +47,9 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "import os\n", "from openai import AzureOpenAI\n", @@ -128,17 +96,9 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Of course! I'd be happy to help you find the perfect bicycle. Let's start by asking a few questions. Are you looking for a bike for leisurely rides, commuting, or off-road adventures?\n" - ] - } - ], + "outputs": [], "source": [ "chatResponse = chatClient.chat.completions.create(\n", " model=\"completions\",\n", From 68e62bbc7b8bba0cdf190d8a5401b9c6c0857f03 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Tue, 3 Sep 2024 12:09:42 -0400 Subject: [PATCH 25/74] update --- Labs/lab_0_explore_and_use_models.ipynb | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/Labs/lab_0_explore_and_use_models.ipynb b/Labs/lab_0_explore_and_use_models.ipynb index eda6cde..88f181d 100644 --- a/Labs/lab_0_explore_and_use_models.ipynb +++ b/Labs/lab_0_explore_and_use_models.ipynb @@ -33,9 +33,11 @@ "source": [ "When using the OpenAI client library, the Azure OpenAI `key` and `endpoint` for the service are needed. In this case, ensure the Azure OpenAI `key` and `endpoint` is located in a `.env` file in the root of this project, you will need to create this file. The `.env` file should contain the following values (replace the value with your own `key` and `endpoint`):\n", "\n", + "```\n", "AOAI_ENDPOINT = \"https://.openai.azure.com/\"\n", "\n", - "AOAI_KEY = \"\"\n" + "AOAI_KEY = \"\"\n", + "```" ] }, { @@ -69,7 +71,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -137,7 +139,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.7" + "version": "3.12.3" } }, "nbformat": 4, From 3c026d84a048a8f5528c3d6031cf4c60a1256d2a Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Tue, 3 Sep 2024 12:19:40 -0400 Subject: [PATCH 26/74] updates to 12_User_Interface --- 12_User_Interface/README.md | 6 +++--- .../images/2024-01-17-12-41-48.png | Bin 334593 -> 0 bytes .../images/2024-01-17-12-45-30.png | Bin 664226 -> 0 bytes .../images/2024-09-03-12-13-34.png | Bin 0 -> 45938 bytes .../images/2024-09-03-12-15-57.png | Bin 0 -> 48853 bytes 5 files changed, 3 insertions(+), 3 deletions(-) delete mode 100644 12_User_Interface/images/2024-01-17-12-41-48.png delete mode 100644 12_User_Interface/images/2024-01-17-12-45-30.png create mode 100644 12_User_Interface/images/2024-09-03-12-13-34.png create mode 100644 12_User_Interface/images/2024-09-03-12-15-57.png diff --git a/12_User_Interface/README.md b/12_User_Interface/README.md index 9207aa2..d717c85 100644 --- a/12_User_Interface/README.md +++ b/12_User_Interface/README.md @@ -6,15 +6,15 @@ The URL to access this front-end application within the Azure Portal on the **We The following screenshot shows where to find the front-end application URL: -![Web App resource for front-end application with Default domain highlighted](images/2024-01-17-12-41-48.png) +![Web App resource for front-end application with Default domain highlighted](images/2024-09-03-12-13-34.png) Navigating to this URL in the browser accesses the front-end application. Through this front-end application User Interface, questions can be submitted to the Azure OpenAI model about the CosmicWorks company data, then it will generate responses accordingly. ![Front-end Web Application User Interface](images/2024-01-17-12-42-59.png) -While the code for the SPA web application is outside the scope of this dev guide. It's worth noting that the Web App is configured with the URL for the Backend API using the **Application setting** named `API_ENDPOINT`. When the application was deployed as part of the Azure template deployment, it was automatically configured with this URL to connect the front-end SPA web application to the Backend API. +While the code for the SPA web application is outside the scope of this dev guide. It's worth noting that the Web App is configured with the URL for the Backend API using **App settings** with the variable named `API_ENDPOINT` under the **Settings** -> **Environment variables** pane. When the application was deployed as part of the Azure template deployment, it was automatically configured with this URL to connect the front-end SPA web application to the Backend API. -![Web App resource showing the application settings with the API_ENDPOINT setting highlighted](images/2024-01-17-12-45-30.png) +![Web App resource showing the application settings with the API_ENDPOINT setting highlighted](images/2024-09-03-12-15-57.png) ## Ask questions about data and observe the responses diff --git a/12_User_Interface/images/2024-01-17-12-41-48.png b/12_User_Interface/images/2024-01-17-12-41-48.png deleted file mode 100644 index 0e46daa3217b63b3b137f7192bd898efa1c9abe6..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 334593 zcmeF42Ygh;+Qw5h+4SB!0YVZ;rKiw~GzFxnSU^C*1_~;c?_Tv@uf1J+1-;UX^xjJ- z0TLhyBq0IPNbh}jlkdMdxQ0zg0Yrh>AI3Rzraot8o_XJydFQ>c_YOBVaWT=+(J>!! z&yevtI(iS_-e#o7-`DU{Tula7w8aQ1`;=07lIblCJc 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HcmV?d00001 From 81e68065c6720926fa1e48cebc7eb77a91e24a5c Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Tue, 3 Sep 2024 12:38:06 -0400 Subject: [PATCH 27/74] updates to 12_User_Interface --- 12_User_Interface/README.md | 4 ++-- .../images/2024-01-17-12-42-59.png | Bin 1083936 -> 0 bytes .../images/2024-01-17-12-53-13.png | Bin 840749 -> 0 bytes .../images/2024-09-03-12-33-31.png | Bin 0 -> 57486 bytes .../images/2024-09-03-12-37-32.png | Bin 0 -> 53812 bytes 5 files changed, 2 insertions(+), 2 deletions(-) delete mode 100644 12_User_Interface/images/2024-01-17-12-42-59.png delete mode 100644 12_User_Interface/images/2024-01-17-12-53-13.png create mode 100644 12_User_Interface/images/2024-09-03-12-33-31.png create mode 100644 12_User_Interface/images/2024-09-03-12-37-32.png diff --git a/12_User_Interface/README.md b/12_User_Interface/README.md index d717c85..412659c 100644 --- a/12_User_Interface/README.md +++ b/12_User_Interface/README.md @@ -20,7 +20,7 @@ While the code for the SPA web application is outside the scope of this dev guid To ask the AI questions about the CosmicWorks company data, type the questions in to the front-end application chat user interface. The web application includes tiles with a couple example questions to get started. To use these, simply click on the question tile and it will generate an answer. -![Front-end Web Application User Interface](images/2024-01-17-12-42-59.png) +![Front-end Web Application User Interface](images/2024-09-03-12-33-31.png) These example questions are: - What was the price of the product with sku `FR-R92B-58`? @@ -31,7 +31,7 @@ These example questions are: The chat user interface presents as a traditional chat application style interface when asking questions. -![Chat user interface screenshot with question and generated answer displayed](images/2024-01-17-12-53-13.png) +![Chat user interface screenshot with question and generated answer displayed](images/2024-09-03-12-37-32.png) Go ahead, ask the service a few questions about CosmicWorks and observe the responses. diff --git a/12_User_Interface/images/2024-01-17-12-42-59.png b/12_User_Interface/images/2024-01-17-12-42-59.png deleted file mode 100644 index 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zh>QQET3cP+r9?wRGu@3?NhCM<`;Z#9@8sVpiZyd_aoKbHD*9C#xdz$SwJY*oe#E{R zMS8rZp7dz+^we$r_}tRVOUk)UkD%r|*+7#+6y85=B%O}xLlJ9yI&YuQL{?v0+tU`u zuQD-S3Mo-7F`$C?_{ORo@KrP>XsbNQvlFMy(J%fepk9dmQeVT*+e}gWpHjddrTaL) z^7e3RPi`HB+b=KfrcAD^@wG2zqj2C4hO|FhGA_|DD45ZCQ!3VpqI787<#=hVx0Ca` zLjsMbNoud^Kx08_16bS^AVb<|JDMgITo2IVaS+D%kCEi($cXtKNO*|JqG*xY--dn3 zFo#Q`b67zp8(+Lrf;<|p9$2)sTEzyl|9G~9QFBP#EKPbYHn3VdQd6=6grog4 zoSXHq5zm$yk<}ehr029GtBX_)23psn-r1;T47p&DK#toST=?2zvjsf*Fs-R0kw0%L zZK&mAtRFJD{;?4MmF;3esT(4xeX$AywjfO&;?s3L6@Qx}@?Ak~i9tR7zYVL0Es~S_ z<@}9Bp#whc-D8!F0UEe2f@Hr^8 Date: Tue, 3 Sep 2024 12:53:15 -0400 Subject: [PATCH 28/74] Update azuredeploy.bicep --- Labs/deploy/azuredeploy.bicep | 17 +++++++++++++++-- 1 file changed, 15 insertions(+), 2 deletions(-) diff --git a/Labs/deploy/azuredeploy.bicep b/Labs/deploy/azuredeploy.bicep index 46756d7..b53761b 100644 --- a/Labs/deploy/azuredeploy.bicep +++ b/Labs/deploy/azuredeploy.bicep @@ -5,8 +5,6 @@ This Azure resource deployment template uses some of the following practices: - [Abbrevation examples for Azure resources](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/ready/azure-best-practices/resource-abbreviations) */ - - /* *************************************************************** */ /* Parameters */ /* *************************************************************** */ @@ -97,6 +95,12 @@ var appServiceSettings = { } } +// Define a variable for the tag values +var tags = { + name: 'AzureCosmosDB-DevGuide' + repo: 'https://github.com/solliancenet/cosmos-db-nosql-openai-python-dev-guide' +} + /* *************************************************************** */ /* Azure Cosmos DB for NoSQL */ /* *************************************************************** */ @@ -105,6 +109,7 @@ resource cosmosAccount 'Microsoft.DocumentDB/databaseAccounts@2024-05-15' = { name: '${name}-cosmos' location: location kind: 'GlobalDocumentDB' + tags: tags properties: { databaseAccountOfferType: 'Standard' enableMultipleWriteLocations: false @@ -141,6 +146,7 @@ resource openAiAccount 'Microsoft.CognitiveServices/accounts@2023-05-01' = { sku: { name: openAiSettings.sku } + tags: tags kind: 'OpenAI' properties: { customSubDomainName: openAiSettings.name @@ -190,6 +196,7 @@ resource openAiCompletionsModelDeployment 'Microsoft.CognitiveServices/accounts/ resource logAnalytics 'Microsoft.OperationalInsights/workspaces@2021-06-01' = { name: '${name}-loganalytics' location: location + tags: tags properties: { sku: { name: 'PerGB2018' @@ -199,6 +206,7 @@ resource logAnalytics 'Microsoft.OperationalInsights/workspaces@2021-06-01' = { resource appServiceWebInsights 'Microsoft.Insights/components@2020-02-02' = { name: '${appServiceSettings.web.name}-appi' location: location + tags: tags kind: 'web' properties: { Application_Type: 'web' @@ -212,6 +220,7 @@ resource appServiceWebInsights 'Microsoft.Insights/components@2020-02-02' = { resource appServicePlan 'Microsoft.Web/serverfarms@2022-03-01' = { name: '${appServiceSettings.plan.name}-asp' location: location + tags: tags sku: { name: appServiceSettings.plan.sku } @@ -229,6 +238,7 @@ resource appServicePlan 'Microsoft.Web/serverfarms@2022-03-01' = { resource appServiceWeb 'Microsoft.Web/sites@2022-03-01' = { name: appServiceSettings.web.name location: location + tags: tags properties: { serverFarmId: appServicePlan.id httpsOnly: true @@ -267,6 +277,7 @@ resource appServiceWebDeployment 'Microsoft.Web/sites/sourcecontrols@2021-03-01' resource containerRegistry 'Microsoft.ContainerRegistry/registries@2023-01-01-preview' = { name: replace('${name}registry','-', '') location: location + tags: tags sku: { name: acrSku } @@ -281,6 +292,7 @@ resource containerRegistry 'Microsoft.ContainerRegistry/registries@2023-01-01-pr resource containerAppEnvironment 'Microsoft.App/managedEnvironments@2023-05-01' = { name: '${name}-containerappenv' location: location + tags: tags properties: { appLogsConfiguration: { destination: 'log-analytics' @@ -308,6 +320,7 @@ resource containerAppEnvironment 'Microsoft.App/managedEnvironments@2023-05-01' resource backendApiContainerApp 'Microsoft.App/containerApps@2023-05-01' = { name: '${name}-api' location: location + tags: tags properties: { environmentId: containerAppEnvironment.id configuration: { From 2715cfb0568982c9e780dd25a9d5edc97435ee97 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Tue, 3 Sep 2024 12:56:54 -0400 Subject: [PATCH 29/74] Update README.md --- 00_Introduction/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/00_Introduction/README.md b/00_Introduction/README.md index f5a8cee..fbdba1b 100644 --- a/00_Introduction/README.md +++ b/00_Introduction/README.md @@ -3,7 +3,7 @@ ## Pre-requisites - [Azure account and subscription](https://azure.microsoft.com/free/) with Owner permissions -- [Python 3.11 or higher](https://www.python.org/?downloads) +- [Python 3.11 or higher](https://www.python.org/downloads/) - [Visual Studio Code](https://code.visualstudio.com/download) - [Python extension for VS Code](https://marketplace.visualstudio.com/items?itemName=ms-python.python) - [Jupyter Notebook extension for VS Code](https://marketplace.visualstudio.com/items?itemName=ms-toolsai.jupyter) From 5dceff668009dfaa669b3f7249618dbf37e152a8 Mon Sep 17 00:00:00 2001 From: Carey Payette Date: Thu, 5 Sep 2024 18:38:16 -0400 Subject: [PATCH 30/74] Update section 01 and 02 --- 01_Azure_Overview/README.md | 2 +- 02_Overview_Cosmos_DB/README.md | 20 ++++++++------------ 2 files changed, 9 insertions(+), 13 deletions(-) diff --git a/01_Azure_Overview/README.md b/01_Azure_Overview/README.md index e7d04b6..cad4a47 100644 --- a/01_Azure_Overview/README.md +++ b/01_Azure_Overview/README.md @@ -99,7 +99,7 @@ Launch the Cloud Shell in a browser at [https://shell.azure.com](https://shell.a #### PowerShell Module -The Azure portal and Windows PowerShell can be used for managing Azure Cosmos DB for Mongo DB API. To get started with Azure PowerShell, install the [Azure PowerShell cmdlets](https://learn.microsoft.com/powershell/module/az.cosmosdb/) for Cosmos DB with the following PowerShell command in an administrator-level PowerShell window: +The Azure portal and Windows PowerShell can be used for managing Azure Cosmos DB for NoSQL. To get started with Azure PowerShell, install the [Azure PowerShell cmdlets](https://learn.microsoft.com/powershell/module/az.cosmosdb/) for Cosmos DB with the following PowerShell command in an administrator-level PowerShell window: ```PowerShell Install-Module -Name Az.CosmosDB diff --git a/02_Overview_Cosmos_DB/README.md b/02_Overview_Cosmos_DB/README.md index 75a39f1..d6b7b69 100644 --- a/02_Overview_Cosmos_DB/README.md +++ b/02_Overview_Cosmos_DB/README.md @@ -4,24 +4,20 @@ ## Azure Cosmos DB and AI -The surge of AI-powered applications has led to the need to integrate data from multiple data stores, introducing another layer of complexity as each data store tends to have its own workflow and operational performance. Azure Cosmos DB simplifies this process by providing a unified platform for all data types, including AI data. Azure Cosmos DB supports relational, document, vector, key-value, graph, and table data models, making it an ideal platform for AI applications. The wide array of data model support combined with guaranteed high availability, high throughput, low latency, and tunable consistency are huge advantages when building these types of applications. +The surge of AI-powered applications has led to the need to integrate data from multiple data stores, introducing another layer of complexity as each data store tends to have its own workflow and operational performance. Azure Cosmos DB simplifies this process by providing a unified platform for all data types, including AI data. In particular, its support for vector storage and retrieval is a game-changer for generative AI applications. By representing complex data elements like text, images, or sound as high-dimensional vectors, Cosmos DB allows for efficient storage, indexing, and querying of these vectors, which is crucial for many generative AI tasks. + +Unlike traditional databases requiring separate workarounds for different data types, Azure Cosmos DB supports relational, document, vector, key-value, graph, and table data models within a single, integrated environment. This simplification means you can leverage the same robust platform for all your AI data needs. Many AI applications rely on external stand-alone vector stores, which can be cumbersome to manage and maintain. Azure Cosmos DB's native support for vector storage and retrieval eliminates the need for these external stores as all the application's data is located in a single place thus streamlining the development and deployment of AI applications. These features enable the building, deploying, and scaling of AI applications to be more efficient and reliable, making Azure Cosmos DB an ideal choice for handling the complex data requirements of modern generative AI solutions. ## Azure Cosmos DB for NoSQL The focus for this developer guide is [Azure Cosmos DB for NoSQL](https://learn.microsoft.com/azure/cosmos-db/nosql/) and [Vector Search](https://learn.microsoft.com/azure/cosmos-db/nosql/vector-search). -### Azure Cosmos DB for NoSQL Architectures - -The [RU architecture](https://learn.microsoft.com/azure/cosmos-db/request-units) for Azure Cosmos DB for NoSQL offers instantaneous scalability with zero warmup period, automatic and transparent sharding, and 99.999% availability. It supports active-active databases across multiple regions, cost-efficient, granular, unlimited scalability, real-time analytics, and serverless deployments paying only per operation. - -[Azure Cosmos DB for NoSQL architecture](https://learn.microsoft.com/azure/cosmos-db/convert-vcore-to-request-unit) integrates AI-based applications with private organizational data, with text indexing for easy querying. Simplify the development process with high-capacity vertical scaling and free 35-day backups with a point-in-time restore (PITR). - -The [choice between vCore and Request Units (RU)](hhttps://learn.microsoft.com/azure/cosmos-db/convert-vcore-to-request-unit) in Azure Cosmos DB for NoSQL API depends on the workload. A list of [compatibility and feature support between RU and vCore](https://learn.microsoft.com/azure/cosmos-db/mongodb/vcore/compatibility) is available. +### Azure Cosmos DB for NoSQL capacity modes -vCore provides predictable performance and cost and is ideal for running high-performance, mission-critical workloads with low latency and high throughput. With vCore, the number of vCPUs and the memory the database needs is configurable and can be scaled up or down as needed. +Azure Cosmos DB offers three capacity modes: provisioned throughput, serverless and autoscale modes. creating an Azure Cosmos DB account, it's essential to evaluate the workload's characteristics in order to choose the appropriate mode to optimize both performance and cost efficiency. -Conversely, RU is a consumption-based model that charges based on the number of operations the database performs, including reads, writes, and queries. RU is ideal for scenarios where the workload has unpredictable traffic patterns or a need to optimize cost for bursty workloads. +[**Provisioned throughput mode**](https://learn.microsoft.com/azure/cosmos-db/set-throughput) allocates a fixed amount of resources, measured in [Request Units per second (RUs/s)](https://learn.microsoft.com/azure/cosmos-db/request-units), which is ideal for applications with predictable and steady workloads. This ensures consistent performance and can be more cost-effective when there is a constant or high demand for database operations. RU/s can be set at both the database and container levels, allowing for fine-grained control over resource allocation. -A steady-state workload with predictable traffic patterns is best suited for vCore since it provides more predictable performance and cost. However, RU may be a better choice if the workload has unpredictable traffic patterns or requires bursty performance since it allows for paying only for the resources used. +[**Serverless mode**](https://learn.microsoft.com/en-us/azure/cosmos-db/serverless) offers a more flexible and pay-as-you-go approach, where only the Request Units consumed are billed. This is particularly advantageous for applications with sporadic or unpredictable usage patterns, as it eliminates the need to provision resources upfront. ->**NOTE**: AI-supporting workloads, such as vector search, must use the vCore architecture, as vector search is not supported with RU accounts. +[**Autoscale mode**](https://learn.microsoft.com/azure/cosmos-db/provision-throughput-autoscale) builds upon the provisioned throughput mode but allows for the database or container automatically and instantly scales up or down resources based on demand, ensuring that the application can handle varying workloads efficiently. When configuring autoscale, a maximum (Tmax) value threshold is set for a predictable maximum cost. This mode is suitable for applications with fluctuating usage patterns or infrequently used applications. From 1ce0f49e983123012bebd653aaeae564a40a5734 Mon Sep 17 00:00:00 2001 From: Carey Payette Date: Thu, 5 Sep 2024 19:43:42 -0400 Subject: [PATCH 31/74] Updated deployment instructions, WIP on first app --- 07_Create_First_Cosmos_DB_Project/README.md | 69 +++++------------- .../media/azure_connection_string.png | Bin 2677369 -> 2677369 bytes Labs/deploy/deploy.md | 10 +-- ...r-azuredeploy-parameters-json-password.png | Bin 627724 -> 0 bytes 4 files changed, 22 insertions(+), 57 deletions(-) delete mode 100644 Labs/deploy/images/editor-azuredeploy-parameters-json-password.png diff --git a/07_Create_First_Cosmos_DB_Project/README.md b/07_Create_First_Cosmos_DB_Project/README.md index c8567e8..5e95ba0 100644 --- a/07_Create_First_Cosmos_DB_Project/README.md +++ b/07_Create_First_Cosmos_DB_Project/README.md @@ -4,16 +4,14 @@ This section will cover how to create your first Cosmos DB project. We'll use a ## Emulator support -Azure Cosmos DB has an emulator that can be used to develop code locally. The emulator supports the API for NoSQL and the API for NoSQL. The use of the emulator does not require an Azure subscription, nor does it incur any costs, so it is ideal for local development and testing. The Azure Cosmos DB emulator can also be utilized with unit tests in a [GitHub Actions CI workflow](https://learn.microsoft.com/azure/cosmos-db/how-to-develop-emulator?tabs=windows%2Cpython&pivots=api-mongodb#use-the-emulator-in-a-github-actions-ci-workflow). +Azure Cosmos DB has an emulator that can be used to develop code locally. The emulator supports the API for NoSQL and the API for MongoDB. The use of the emulator does not require an Azure subscription, nor does it incur any costs, so it is ideal for local development and testing. The Azure Cosmos DB emulator can also be utilized with unit tests in a [GitHub Actions CI workflow](https://learn.microsoft.com/azure/cosmos-db/how-to-develop-emulator?tabs=windows%2Cpython&pivots=api-mongodb#use-the-emulator-in-a-github-actions-ci-workflow). There is not 100% feature parity between the emulator and the cloud service. Visit the [Azure Cosmos DB emulator](https://learn.microsoft.com/azure/cosmos-db/emulator) documentation for more details. -For Windows machines, the emulator can be installed via an installer. There is a Windows container using Docker available. However, it does not currently support the API for Mongo DB. A Docker image is also available for Linux that does support the API for Mongo DB. +For Windows machines, the emulator can be installed via an installer or by using a Docker container. A Docker image is also available for Linux-based machines. Learn more about the pre-requisites and installation of the emulator [here](https://learn.microsoft.com/azure/cosmos-db/how-to-develop-emulator?tabs=windows%2Cpython&pivots=api-mongodb). ->**NOTE**: When using the Azure CosmosDB emulator using the API for MongoDB it must be started with the [MongoDB endpoint options enabled](https://learn.microsoft.com/azure/cosmos-db/how-to-develop-emulator?tabs=windows%2Cpython&pivots=api-mongodb#start-the-emulator) at the command-line. - **The Azure Cosmos DB emulator does not support vector search. To complete the vector search and AI-related labs, a Azure Cosmos DB for NoSQL account in Azure is required.** ## Authentication @@ -24,17 +22,17 @@ Authentication to Azure Cosmos DB API for Mongo DB uses a connection string. The The splash screen or **Quickstart** section of the Cosmos DB Emulator will display the connection string. Access this screen through the following URL: `https://localhost:8081/_explorer/index.html`. -![The Azure Cosmos DB emulator screen displays with the local host url, the Quickstart tab, and the Mongo connection string highlighted.](media/emulator_connection_string.png) +![The Azure Cosmos DB emulator screen displays with the local host url, the Quickstart tab, and the connection string highlighted.](media/emulator_connection_string.png) ### Retrieving the connection string from the Azure portal -Retrieve the connection string from the Azure portal by navigating to the Azure Cosmos DB account and selecting the **Connection String** menu item on the left-hand side of the screen. The connection string contains tokens for the username and password that must be replaced with the username and password used when provisioning the Azure Cosmos DB API for NoSQL service. +Retrieve the connection string from the Azure portal by navigating to the Azure Cosmos DB account and expanding the **Settings** menu item on the left-hand side of the screen. Locate the **Primary Connection String**, and select the icon to make it visible. Copy the connection string and paste it in notepad for future reference. -![The Azure CosmosDb API for NoSQL Connection strings screen displays with the copy button next to the connection string highlighted.](media/azure_connection_string.png) +![The Azure Cosmos DB API for NoSQL Connection strings screen displays with the copy button next to the connection string highlighted.](media/azure_connection_string.png) ## Lab - Create your first Cosmos DB for the NoSQL application -Using a notebook, we'll create a Cosmos DB for the NoSQL application in this lab using the **pymongo** library and the Python language. Both the Azure Cosmos DB Emulator and Azure Cosmos DB account in Azure are supported for completion of this lab. +Using a notebook, we'll create a Cosmos DB for the NoSQL application in this lab using the **azure-cosmos** library and the Python language. Both the Azure Cosmos DB Emulator and Azure Cosmos DB account in Azure are supported for completion of this lab. >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. @@ -42,75 +40,42 @@ Please visit the lab repository to complete [this lab](../Labs/lab_1_first_appli The following concepts are covered in detail in this lab: -### Creating a MongoDB database client +### Creating a database client -The `pymongo` library is used to create a MongoDB database client. The client enables both DDL (data definition language) and DML (data manipulation language) operations. +The `azure-cosmos` library is used to create a Cosmos DB API for NoSQL database client. The client enables both DDL (data definition language) and DML (data manipulation language) operations. ```python -client = pymongo.MongoClient(CONNECTION_STRING) +client = cosmos_client.CosmosClient(HOST, {'masterKey': MASTER_KEY} ) ``` ### Creating a database -When using the `pymongo` client, the creation of a database is automatic when referenced. No specific api calls to create a database are required, if a database already exists, a reference to the database is returned. - ->**Note:**: That the creation of databases and containers are lazy, meaning they will not be created until a document is inserted into a container. +The `create_database` method is used to create a database. If the database already exists, an exception is thrown, therefore verify the database already exists before creating it. ```python -db = client.cosmic_works +client.create_database(id=id) ``` ### Creating a container -Similar behavior to the creation of a database is experienced when creating a container. If the container does not exist, it will be created once a document is inserted into the container. - -```python -collection = db.products -``` +In progress ### Creating a document -The `insert_one` method is used to insert a document into a container. The document is a dictionary object. - -```python -# Insert the JSON into the database, and retrieve the inserted/generated ID -product_id = collection.insert_one(product_json).inserted_id -``` +In progress ### Reading a document -The `find_one` method is used to retrieve a single document from a container. The method returns a dictionary object. - -```python -retrieved_document = collection.find_one({"_id": product_id}) -``` +In progress ### Updating a document -The `find_one_and_update` method is used to update a single document in a container. The method returns a dictionary object. - -```python -update_result = collection.find_one_and_update( - {"_id": product_id}, - {"$set": {"name": retrieved_product.name}}, - return_document=pymongo.ReturnDocument.AFTER -) -``` +In progress ### Deleting a document -The `delete_one` method is used to delete a single document from a container. - -```python -delete_result = collection.delete_one({"_id": product_id}) -``` +In progress ### Querying documents -The `find` method is used to query documents from a container. The method returns a cursor object. - -```python -# Print all documents that have a category name of "Components, Saddles" -for result in collection.find({"categoryName": "Components, Saddles"}): - pprint(result) -``` +In progress diff --git a/07_Create_First_Cosmos_DB_Project/media/azure_connection_string.png b/07_Create_First_Cosmos_DB_Project/media/azure_connection_string.png index f54bb1c729cf8280d439d2bfb13b76968a6aa42b..3948d6156ea57a186d9ccf2cd392149bdab6ce2c 100644 GIT binary patch delta 163120 zcmc$_byQT}`!=j1Dj=XDpdg?iUD8NO$I#s)-5@P797O@??v8<>C5DDU5b5sj?qmVa{gneaCfO_dV!}th;FN1q3K5Na13WVBfiO2UkW~ zT;CPRzmVaJ%+w2i0ckbN6WyD3)J{xS$V19T$LGf^3JC-Q?8J5KF-@A59Oz(R6mU^3N z`E~cUe*?X@dFE*ju2q@iGju*i=_-^n$nD#zOFvWXkJ_DDsI=RwnzPyN-bVK$vrj-h zjOs~H>nm{9e=o0F&hy)U{?or#lN;V$=zj-y?r?qm!umg>FNq(Ti2rBwLH_kT4mbk- z-btrer>vQqhy|6y7o2e&J(WBm5mzxDpAXs)Gs7!1mr*r7dKAJ-2gLB|aq~`S*`pBKm zqqM^kmGX!^ey8aD%vQAGW9UD}3SQyG{r4I>g-=!A7r|}MuXwiqoNTp)k*#o`0f{!o 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Password and other parameters when provisioning the Azure resources. +Open the `azuredeploy.parameters.json` file, and inspect the values, modify as deemed appropriate. ## Login to Azure @@ -59,3 +55,7 @@ New-AzResourceGroupDeployment -ResourceGroupName cosmos-devguide-rg -TemplateFil > ````powershell > Update-AzCosmosDBAccount -ResourceGroupName -Name -Capabilities @{name="EnableNoSQLVectorSearch"} > ```` + +## Enroll with the DiskANN early preview + +To enroll in the DiskANN early preview, fill the following form [Azure Cosmos DB for NoSQL DiskANN Early Preview](https://forms.office.com/pages/responsepage.aspx?id=v4j5cvGGr0GRqy180BHbR7M9usLEDhFDufzz-8echE9UREtCOVhQWkZLVlhTRlNBM0lLUkdRTEwxUy4u&route=shorturl) and a member of the Cosmos DB team will reach out to you. diff --git a/Labs/deploy/images/editor-azuredeploy-parameters-json-password.png b/Labs/deploy/images/editor-azuredeploy-parameters-json-password.png deleted file mode 100644 index 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Update screenshots, first cosmos db lab, indexing section --- .../azure-marketplace-search-results.png | Bin 2532945 -> 2532945 bytes .../media/azure-template-json-example.png | Bin 6593123 -> 6593123 bytes 01_Azure_Overview/media/bicep_code.png | Bin 5126947 -> 5126947 bytes 01_Azure_Overview/media/terraform_code.png | Bin 5126947 -> 5126947 bytes 02_Overview_Cosmos_DB/README.md | 6 +- 07_Create_First_Cosmos_DB_Project/README.md | 53 ++++-- .../media/emulator_connection_string.png | Bin 1551725 -> 1551725 bytes Labs/.env.EXAMPLE | 2 +- Labs/lab_0_explore_and_use_models.ipynb | 22 +-- Labs/lab_1_first_application.ipynb | 168 +++++++++--------- Labs/models/product.py | 2 +- Labs/requirements.txt | 20 +-- 12 files changed, 141 insertions(+), 132 deletions(-) diff --git a/01_Azure_Overview/media/azure-marketplace-search-results.png b/01_Azure_Overview/media/azure-marketplace-search-results.png index 609c2f7931e6ebc78c856cd87fdbc1ec60456f69..41ba5159688229f6b04e76021ee1d244efafa541 100644 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In the Azure portal, open the provisioned resource group and locate and open the **Container Registry** resource. -2. Select **Access keys** from the left-hand menu. Record the **Login server** value and the **Username** and **Password** values for later use. +2. Expand the **Settings** section in the left-hand menu and select **Access keys** from the left-hand menu. Record the **Login server** value and the **Username** and **Password** values for later use. ![The Azure portal displays the Container Registry resource with the Access keys menu item selected. The login server, username and password values are highlighted.](media/acr_access_keys.png "Container Registry Access keys") @@ -204,15 +204,15 @@ The last step is to deploy the backend api container image to Azure Container Ap 9. In the Azure Portal, locate and open the **Container App** resource ending in `-api`. -10. Notice on the **Overview** screen, there is a failed container revision. This is because the `hello-world` container is running at the same binding address as the backend api container. +10. From the left menu, expand the **Application** section and select **Revisions and replicas**. Notice screen, there is a failed container revision (may need to select **Refresh** from the top toolbar menu). This is because the `hello-world` container is running at the same binding address as the backend api container. ![The Azure portal displays the Container App resource with a failed container revision listed.](media/container_app_failed_revision.png "Container App Failed Revision") -11. View the error from the logs, or optionally select **Log stream** from the left menu, then select the api container log stream. +11. View the error from the logs, or optionally expand the **Monitoring** section of the left menu and select **Log stream**. Be sure to select the `-api` container. ![The Azure portal displays the Container App resource with the Log stream menu item selected and the output of the api container with the error highlighted.](media/container_app_log_stream.png "Container App Log Stream") -12. To rectify this, the `hello-world` container needs to be deleted. Select **Containers** from the left menu, then choose the **Edit and Deploy** button from the toolbar. +12. To rectify this, the `hello-world` container needs to be deleted. Expand the **Application** section of the left menu and select **Containers**. Choose the **Edit and Deploy** button from the toolbar. ![The Azure portal displays the Container App resource with the Containers menu item selected. The Edit and Deploy button is highlighted.](media/container_app_edit_and_deploy.png "Container App Edit and Deploy") From 92b2cfd2f7d6e255202317a7585b6dbbdcaacd40 Mon Sep 17 00:00:00 2001 From: Carey Payette Date: Sun, 15 Sep 2024 21:56:41 -0400 Subject: [PATCH 37/74] Minor updates --- 07_Create_First_Cosmos_DB_Project/README.md | 2 +- Labs/lab_1_first_application.ipynb | 16 +-- Labs/lab_2_load_data.ipynb | 26 +---- Labs/lab_3_cosmosdb_vector_search.ipynb | 120 +++----------------- 4 files changed, 21 insertions(+), 143 deletions(-) diff --git a/07_Create_First_Cosmos_DB_Project/README.md b/07_Create_First_Cosmos_DB_Project/README.md index 1c0f6b4..62d3064 100644 --- a/07_Create_First_Cosmos_DB_Project/README.md +++ b/07_Create_First_Cosmos_DB_Project/README.md @@ -51,7 +51,7 @@ client = CosmosClient.from_connection_string(CONNECTION_STRING) ### Creating a database -The `create_database` method is used to create a database. If the database already exists, an exception is thrown, therefore verify the database already exists before creating it. +The `create_database_if_not_exists` method is used to create a database. If the database already exists, the method will retrieve the existing database. ```python db: DatabaseProxy = client.create_database(database_name) diff --git a/Labs/lab_1_first_application.ipynb b/Labs/lab_1_first_application.ipynb index de15643..09d0f53 100644 --- a/Labs/lab_1_first_application.ipynb +++ b/Labs/lab_1_first_application.ipynb @@ -34,7 +34,7 @@ "\n", ">**Note**: If you are running using the **local emulator**, append the following value to the connection string: `&retrywrites=false&tlsallowinvalidcertificates=true`.\n", "\n", - "To create a NoSQL database in Cosmos DB, first instantiate a `CosmosClient` object. Before attempting to create the database, check for its existence using the `list_databases` method, as trying to create a database that already exists will raise an exception. If the database does not exist, create it using the `create_database` method, passing the database name as an argument. If the database already exists, you can load it by calling the `get_database_client` method with the database name as an argument." + "To create a NoSQL database in Cosmos DB, first instantiate a `CosmosClient` object, use the `create_database_if_not_exists` method to create a database if it does not exist to avoid any exceptions should the database already exist. This method will create a database with the specified name if it does not exist, otherwise it will return the existing database." ] }, { @@ -51,19 +51,7 @@ "\n", "# Create or load the cosmic_works database\n", "database_name = \"cosmic_works\"\n", - "db = None\n", - "databases = list(client.list_databases())\n", - "# Check if the database already exists\n", - "for db_info in databases:\n", - " if db_info['id'] == database_name:\n", - " db = client.get_database_client(database_name)\n", - " print(f\"Database '{database_name}' already exists and has been retrieved.\")\n", - " break\n", - "\n", - "# Create the database if it does not exist\n", - "if not db:\n", - " db: DatabaseProxy = client.create_database(database_name)\n", - " print(f\"Database '{database_name}' created successfully.\")" + "db = client.create_database_if_not_exists(id=database_name)" ] }, { diff --git a/Labs/lab_2_load_data.ipynb b/Labs/lab_2_load_data.ipynb index 5afa685..084dbef 100644 --- a/Labs/lab_2_load_data.ipynb +++ b/Labs/lab_2_load_data.ipynb @@ -32,17 +32,9 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Database 'cosmic_works' already exists and has been retrieved.\n" - ] - } - ], + "outputs": [], "source": [ "load_dotenv()\n", "CONNECTION_STRING = os.environ.get(\"COSMOS_DB_CONNECTION_STRING\")\n", @@ -52,19 +44,7 @@ "\n", "# Create or load the cosmic_works database\n", "database_name = \"cosmic_works\"\n", - "db = None\n", - "databases = list(client.list_databases())\n", - "# Check if the database already exists\n", - "for db_info in databases:\n", - " if db_info['id'] == database_name:\n", - " db = client.get_database_client(database_name)\n", - " print(f\"Database '{database_name}' already exists and has been retrieved.\")\n", - " break\n", - "\n", - "# Create the database if it does not exist\n", - "if not db:\n", - " db: DatabaseProxy = client.create_database(database_name)\n", - " print(f\"Database '{database_name}' created successfully.\")" + "db = client.create_database_if_not_exists(id=database_name)" ] }, { diff --git a/Labs/lab_3_cosmosdb_vector_search.ipynb b/Labs/lab_3_cosmosdb_vector_search.ipynb index db26611..004fb2a 100644 --- a/Labs/lab_3_cosmosdb_vector_search.ipynb +++ b/Labs/lab_3_cosmosdb_vector_search.ipynb @@ -69,36 +69,16 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Database 'cosmic_works' already exists and has been retrieved.\n" - ] - } - ], + "outputs": [], "source": [ "# Initialize the Cosmos DB client\n", "client = CosmosClient.from_connection_string(CONNECTION_STRING)\n", "\n", "# Create or load the cosmic_works database\n", "database_name = \"cosmic_works\"\n", - "db = None\n", - "databases = list(client.list_databases())\n", - "# Check if the database already exists\n", - "for db_info in databases:\n", - " if db_info['id'] == database_name:\n", - " db = client.get_database_client(database_name)\n", - " print(f\"Database '{database_name}' already exists and has been retrieved.\")\n", - " break\n", - "\n", - "# Create the database if it does not exist\n", - "if not db:\n", - " db: DatabaseProxy = client.create_database(database_name)\n", - " print(f\"Database '{database_name}' created successfully.\")" + "db = client.create_database_if_not_exists(id=database_name)" ] }, { @@ -151,17 +131,9 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[-0.016903093, -0.0068888566, -0.027763786, -0.046490017, -0.011016962, 0.01019655, -0.014064207, -0.004762948, -0.018856455, -0.028388862, 0.029092072, 0.01996336, -0.021812543, -0.006263781, 0.009525896, 0.006566552, 0.017410967, -0.0143507, 0.011863419, 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-0.0142074535, -0.010528621, 0.019572688, -0.005088508, 0.017098429, -0.008223655, -0.01926015, -0.015613874, -0.011576925, 0.015145067, 0.0010141204, 0.025589043, -0.0066056196, 0.072665066, -0.006149835, -0.0010938827, 0.01834858, 0.023075717, 0.012280136, 0.007832982, 0.010854182, -0.010632801, -0.025367662, -0.004023926, 0.004095549, 0.006882346, -0.031149613, -0.02864931, 0.004733647, -0.018009998, -0.0035355852, -0.008744551, 0.005401046, 0.007396731, 0.008080408, 0.015535739, 2.912239e-05, -0.022398552, -0.009962146, 0.009929591, 0.015874323, -0.015718054, -0.043833446, 0.011817841, 0.00065071374, -0.0049354946, -0.01721563, -0.0010662101, 0.007592067, -0.005189432, -0.011283921, 0.00793065, 0.009714721, 0.014975776, 0.006608875, -0.019898249, -0.023974264, -0.0033272267, 0.0024189134, -0.028310727, -0.0026468055, -0.021773476]\n" - ] - } - ], + "outputs": [], "source": [ "# demonstrate embeddings generation using a test string\n", "test = \"hello, world\"\n", @@ -228,19 +200,9 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Retrieved 295 products from the database.\n", - "Starting the embedding of each product, this will take 3-5 minutes...\n", - "Embedding complete and product_v container items updated.\n" - ] - } - ], + "outputs": [], "source": [ "# Create vector embeddings for all products in the database\n", "product_container: ContainerProxy = db.create_container_if_not_exists(\n", @@ -306,21 +268,9 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'id': '2595584F-EA4E-4D45-948E-99A17AF8C519', 'SimilarityScore': 0.7877846410849079}\n", - "{'id': 'DFE5521E-40C6-4A58-8E8D-5FC1BE5EC0FE', 'SimilarityScore': 0.7848535661364964}\n", - "{'id': 'EE40F7FD-AB2C-4589-B54D-BEBACB3B083E', 'SimilarityScore': 0.7846190914398772}\n", - "{'id': '26E8185C-782A-4B48-87FA-1E715E3825FB', 'SimilarityScore': 0.7840005571608505}\n", - "{'id': 'C0FBA4E8-B617-4889-B1A5-091D12783313', 'SimilarityScore': 0.7839628246553648}\n" - ] - } - ], + "outputs": [], "source": [ "prompt = \"What bikes do you have?\"\n", "results = vector_search(product_v_container, prompt)\n", @@ -330,20 +280,9 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'id': '3A70EDD4-6C8C-44AA-A13D-49D0F6058699', 'SimilarityScore': 0.7620388608067181}\n", - "{'id': '26E8185C-782A-4B48-87FA-1E715E3825FB', 'SimilarityScore': 0.7605929799644632}\n", - "{'id': 'CEA9FD38-517E-474B-A5B1-B17BF1753F9C', 'SimilarityScore': 0.7584036420862903}\n", - "{'id': '91AA100C-D092-4190-92A7-7C02410F04EA', 'SimilarityScore': 0.7582691790308509}\n" - ] - } - ], + "outputs": [], "source": [ "prompt = \"What do you have that is yellow?\"\n", "results = vector_search(product_v_container, prompt, num_results=4)\n", @@ -439,47 +378,18 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "We have the following bikes available:\n", - "\n", - "1. Road-750 Black, 48\n", - "2. Mountain-100 Silver, 44\n", - "3. Mountain-100 Black, 48\n", - "4. Road-550-W Yellow, 48\n", - "5. Mountain-100 Black, 42\n", - "\n", - "Is there anything else you would like to know about these bikes?\n" - ] - } - ], + "outputs": [], "source": [ "print(rag_with_vector_search(product_v_container, \"What bikes do you have?\"))" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The names and SKUs of yellow products are as follows:\n", - "1. Road-350-W Yellow, 48 - SKU: BK-R79Y-48\n", - "2. Road-550-W Yellow, 40 - SKU: BK-R64Y-40\n", - "3. Road-550-W Yellow, 48 - SKU: BK-R64Y-48\n", - "4. Road-350-W Yellow, 40 - SKU: BK-R79Y-40\n", - "5. Road-550-W Yellow, 42 - SKU: BK-R64Y-42\n" - ] - } - ], + "outputs": [], "source": [ "print(rag_with_vector_search(product_v_container, \"What are the names and skus of yellow products?\"))" ] From 69b0baf30bad77fdd440a9223ab4d3aeae1abd8d Mon Sep 17 00:00:00 2001 From: Carey Payette Date: Sun, 15 Sep 2024 22:06:15 -0400 Subject: [PATCH 38/74] Another small update. --- Labs/lab_4_langchain.ipynb | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/Labs/lab_4_langchain.ipynb b/Labs/lab_4_langchain.ipynb index 8620e94..15b8873 100644 --- a/Labs/lab_4_langchain.ipynb +++ b/Labs/lab_4_langchain.ipynb @@ -436,6 +436,13 @@ "agent_executor = AgentExecutor(agent=agent, tools=tools, verbose=True, return_intermediate_steps=True)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Note**: On the following agent_executor invocations it is safe to ignore the error: `Error in StdOutCallbackHandler.on_chain_start callback: AttributeError(\"'NoneType' object has no attribute 'get'\")` - this is a defect in the verbose debug output of LangChain and does not affect the outcome of the invocation." + ] + }, { "cell_type": "code", "execution_count": null, @@ -447,13 +454,6 @@ "print(result['output'])" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Note**: On the following invocations it is safe to igmore the error: `Error in StdOutCallbackHandler.on_chain_start callback: AttributeError(\"'NoneType' object has no attribute 'get'\")` - this is a defect in the verbose debug output of LangChain and does not affect the outcome of the invocation." - ] - }, { "cell_type": "code", "execution_count": null, From b017176d9ae1bfc7f9d21df0bb9d1cd7966ef8ad Mon Sep 17 00:00:00 2001 From: Carey Payette Date: Mon, 16 Sep 2024 12:01:14 -0400 Subject: [PATCH 39/74] Moved indexing to the vector search section --- 07_Create_First_Cosmos_DB_Project/README.md | 16 ---------------- 09_Vector_Search_Cosmos_DB/README.md | 16 ++++++++++++++++ 2 files changed, 16 insertions(+), 16 deletions(-) diff --git a/07_Create_First_Cosmos_DB_Project/README.md b/07_Create_First_Cosmos_DB_Project/README.md index 62d3064..46a127b 100644 --- a/07_Create_First_Cosmos_DB_Project/README.md +++ b/07_Create_First_Cosmos_DB_Project/README.md @@ -92,19 +92,3 @@ The `delete_item` method is used to delete a document from the container. ```python container.delete_item(item=product.id, partition_key=product.category_id) ``` - -## Cosmos DB indexing - -Azure Cosmos DB automatically indexes all properties for all items in a container. However, the creation of additional indexes can improve performance and add functionality such as spatial querying and vector search. - -The following indexes are supported by Azure Cosmos DB: - -The **Range Index** supports efficient execution of queries involving numerical and string data types. It is optimized for inequality comparisons (<, <=, >, >=) and sorting operations. Range indexes are particularly useful for time-series data, financial applications, and any scenario that requires filtering or sorting over a numeric range or alphabetically ordered strings. - -The **Spatial Index** excels with geospatial data types such as points, lines, and polygons. Spatial queries include operations such as finding intersections, conducting proximity searches, and handling bounding-box queries. Spatial indexes are crucial for applications that require geographic information system (GIS) capabilities, location-based services, and asset tracking. - -The **Composite Index** combines multiple properties into a single entry, optimizing complex queries that use multiple properties for filtering and sorting. They significantly improve the performance of multidimensional queries by reducing the number of request units (RUs) consumed during these operations. - -The **Vector Index** is specialized for high-dimensional vector data. Use cases include similarity searches, recommendation systems, and any other application requiring efficient handling of high-dimensional vectors. This index type optimizes the storage and retrieval of vectors typically utilized in AI application patterns such as RAG (Retrieval Augmented Generation). - -Learn more about indexing in the [Azure documentation](https://learn.microsoft.com/azure/cosmos-db/index-overview) diff --git a/09_Vector_Search_Cosmos_DB/README.md b/09_Vector_Search_Cosmos_DB/README.md index 05fdf8e..9fcf0a8 100644 --- a/09_Vector_Search_Cosmos_DB/README.md +++ b/09_Vector_Search_Cosmos_DB/README.md @@ -1,5 +1,21 @@ # Use vector search on embeddings in Azure Cosmos DB for NoSQL +## Cosmos DB indexing + +Azure Cosmos DB automatically indexes all properties for all items in a container. However, the creation of additional indexes can improve performance and add functionality such as spatial querying and vector search. + +The following indexes are supported by Azure Cosmos DB: + +The **Range Index** supports efficient execution of queries involving numerical and string data types. It is optimized for inequality comparisons (<, <=, >, >=) and sorting operations. Range indexes are particularly useful for time-series data, financial applications, and any scenario that requires filtering or sorting over a numeric range or alphabetically ordered strings. + +The **Spatial Index** excels with geospatial data types such as points, lines, and polygons. Spatial queries include operations such as finding intersections, conducting proximity searches, and handling bounding-box queries. Spatial indexes are crucial for applications that require geographic information system (GIS) capabilities, location-based services, and asset tracking. + +The **Composite Index** combines multiple properties into a single entry, optimizing complex queries that use multiple properties for filtering and sorting. They significantly improve the performance of multidimensional queries by reducing the number of request units (RUs) consumed during these operations. + +The **Vector Index** is specialized for high-dimensional vector data. Use cases include similarity searches, recommendation systems, and any other application requiring efficient handling of high-dimensional vectors. This index type optimizes the storage and retrieval of vectors typically utilized in AI application patterns such as RAG (Retrieval Augmented Generation). + +Learn more about indexing in the [Azure documentation](https://learn.microsoft.com/azure/cosmos-db/index-overview) + ## Embeddings and vector search Embedding is a way of serializing the semantic meaning of data into a vector representation. Because the generated vector embedding represents the semantic meaning, it means that when it is searched, it can find similar data based on the semantic meaning of the data rather than exact text. Data can come from many sources, including text, images, audio, and video. Because the data is represented as a vector, vector search can, therefore, find similar data across all different types of data. From 5e013cc4c34877e9e52eee0855f13fc6754ec59c Mon Sep 17 00:00:00 2001 From: Carey Payette Date: Mon, 16 Sep 2024 12:24:20 -0400 Subject: [PATCH 40/74] More minor updates --- 09_Vector_Search_Cosmos_DB/README.md | 2 +- 11_Backend_API/README.md | 2 +- Labs/lab_5_backend_api.md | 2 -- Labs/media/container_app_overview.png | Bin 3373082 -> 3373082 bytes Labs/media/container_app_ready.png | Bin 534122 -> 534122 bytes Labs/media/container_deploy.png | Bin 2044079 -> 0 bytes 6 files changed, 2 insertions(+), 4 deletions(-) delete mode 100644 Labs/media/container_deploy.png diff --git a/09_Vector_Search_Cosmos_DB/README.md b/09_Vector_Search_Cosmos_DB/README.md index 9fcf0a8..324e3f7 100644 --- a/09_Vector_Search_Cosmos_DB/README.md +++ b/09_Vector_Search_Cosmos_DB/README.md @@ -120,7 +120,7 @@ The following is an example of a vector indexing policy. ## Lab - Use vector search on embeddings in Azure Cosmos DB for NoSQL -In this lab, a notebook demonstrates how to add an embedding field to a document, create a vector search index, and perform a vector search query. The notebook ends with a demonstration of utilizing vector search with an LLM in a RAG scenario using Azure OpenAI. +In this lab, a notebook demonstrates how to add an embedding field to a document, create a container capable of vector search, and perform a vector search query. The notebook ends with a demonstration of utilizing vector search with an LLM in a RAG scenario using Azure OpenAI. This lab requires the Azure OpenAI endpoint and access key to be added to the settings (`.env`) file. Access this information by opening [Azure OpenAI Studio](https://oai.azure.com/portal) and selecting the **Gear**/Settings icon located to the right in the top toolbar. diff --git a/11_Backend_API/README.md b/11_Backend_API/README.md index b72c56a..d9bf18e 100644 --- a/11_Backend_API/README.md +++ b/11_Backend_API/README.md @@ -8,4 +8,4 @@ This lab also requires the data provided in the previous lab titled [Load data i >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. -Please visit the lab repository to complete [this lab](../Labs/lab_4_langchain.ipynb). +Please visit the lab repository to complete [this lab](../Labs/lab_5_backend_api.md). diff --git a/Labs/lab_5_backend_api.md b/Labs/lab_5_backend_api.md index 3295159..aec02ad 100644 --- a/Labs/lab_5_backend_api.md +++ b/Labs/lab_5_backend_api.md @@ -200,8 +200,6 @@ The last step is to deploy the backend api container image to Azure Container Ap az containerapp up --name --image /devguidebackendapi:v1 --resource-group --environment --ingress external ``` - ![The console output of the container app up command displays with the endpoint highlighted.](media/container_deploy.png) - 9. In the Azure Portal, locate and open the **Container App** resource ending in `-api`. 10. From the left menu, expand the **Application** section and select **Revisions and replicas**. Notice screen, there is a failed container revision (may need to select **Refresh** from the top toolbar menu). 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To get started with Azure PowerShell, install the [Azure PowerShell cmdlets](https://learn.microsoft.com/powershell/module/az.cosmosdb/) for Cosmos DB with the following PowerShell command in an administrator-level PowerShell window: +The Azure portal and Windows PowerShell can be used for managing Azure Cosmos DB for NoSQL. To get started with Azure PowerShell, install the [Azure PowerShell cmdlets](https://learn.microsoft.com/powershell/module/az.cosmosdb/) for Azure Cosmos DB with the following PowerShell command in an administrator-level PowerShell window: ```PowerShell Install-Module -Name Az.CosmosDB diff --git a/02_Overview_Cosmos_DB/README.md b/02_Overview_Cosmos_DB/README.md index 1496eb0..0d3f380 100644 --- a/02_Overview_Cosmos_DB/README.md +++ b/02_Overview_Cosmos_DB/README.md @@ -4,7 +4,7 @@ ## Azure Cosmos DB and AI -The surge of AI-powered applications has led to the need to integrate data from multiple data stores, introducing another layer of complexity as each data store tends to have its own workflow and operational performance. Azure Cosmos DB simplifies this process by providing a unified platform for all data types, including AI data. In particular, its support for vector storage and retrieval is a game-changer for generative AI applications. By representing complex data elements like text, images, or sound as high-dimensional vectors, Cosmos DB allows for efficient storage, indexing, and querying of these vectors, which is crucial for many generative AI tasks. +The surge of AI-powered applications has led to the need to integrate data from multiple data stores, introducing another layer of complexity as each data store tends to have its own workflow and operational performance. Azure Cosmos DB simplifies this process by providing a unified platform for all data types, including AI data. In particular, its support for vector storage and retrieval is a game-changer for generative AI applications. By representing complex data elements like text, images, or sound as high-dimensional vectors, Azure Cosmos DB allows for efficient storage, indexing, and querying of these vectors, which is crucial for many generative AI tasks. Unlike traditional databases requiring separate workarounds for different data types, Azure Cosmos DB supports relational, document, vector, key-value, graph, and table data models within a single, integrated environment. This simplification means you can leverage the same robust platform for all your AI data needs. Many AI applications rely on external stand-alone vector stores, which can be cumbersome to manage and maintain. Azure Cosmos DB's native support for vector storage and retrieval eliminates the need for these external stores as all the application's data is located in a single place thus streamlining the development and deployment of AI applications. These features enable the building, deploying, and scaling of AI applications to be more efficient and reliable, making Azure Cosmos DB an ideal choice for handling the complex data requirements of modern generative AI solutions. diff --git a/07_Create_First_Cosmos_DB_Project/README.md b/07_Create_First_Cosmos_DB_Project/README.md index 46a127b..ec6186a 100644 --- a/07_Create_First_Cosmos_DB_Project/README.md +++ b/07_Create_First_Cosmos_DB_Project/README.md @@ -1,6 +1,6 @@ -# Create your first Cosmos DB project +# Create your first Azure Cosmos DB project -This section will cover how to create your first Cosmos DB project. We'll use a notebook to demonstrate the basic CRUD operations. We'll also cover using the Azure Cosmos DB Emulator to test code locally. +This section will cover how to create your first Azure Cosmos DB project. We'll use a notebook to demonstrate the basic CRUD operations. We'll also cover using the Azure Cosmos DB Emulator to test code locally. ## Emulator support @@ -18,9 +18,9 @@ Learn more about the pre-requisites and installation of the emulator [here](http Authentication to Azure Cosmos DB for NoSQL uses a connection string. The connection string is a URL that contains the authentication information for the Azure Cosmos DB account or local emulator. -### Retrieving the connection string from the Cosmos DB Emulator +### Retrieving the connection string from the Azure Cosmos DB Emulator -The splash screen or **Quickstart** section of the Cosmos DB Emulator will display the connection string. Access this screen through the following URL: `https://localhost:8081/_explorer/index.html`. +The splash screen or **Quickstart** section of the Azure Cosmos DB Emulator will display the connection string. Access this screen through the following URL: `https://localhost:8081/_explorer/index.html`. ![The Azure Cosmos DB emulator screen displays with the local host url, the Quickstart tab, and the connection string highlighted.](media/emulator_connection_string.png) @@ -30,9 +30,9 @@ Retrieve the connection string from the Azure portal by navigating to the Azure ![The Azure Cosmos DB for NoSQL Connection strings screen displays with the copy button next to the connection string highlighted.](media/azure_connection_string.png) -## Lab - Create your first Cosmos DB for the NoSQL application +## Lab - Create your first Azure Cosmos DB for the NoSQL application -Using a notebook, we'll create a Cosmos DB for the NoSQL application in this lab using the **azure-cosmos** library and the Python language. Both the Azure Cosmos DB Emulator and Azure Cosmos DB account in Azure are supported for completion of this lab. +Using a notebook, we'll create an Azure Cosmos DB for the NoSQL application in this lab using the **azure-cosmos** library and the Python language. Both the Azure Cosmos DB Emulator and Azure Cosmos DB account in Azure are supported for completion of this lab. >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. @@ -42,10 +42,10 @@ The following concepts are covered in detail in this lab: ### Creating a database client -The `azure-cosmos` library is used to create a Cosmos DB for NoSQL database client. The client enables both DDL (data definition language) and DML (data manipulation language) operations. +The `azure-cosmos` library is used to create an Azure Cosmos DB for NoSQL database client. The client enables both DDL (data definition language) and DML (data manipulation language) operations. ```python -# Initialize the Cosmos DB client +# Initialize the Azure Cosmos DB client client = CosmosClient.from_connection_string(CONNECTION_STRING) ``` diff --git a/09_Vector_Search_Cosmos_DB/README.md b/09_Vector_Search_Cosmos_DB/README.md index 324e3f7..281cf93 100644 --- a/09_Vector_Search_Cosmos_DB/README.md +++ b/09_Vector_Search_Cosmos_DB/README.md @@ -1,6 +1,6 @@ # Use vector search on embeddings in Azure Cosmos DB for NoSQL -## Cosmos DB indexing +## Azure Cosmos DB indexing Azure Cosmos DB automatically indexes all properties for all items in a container. However, the creation of additional indexes can improve performance and add functionality such as spatial querying and vector search. @@ -58,7 +58,7 @@ The **diskANN index** leverages advanced vector indexing algorithms developed by ## Enabling vector search in Azure Cosmos DB for NoSQL -The Cosmos DB account that has been deployed with this guide is already enabled with the capability for vector search. For reference, the following Azure CLI command can be used to enable vector search on an existing Cosmos DB account: +The Azure Cosmos DB account that has been deployed with this guide is already enabled with the capability for vector search. For reference, the following Azure CLI command can be used to enable vector search on an existing Azure Cosmos DB account: ```bash az cosmosdb update --resource-group --name --capabilities EnableNoSQLVectorSearch diff --git a/Backend/cosmic_works/cosmic_works_ai_agent.py b/Backend/cosmic_works/cosmic_works_ai_agent.py index 1fb0847..9519030 100644 --- a/Backend/cosmic_works/cosmic_works_ai_agent.py +++ b/Backend/cosmic_works/cosmic_works_ai_agent.py @@ -30,7 +30,7 @@ AOAI_KEY = os.environ.get("AOAI_KEY") AOAI_API_VERSION = "2024-06-01" -# Initialize the Cosmos DB client, database and product (with vector) container +# Initialize the Azure Cosmos DB client, database and product (with vector) container client = CosmosClient.from_connection_string(CONNECTION_STRING) db = client.get_database_client("cosmic_works") product_v_container = db.get_container_client("product_v") diff --git a/Labs/deploy/deploy.md b/Labs/deploy/deploy.md index ba0a245..e0937b4 100644 --- a/Labs/deploy/deploy.md +++ b/Labs/deploy/deploy.md @@ -55,7 +55,3 @@ New-AzResourceGroupDeployment -ResourceGroupName cosmos-devguide-rg -TemplateFil > ````powershell > Update-AzCosmosDBAccount -ResourceGroupName -Name -Capabilities @{name="EnableNoSQLVectorSearch"} > ```` - -## Enroll with the DiskANN early preview - -To enroll in the DiskANN early preview, fill the following form [Azure Cosmos DB for NoSQL DiskANN Early Preview](https://forms.office.com/pages/responsepage.aspx?id=v4j5cvGGr0GRqy180BHbR7M9usLEDhFDufzz-8echE9UREtCOVhQWkZLVlhTRlNBM0lLUkdRTEwxUy4u&route=shorturl) and a member of the Cosmos DB team will reach out to you. diff --git a/Labs/lab_1_first_application.ipynb b/Labs/lab_1_first_application.ipynb index 09d0f53..84dac76 100644 --- a/Labs/lab_1_first_application.ipynb +++ b/Labs/lab_1_first_application.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# First Cosmos DB for NoSQL application" + "# First Azure Cosmos DB for NoSQL application" ] }, { @@ -28,13 +28,13 @@ "source": [ "## Create a database\n", "\n", - "Ensure the Cosmos DB account connection string is located in a `.env` file in the root of the project, you will need to create this file. The `.env` file should contain the following value (replace the value with your own connection string):\n", + "Ensure the Azure Cosmos DB account connection string is located in a `.env` file in the root of the project, you will need to create this file. The `.env` file should contain the following value (replace the value with your own connection string):\n", "\n", "COSMOS_DB_CONNECTION_STRING=\"cosmos__db__connection_string\"\n", "\n", ">**Note**: If you are running using the **local emulator**, append the following value to the connection string: `&retrywrites=false&tlsallowinvalidcertificates=true`.\n", "\n", - "To create a NoSQL database in Cosmos DB, first instantiate a `CosmosClient` object, use the `create_database_if_not_exists` method to create a database if it does not exist to avoid any exceptions should the database already exist. This method will create a database with the specified name if it does not exist, otherwise it will return the existing database." + "To create a NoSQL database in Azure Cosmos DB, first instantiate a `CosmosClient` object, use the `create_database_if_not_exists` method to create a database if it does not exist to avoid any exceptions should the database already exist. This method will create a database with the specified name if it does not exist, otherwise it will return the existing database." ] }, { @@ -46,7 +46,7 @@ "load_dotenv()\n", "CONNECTION_STRING = os.environ.get(\"COSMOS_DB_CONNECTION_STRING\")\n", "\n", - "# Initialize the Cosmos DB client\n", + "# Initialize the Azure Cosmos DB client\n", "client = CosmosClient.from_connection_string(CONNECTION_STRING)\n", "\n", "# Create or load the cosmic_works database\n", @@ -83,7 +83,7 @@ "source": [ "## Create or Update a document (Upsert)\n", "\n", - "Documents in Cosmos DB for NoSQL API are represented as JSON objects. In this lab, the Pydantic library is used to create a model for the document. This model is then used to create a document in the database using built-in serialization methods. Find the models in the `models` folder. Notice the class property definitions include aliases, these aliases can be used to override the serialized property names. This is useful when the property names in the model do not match the property names desired in the database.\n", + "Documents in Azure Cosmos DB for NoSQL API are represented as JSON objects. In this lab, the Pydantic library is used to create a model for the document. This model is then used to create a document in the database using built-in serialization methods. Find the models in the `models` folder. Notice the class property definitions include aliases, these aliases can be used to override the serialized property names. This is useful when the property names in the model do not match the property names desired in the database.\n", "\n", "One method of creating a document is using the `create_item` method. This method takes a single document and inserts it into the database, if the item already exists in the container, and exception is thrown. Alternatively, the `upsert_item` method can also be used to insert a document into the database and in this case, if the document already exists, it will be updated." ] @@ -145,7 +145,7 @@ "retrieved_product = query_item_by_id(container, product.id, Product)\n", "\n", "# Print the retrieved product\n", - "print(\"\\nCast Product from document retrieved from Cosmos DB:\")\n", + "print(\"\\nCast Product from document retrieved from Azure Cosmos DB:\")\n", "print(retrieved_product)" ] }, diff --git a/Labs/lab_2_load_data.ipynb b/Labs/lab_2_load_data.ipynb index 084dbef..a1a84dc 100644 --- a/Labs/lab_2_load_data.ipynb +++ b/Labs/lab_2_load_data.ipynb @@ -4,9 +4,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Load data into Cosmos DB for NosQL API\n", + "# Load data into Azure Cosmos DB for NosQL API\n", "\n", - "This notebook demonstrates how to load data into Cosmos DB from Cosmic Works JSON files from Azure Storage into the database using the NoSQL API." + "This notebook demonstrates how to load data into Azure Cosmos DB from Cosmic Works JSON files from Azure Storage into the database using the NoSQL API." ] }, { @@ -39,7 +39,7 @@ "load_dotenv()\n", "CONNECTION_STRING = os.environ.get(\"COSMOS_DB_CONNECTION_STRING\")\n", "\n", - "# Initialize the Cosmos DB client\n", + "# Initialize the Azure Cosmos DB client\n", "client = CosmosClient.from_connection_string(CONNECTION_STRING)\n", "\n", "# Create or load the cosmic_works database\n", diff --git a/Labs/lab_3_cosmosdb_vector_search.ipynb b/Labs/lab_3_cosmosdb_vector_search.ipynb index 004fb2a..f85ccf0 100644 --- a/Labs/lab_3_cosmosdb_vector_search.ipynb +++ b/Labs/lab_3_cosmosdb_vector_search.ipynb @@ -73,7 +73,7 @@ "metadata": {}, "outputs": [], "source": [ - "# Initialize the Cosmos DB client\n", + "# Initialize the Azure Cosmos DB client\n", "client = CosmosClient.from_connection_string(CONNECTION_STRING)\n", "\n", "# Create or load the cosmic_works database\n", diff --git a/Labs/lab_4_langchain.ipynb b/Labs/lab_4_langchain.ipynb index 15b8873..c1d4335 100644 --- a/Labs/lab_4_langchain.ipynb +++ b/Labs/lab_4_langchain.ipynb @@ -83,7 +83,7 @@ " chunk_size=800\n", ")\n", "\n", - "# Initialize the Cosmos DB client, database and product (with vector) container\n", + "# Initialize the Azure Cosmos DB client, database and product (with vector) container\n", "client = CosmosClient.from_connection_string(CONNECTION_STRING)\n", "db = client.get_database_client(\"cosmic_works\")\n", "product_v_container = db.get_container_client(\"product_v\")\n", diff --git a/README.md b/README.md index 80b02fe..78c8a3a 100644 --- a/README.md +++ b/README.md @@ -7,7 +7,7 @@ 1. [Overview of AI Concepts](/04_Overview_AI_Concepts/README.md) 1. [Explore the Azure OpenAI models and endpoints (console app)](/05_Explore_OpenAI_models/README.md) 1. [Provision Azure resources](/06_Provision_Azure_Resources/README.md) -1. [Create your first Cosmos DB project](/07_Create_First_Cosmos_DB_Project/README.md) +1. [Create your first Azure Cosmos DB project](/07_Create_First_Cosmos_DB_Project/README.md) 1. [Load data into Azure Cosmos DB NoSQL API](/08_Load_Data/README.md) 1. [Use vector search on embeddings in Azure Cosmos DB for NoSQL](/09_Vector_Search_Cosmos_DB/README.md) 1. [LangChain](/10_LangChain/README.md) From b328b29086fa7359d2fd5c0f1fff77c9bc0b254a Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Wed, 18 Sep 2024 13:30:03 -0400 Subject: [PATCH 42/74] fix a couple internal links --- 11_Backend_API/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/11_Backend_API/README.md b/11_Backend_API/README.md index d9bf18e..2f4fbd5 100644 --- a/11_Backend_API/README.md +++ b/11_Backend_API/README.md @@ -4,7 +4,7 @@ In the previous lab, a LangChain agent was created armed with tools to do vector This lab implements a backend API using FastAPI that exposes the LangChain agent functionality. The provided code leverages Docker containers and includes full step-by-step instructions to run and test the API locally as well as deployed to [Azure Container Apps](https://learn.microsoft.com/azure/container-apps/overview) (leveraging the [Azure Container Registry](https://learn.microsoft.com/azure/container-registry/)). -This lab also requires the data provided in the previous lab titled [Load data into Azure Cosmos DB API for NoSQL containers](../08_Load_Data/README.md#lab---load-data-into-azure-cosmos-db-api-for-mongodb-collections) as well as the populated vector index created in the lab titled [Vector Search using Azure Cosmos DB for NoSQL](../09_Vector_Search_Cosmos_DB/README.md#lab---use-vector-search-on-embeddings-in-vcore-based-azure-cosmos-db-for-mongodb). Run all cells in both notebooks to prepare the data for use in this lab. +This lab also requires the data provided in the previous lab titled [Load data into Azure Cosmos DB API for NoSQL containers](../08_Load_Data/README.md#lab---load-data-into-azure-cosmos-db-for-nosql-containers) as well as the populated vector index created in the lab titled [Vector Search using Azure Cosmos DB for NoSQL](../09_Vector_Search_Cosmos_DB/README.md#lab---use-vector-search-on-embeddings-in-azure-cosmos-db-for-nosql). Run all cells in both notebooks to prepare the data for use in this lab. >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. From 1cca382916b15c9de36f8b8dbfba599870322dd6 Mon Sep 17 00:00:00 2001 From: codingbandit Date: Wed, 18 Sep 2024 13:45:02 -0400 Subject: [PATCH 43/74] Update README.md --- 01_Azure_Overview/README.md | 2 -- 1 file changed, 2 deletions(-) diff --git a/01_Azure_Overview/README.md b/01_Azure_Overview/README.md index 8ea6abc..a97c54a 100644 --- a/01_Azure_Overview/README.md +++ b/01_Azure_Overview/README.md @@ -16,8 +16,6 @@ To facilitate developers' adoption of Azure, Microsoft offers a [free subscripti The [Azure Fundamentals Microsoft Learn Module](https://learn.microsoft.com/learn/modules/intro-to-azure-fundamentals/) demonstrates the different classifications of Azure Services. Moreover, Azure supports a variety of common tools, such as Visual Studio, PowerShell, and the Azure CLI, to manage Azure environments. - ![IaaS and PaaS Azure service classification and categories](media/azure-services.png "Categories of Azure services") - ### The Azure resource management hierarchy Azure provides a flexible resource hierarchy to simplify cost management and security. 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z%drkGQNFTP|h75ePJyfM>$qMimNR%T+)l3k2#* zz%yZQqYC-hauv|X0)hGx@J!g-s6sxrTm>|;K%l+^JQMadO!?&;US>MBApijgKmY;| zfB*y_009U<00Izz00bb=76hEI^lhOlNJE91Rwwb2tWV= z5P$##Adq;L?{RW2tWV=5P$##AOHafKmY;|fB*y_Pziy1-oE|S>y|#TQRTV* Oy5Icu!qVUQ{QnP-MCN_~ From 69dce8c1ef070ae952c8514a71a29bb3e591bca5 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Wed, 18 Sep 2024 13:55:16 -0400 Subject: [PATCH 45/74] fix broken Azure AI Studio image --- 03_Overview_Azure_OpenAI/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/03_Overview_Azure_OpenAI/README.md b/03_Overview_Azure_OpenAI/README.md index f401db7..35b49bc 100644 --- a/03_Overview_Azure_OpenAI/README.md +++ b/03_Overview_Azure_OpenAI/README.md @@ -122,7 +122,7 @@ Specifically, Azure AI Studio combines: Azure AI Studio enables teams to collaborate efficiently and effectively on AI projects, such as developing custom copilot applications that use large language models (LLMs). -![Azure AI Studio screenshot](images/2024-01-23-17-52-46.png) +![Azure AI Studio screenshot](images/2024-08-11_19-15-33.jpg) Tasks accomplished using Azure AI Studio include: From 7c6bbfefe4f2dddc7adf07d6e7cb456c68456731 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Wed, 18 Sep 2024 14:06:19 -0400 Subject: [PATCH 46/74] updates to 03_Overview_Azure_OpenAI - add "and AI Services" to title of this section - remove Machine Learning from table/list of Azure AI Services to match documentation - fix name of "Azure Machine Learning vs Azure OpenAI" sub-section --- 03_Overview_Azure_OpenAI/README.md | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/03_Overview_Azure_OpenAI/README.md b/03_Overview_Azure_OpenAI/README.md index 35b49bc..f4ff239 100644 --- a/03_Overview_Azure_OpenAI/README.md +++ b/03_Overview_Azure_OpenAI/README.md @@ -1,4 +1,4 @@ -# Overview of Azure OpenAI +# Overview of Azure OpenAI and AI Services Azure OpenAI is a collaboration between Microsoft Azure and OpenAI, a leading research organization in artificial intelligence. It is a cloud-based platform that enables developers and data scientists to build and deploy AI models quickly and easily. With Azure OpenAI, users can access a wide range of AI tools and technologies to create intelligent applications, including natural language processing, computer vision, and deep learning. @@ -61,7 +61,6 @@ Here's a list of the AI services within the [Azure AI platform](https://learn.mi | Face | Detect and identify people and emotions in images | | Immersive Reader | Help users read and comprehend text | | Language | Build apps with industry-leading natural language understanding capabilities | -| Machine Learning | ML professionals, data scientists, and engineers can use Azure Machine Learning in their day-to-day workflows to train and deploy models, such as those built from an open-source platform, such as PyTorch, TensorFlow, or scikit-learn | | Speech | Speech to text, text to speech, translation and speaker recognition | | Translator | Translate more than 100 languages and dialects | | Video Indexer | Extract actionable insights from videos | @@ -96,7 +95,7 @@ ML projects often require a team with a varied skill set to build and maintain. Enterprises working in the Microsoft Azure cloud can use familiar security and role-based access control for infrastructure. A project can be set up to deny access to protected data and select operations. -#### Azure Machine Learning vs Azure Open AI +#### Azure Machine Learning vs Azure OpenAI Many of the Azure AI services are suited to a very specific AI / ML need. The Azure Machine Learning and Azure OpenAI services offer more flexible usage based on the solution requirements. From ace4c6e5008bf309af94ef1c53f5e95707627899 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Wed, 18 Sep 2024 14:14:53 -0400 Subject: [PATCH 47/74] update Azure AI Services messaging --- 03_Overview_Azure_OpenAI/README.md | 26 +++++++++++++------------- 1 file changed, 13 insertions(+), 13 deletions(-) diff --git a/03_Overview_Azure_OpenAI/README.md b/03_Overview_Azure_OpenAI/README.md index f4ff239..45ae467 100644 --- a/03_Overview_Azure_OpenAI/README.md +++ b/03_Overview_Azure_OpenAI/README.md @@ -52,19 +52,19 @@ Here's a list of the AI services within the [Azure AI platform](https://learn.mi | Service | Description | | --- | --- | -| Azure AI Search | Bring AI-powered cloud search to mobile and web apps | -| Azure OpenAI | Perform a wide variety of natural language tasks | -| Bot Service | Create bots and connect them across channels | -| Content Safety | An AI service that detects unwanted contents | -| Custom Vision | Customize image recognition to fit the business | -| Document Intelligence | Turn documents into usable data at a fraction of the time and cost | -| Face | Detect and identify people and emotions in images | -| Immersive Reader | Help users read and comprehend text | +| Azure AI Search | Bring AI-powered cloud search to mobile and web apps. | +| Azure OpenAI | Perform a wide variety of natural language tasks. | +| Bot Service | Create bots and connect them across channels. | +| Content Safety | An AI service that detects unwanted contents. | +| Custom Vision | Customize image recognition to fit the business. | +| Document Intelligence | Turn documents into intelligent data-driven solutions. | +| Face | Detect and identify people and emotions in images. | +| Immersive Reader | Help users read and comprehend text. | | Language | Build apps with industry-leading natural language understanding capabilities | -| Speech | Speech to text, text to speech, translation and speaker recognition | -| Translator | Translate more than 100 languages and dialects | -| Video Indexer | Extract actionable insights from videos | -| Vision | Analyze content in images and videos | +| Speech | Speech to text, text to speech, translation and speaker recognition. | +| Translator | Use AI-powered translation technology to translate more than 100 in-use, at-risk, and endangered languages and dialects. | +| Video Indexer | Extract actionable insights from videos. | +| Vision | Analyze content in images and videos. | > **Note:** Follow this link for additional tips to help in determining the which Azure AI service is most appropriate for a specific project requirement: @@ -103,7 +103,7 @@ Here are a couple differentiators to help determine which of these to services t - Azure Machine Learning service is appropriate for solutions where a custom model needs to be trained specifically on private data. -- Azure OpenAI service is appropriate for solutions that require pre-trained models that provide natural language processing or vision services, such as the GPT-4 or DALL-E models from OpenAI. +- Azure OpenAI service is appropriate for solutions that require pre-trained models that provide natural language processing or vision services, such as the GPT-3.5, GPT-4o or DALL-E models from OpenAI. If the solution requires other more task specific AI features, then one of the other Azure AI services should be considered. From 8ca0cb311d9a704aff559ac967225b2d9332e39b Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Tue, 1 Oct 2024 13:34:17 -0400 Subject: [PATCH 48/74] Create run-local.sh --- Backend/run-local.sh | 4 ++++ 1 file changed, 4 insertions(+) create mode 100755 Backend/run-local.sh diff --git a/Backend/run-local.sh b/Backend/run-local.sh new file mode 100755 index 0000000..651ec97 --- /dev/null +++ b/Backend/run-local.sh @@ -0,0 +1,4 @@ +pip install -r requirements.txt + +uvicorn app:app --host "0.0.0.0" --port 80 --forwarded-allow-ips "*" --proxy-headers + From 9f1b17bf082ba2294a9f3a3e818aea02400a54ce Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Tue, 1 Oct 2024 13:42:28 -0400 Subject: [PATCH 49/74] Update run-local.sh --- Backend/run-local.sh | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Backend/run-local.sh b/Backend/run-local.sh index 651ec97..b226057 100755 --- a/Backend/run-local.sh +++ b/Backend/run-local.sh @@ -1,4 +1,4 @@ pip install -r requirements.txt -uvicorn app:app --host "0.0.0.0" --port 80 --forwarded-allow-ips "*" --proxy-headers +uvicorn app:app --host "0.0.0.0" --port 4242 --forwarded-allow-ips "*" --proxy-headers From 5b1d29ef79a9fb6616248954c11d87159ee11efa Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Tue, 1 Oct 2024 14:09:20 -0400 Subject: [PATCH 50/74] Update lab_0_explore_and_use_models.ipynb --- Labs/lab_0_explore_and_use_models.ipynb | 24 ++++++++++++++++++++++-- 1 file changed, 22 insertions(+), 2 deletions(-) diff --git a/Labs/lab_0_explore_and_use_models.ipynb b/Labs/lab_0_explore_and_use_models.ipynb index eee50e0..04b1bb9 100644 --- a/Labs/lab_0_explore_and_use_models.ipynb +++ b/Labs/lab_0_explore_and_use_models.ipynb @@ -7,6 +7,26 @@ "# Explore and use Azure OpenAI models from code" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Install Requirements\n", + "\n", + "Before we can start running the Python code below, we need to install the necessary Python libraries required.\n", + "\n", + "Run the following command to install the Python libraries required for this lab, as listed within the `requirements.txt` file:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "!pip install -r requirements.txt" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -55,7 +75,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -123,7 +143,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.12.6" } }, "nbformat": 4, From f76005f0c16b3cd471ed3f17df5513776483e2fd Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Tue, 1 Oct 2024 15:12:13 -0400 Subject: [PATCH 51/74] working on session state --- Backend/app.py | 18 +++++++++++++++--- 1 file changed, 15 insertions(+), 3 deletions(-) diff --git a/Backend/app.py b/Backend/app.py index fdd0bb0..7d976b0 100644 --- a/Backend/app.py +++ b/Backend/app.py @@ -4,6 +4,8 @@ from fastapi import FastAPI from fastapi.middleware.cors import CORSMiddleware +import uuid + from api_models.ai_request import AIRequest from cosmic_works.cosmic_works_ai_agent import CosmicWorksAIAgent @@ -38,6 +40,16 @@ def run_cosmic_works_ai_agent(request: AIRequest): """ Run the Cosmic Works AI agent. """ - if request.session_id not in agent_pool: - agent_pool[request.session_id] = CosmicWorksAIAgent(request.session_id) - return { "message": agent_pool[request.session_id].run(request.prompt) } + prompt = request.prompt + session_id = request.session_id + + # If no session_id is provided or default is provided, generate a new one. + if (session_id is None or session_id == "1234"): + session_id = str(uuid.uuid4()) + + # If the session_id is not in the agent pool, create a new agent. + if session_id not in agent_pool: + agent_pool[session_id] = CosmicWorksAIAgent(session_id) + + # Run the agent with the provided prompt. + return { "message": agent_pool[session_id].run(prompt), "session_id": session_id } From 8e9ea76a299b47d38e9bc6ced5e78568ce7e9971 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Tue, 1 Oct 2024 16:22:29 -0400 Subject: [PATCH 52/74] saving session state in Cosmos DB Container --- Backend/cosmic_works/cosmic_works_ai_agent.py | 58 +++++++++++++++++-- 1 file changed, 54 insertions(+), 4 deletions(-) diff --git a/Backend/cosmic_works/cosmic_works_ai_agent.py b/Backend/cosmic_works/cosmic_works_ai_agent.py index 9519030..36a278f 100644 --- a/Backend/cosmic_works/cosmic_works_ai_agent.py +++ b/Backend/cosmic_works/cosmic_works_ai_agent.py @@ -7,11 +7,12 @@ """ import os import json -from pydantic import BaseModel +from datetime import datetime +from pydantic import BaseModel, Field from typing import Type, TypeVar, List from dotenv import load_dotenv from langchain_openai import AzureChatOpenAI, AzureOpenAIEmbeddings -from azure.cosmos import CosmosClient, ContainerProxy +from azure.cosmos import CosmosClient, ContainerProxy, PartitionKey from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder from langchain_core.tools import StructuredTool from langchain.agents.agent_toolkits import create_retriever_tool @@ -36,6 +37,16 @@ product_v_container = db.get_container_client("product_v") sales_order_container = db.get_container_client("salesOrder") +# Initialize the chat session container, create if not exists +db.create_container_if_not_exists(id="chat_session", partition_key=PartitionKey(path="/id")) +chat_session_container = db.get_container_client("chat_session") + + +class ChatSession(BaseModel): + id: str # The session ID + title: str # The title of the chat session + history: List[dict] = Field(default_factory=list) # The chat history + class CosmicWorksAIAgent: """ The CosmicWorksAIAgent class creates Cosmo, an AI agent @@ -44,6 +55,9 @@ class CosmicWorksAIAgent: """ def __init__(self, session_id: str): self.session_id = session_id + + self.chat_session = self.load_or_create_chat_session(session_id) + llm = AzureChatOpenAI( temperature = 0, openai_api_version = AOAI_API_VERSION, @@ -97,10 +111,46 @@ def run(self, prompt: str) -> str: """ Run the AI agent. """ - result = self.agent_executor.invoke({"input": prompt}) - return result["output"] + # Add the existing chat history to the prompt + chat_history = [{"role": msg["role"], "content": msg["content"]} for msg in self.chat_session.history] + full_prompt = { + "input": prompt, + "chat_history": chat_history + } + + # Run the AI agent with the chat history context + result = self.agent_executor.invoke(full_prompt) + response = result["output"] + + # Update chat history with new interaction + self.chat_session.history.append({"role": "user", "content": prompt}) + self.chat_session.history.append({"role": "assistant", "content": response}) + + # Save updated chat history to Cosmos DB + chat_session_container.upsert_item(self.chat_session.dict()) + return response + + def load_or_create_chat_session(self, session_id: str) -> ChatSession: + """ + Load an existing session from the Cosmos DB container, or create a new one if not found. + """ + try: + # Try to read the session from Cosmos DB + session_item = chat_session_container.read_item(item=session_id, partition_key=session_id) + return ChatSession(**session_item) + except Exception: + # If the session is not found, create a new one + new_session = ChatSession( + id=session_id, + session_id=session_id, + title=f"{datetime.utcnow().strftime('%Y-%m-%d %H:%M:%S UTC')}", + chat_history=[] + ) + chat_session_container.upsert_item(new_session.model_dump()) + return new_session + # Tools helper methods def delete_attribute_by_alias(instance: BaseModel, alias:str): """ From bf0faf8110c80111fbc551331babafc37a4e7439 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Tue, 1 Oct 2024 17:06:19 -0400 Subject: [PATCH 53/74] working on session history --- Backend/app.py | 42 ++++++++++++++++++- Backend/cosmic_works/cosmic_works_ai_agent.py | 6 +-- 2 files changed, 44 insertions(+), 4 deletions(-) diff --git a/Backend/app.py b/Backend/app.py index 7d976b0..1cfc79a 100644 --- a/Backend/app.py +++ b/Backend/app.py @@ -1,7 +1,7 @@ """ API entrypoint for backend API. """ -from fastapi import FastAPI +from fastapi import FastAPI, HTTPException from fastapi.middleware.cors import CORSMiddleware import uuid @@ -53,3 +53,43 @@ def run_cosmic_works_ai_agent(request: AIRequest): # Run the agent with the provided prompt. return { "message": agent_pool[session_id].run(prompt), "session_id": session_id } + + +# ======================== +import os +from dotenv import load_dotenv +from azure.cosmos import CosmosClient +from pydantic import BaseModel +from typing import List + +load_dotenv() + +# Your existing Cosmos DB client and container setup +CONNECTION_STRING = os.environ.get("COSMOS_DB_CONNECTION_STRING") +client = CosmosClient.from_connection_string(CONNECTION_STRING) +db = client.get_database_client("cosmic_works") +chat_session_container = db.get_container_client("chat_session") + +# Define the model for a Chat Session response +class ChatSessionResponse(BaseModel): + session_id: str + title: str + +@app.get("/sessions") #, response_model=List[ChatSessionResponse]) +def list_sessions(): + """ + Endpoint to list all chat sessions. + """ + try: + # Query to get all sessions in the chat_session_container + query = "SELECT c.session_id, c.title FROM c" + sessions = list(chat_session_container.query_items( + query=query, + enable_cross_partition_query=True + )) + + # Convert the sessions into a list of ChatSessionResponse objects + session_responses = [ChatSessionResponse(session_id=session['session_id'], title=session['title']) for session in sessions] + return session_responses + except Exception as e: + raise HTTPException(status_code=500, detail=f"Failed to retrieve sessions: {str(e)}") diff --git a/Backend/cosmic_works/cosmic_works_ai_agent.py b/Backend/cosmic_works/cosmic_works_ai_agent.py index 36a278f..8bb780e 100644 --- a/Backend/cosmic_works/cosmic_works_ai_agent.py +++ b/Backend/cosmic_works/cosmic_works_ai_agent.py @@ -123,12 +123,12 @@ def run(self, prompt: str) -> str: result = self.agent_executor.invoke(full_prompt) response = result["output"] - # Update chat history with new interaction + # Update session chat history with new interaction self.chat_session.history.append({"role": "user", "content": prompt}) self.chat_session.history.append({"role": "assistant", "content": response}) - # Save updated chat history to Cosmos DB - chat_session_container.upsert_item(self.chat_session.dict()) + # Save updated session chat history to Cosmos DB + chat_session_container.upsert_item(self.chat_session.model_dump()) return response From 549064dcac0ecd1d4132f87a35808da1d462e36f Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Wed, 2 Oct 2024 12:39:16 -0400 Subject: [PATCH 54/74] adding stuff for session history --- Backend/app.py | 30 +++++++++++++++++++++++++++--- 1 file changed, 27 insertions(+), 3 deletions(-) diff --git a/Backend/app.py b/Backend/app.py index 1cfc79a..77b4f6f 100644 --- a/Backend/app.py +++ b/Backend/app.py @@ -75,21 +75,45 @@ class ChatSessionResponse(BaseModel): session_id: str title: str -@app.get("/sessions") #, response_model=List[ChatSessionResponse]) +@app.get("/session/list") #, response_model=List[ChatSessionResponse]) def list_sessions(): """ Endpoint to list all chat sessions. """ try: # Query to get all sessions in the chat_session_container - query = "SELECT c.session_id, c.title FROM c" + query = "SELECT c.id, c.title FROM c" sessions = list(chat_session_container.query_items( query=query, enable_cross_partition_query=True )) # Convert the sessions into a list of ChatSessionResponse objects - session_responses = [ChatSessionResponse(session_id=session['session_id'], title=session['title']) for session in sessions] + session_responses = [ChatSessionResponse(session_id=session['id'], title=session['title']) for session in sessions] return session_responses except Exception as e: raise HTTPException(status_code=500, detail=f"Failed to retrieve sessions: {str(e)}") + +# GET /session/load/{session_id} +@app.get("/session/load/{session_id}") +def load_session(session_id: str): + """ + Endpoint to load a chat session by session_id. + """ + try: + # Query to get the chat session with the provided session_id + query = f"SELECT * FROM c WHERE c.id = '{session_id}'" + session = list(chat_session_container.query_items( + query=query, + enable_cross_partition_query=True + )) + + # If the session exists, return it + if session: + return session[0] + else: + raise HTTPException(status_code=404, detail="Session not found") + except Exception as e: + raise HTTPException(status_code=500, detail=f"Failed to retrieve session: {str(e)}") + + \ No newline at end of file From 484346aec0339e7801492b3810354defb63ff8f7 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Tue, 8 Oct 2024 16:22:44 -0400 Subject: [PATCH 55/74] Update app.py --- Backend/app.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/Backend/app.py b/Backend/app.py index 77b4f6f..3be6723 100644 --- a/Backend/app.py +++ b/Backend/app.py @@ -55,6 +55,8 @@ def run_cosmic_works_ai_agent(request: AIRequest): return { "message": agent_pool[session_id].run(prompt), "session_id": session_id } +# ======================== +# Chat Session State / History Support is below: # ======================== import os from dotenv import load_dotenv From 5ab6f94b921ba0b1da91c0114feeb9b2caadabec Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Wed, 9 Oct 2024 13:27:31 -0400 Subject: [PATCH 56/74] add Azure AI Services advantage to Azure Overview section --- 01_Azure_Overview/README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/01_Azure_Overview/README.md b/01_Azure_Overview/README.md index a97c54a..2eee723 100644 --- a/01_Azure_Overview/README.md +++ b/01_Azure_Overview/README.md @@ -6,6 +6,8 @@ Millions of customers worldwide trust the Azure platform, and there are over 90, By offering solutions on Azure, ISVs can access one of the largest B2B markets in the world. Through the [Azure Partner Builder's Program](https://partner.microsoft.com/marketing/azure-isv-technology-partners), Microsoft assists ISVs with the tools and platform to offer their solutions for customers to evaluate, purchase, and deploy with just a few clicks of the mouse. +One of the advantages of choosing Microsoft Azure is access to the Azure AI Services and [Azure OpenAI Service](https://azure.microsoft.com/products/ai-services/openai-service), which empowers developers to integrate advanced artificial intelligence and natural language processing capabilities into their solutions. Developers are able to build, deploy, and manage applications with the language or platform of their choice. With Azure OpenAI Service and other Azure AI services, AI is now available to developers of all skill levels to build scale without constraint. + Microsoft's development suite includes such tools as the various [Visual Studio](https://visualstudio.microsoft.com/) products, [Azure DevOps](https://dev.azure.com/), [GitHub](https://github.com/), and low-code [Power Apps](https://powerapps.microsoft.com/). All of these contribute to Azure's success and growth through their tight integrations with the Azure platform. Organizations that adopt modern tools are 65% more innovative, according to a [2020 McKinsey & Company report.](https://azure.microsoft.com/mediahandler/files/resourcefiles/developer-velocity-how-software-excellence-fuels-business-performance/Developer-Velocity-How-software-excellence-fuels-business-performance-v4.pdf) ![This image demonstrates common development tools on the Microsoft cloud platform to expedite application development.](media/ISV-Tech-Builders-tools-white.png "Microsoft cloud tooling") From c0a0882553244b43ab0107fb36bceb3ba4982f7e Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Wed, 9 Oct 2024 13:56:52 -0400 Subject: [PATCH 57/74] Backend: fix API error if lookup of Product or SalesOrder by id/sku doesn't yield any results --- Backend/cosmic_works/cosmic_works_ai_agent.py | 27 ++++++++++++++++--- 1 file changed, 23 insertions(+), 4 deletions(-) diff --git a/Backend/cosmic_works/cosmic_works_ai_agent.py b/Backend/cosmic_works/cosmic_works_ai_agent.py index 8bb780e..c8ee5a3 100644 --- a/Backend/cosmic_works/cosmic_works_ai_agent.py +++ b/Backend/cosmic_works/cosmic_works_ai_agent.py @@ -176,20 +176,35 @@ def get_single_item_by_field_name( "name": "@value", "value": field_value } - ] - item = list(container.query_items( + ] + items = list(container.query_items( query=query, parameters=parameters, enable_cross_partition_query=True - ))[0] - item_casted = model(**item) + )) + + # Check if any item is returned + if not items: + return None # Return None if no item is found + + # Cast the item to the provided model + item_casted = model(**items[0]) return item_casted + # item = list(container.query_items( + # query=query, + # parameters=parameters, + # enable_cross_partition_query=True + # ))[0] + # item_casted = model(**item) + # return item_casted def get_product_by_id(product_id: str) -> str: """ Retrieves a product by its ID. """ item = get_single_item_by_field_name(product_v_container, "id", product_id, Product) + if item is None: + return json.dumps({"error": "Product with 'id' ({id}) not found."}, indent=4) delete_attribute_by_alias(item, "contentVector") return json.dumps(item, indent=4, default=str) @@ -198,6 +213,8 @@ def get_product_by_sku(sku: str) -> str: Retrieves a product by its sku. """ item = get_single_item_by_field_name(product_v_container, "sku", sku, Product) + if item is None: + return json.dumps({"error": "Product with 'sku' ({sku}) not found."}, indent=4) delete_attribute_by_alias(item, "contentVector") return json.dumps(item, indent=4, default=str) @@ -206,4 +223,6 @@ def get_sales_by_id(sales_id: str) -> str: Retrieves a sales order by its ID. """ item = get_single_item_by_field_name(sales_order_container, "id", sales_id, SalesOrder) + if item is None: + return json.dumps({"error": "SalesOrder with 'id' ({id}) not found."}, indent=4) return json.dumps(item, indent=4, default=str) From 02bf49b2b031ddceeefe5d4888f6dd9402ee4fa2 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Wed, 9 Oct 2024 14:26:03 -0400 Subject: [PATCH 58/74] Move code that saves/loads chat session state into provider class --- Backend/api_models/chat_session.py | 7 + Backend/api_models/chat_session_request.py | 6 + Backend/app.py | 68 +++------- .../cosmosdb_chat_session_state_provider.py | 126 ++++++++++++++++++ Backend/cosmic_works/cosmic_works_ai_agent.py | 43 ++---- 5 files changed, 169 insertions(+), 81 deletions(-) create mode 100644 Backend/api_models/chat_session.py create mode 100644 Backend/api_models/chat_session_request.py create mode 100644 Backend/chat_session_state/cosmosdb_chat_session_state_provider.py diff --git a/Backend/api_models/chat_session.py b/Backend/api_models/chat_session.py new file mode 100644 index 0000000..bd7ae8c --- /dev/null +++ b/Backend/api_models/chat_session.py @@ -0,0 +1,7 @@ +from pydantic import BaseModel, Field +from typing import List + +class ChatSession(BaseModel): + id: str # The session ID + title: str # The title of the chat session + history: List[dict] = Field(default_factory=list) # The chat history diff --git a/Backend/api_models/chat_session_request.py b/Backend/api_models/chat_session_request.py new file mode 100644 index 0000000..f66eb7a --- /dev/null +++ b/Backend/api_models/chat_session_request.py @@ -0,0 +1,6 @@ +from pydantic import BaseModel + +# Define the model for a Chat Session response +class ChatSessionResponse(BaseModel): + session_id: str + title: str diff --git a/Backend/app.py b/Backend/app.py index 3be6723..c80ba00 100644 --- a/Backend/app.py +++ b/Backend/app.py @@ -4,6 +4,10 @@ from fastapi import FastAPI, HTTPException from fastapi.middleware.cors import CORSMiddleware +from typing import List +from chat_session_state.cosmosdb_chat_session_state_provider import CosmosDBChatSessionStateProvider +from api_models.chat_session_request import ChatSessionResponse + import uuid from api_models.ai_request import AIRequest @@ -58,64 +62,32 @@ def run_cosmic_works_ai_agent(request: AIRequest): # ======================== # Chat Session State / History Support is below: # ======================== -import os -from dotenv import load_dotenv -from azure.cosmos import CosmosClient -from pydantic import BaseModel -from typing import List - -load_dotenv() -# Your existing Cosmos DB client and container setup -CONNECTION_STRING = os.environ.get("COSMOS_DB_CONNECTION_STRING") -client = CosmosClient.from_connection_string(CONNECTION_STRING) -db = client.get_database_client("cosmic_works") -chat_session_container = db.get_container_client("chat_session") +# Create an instance of the CosmosDBChatSessionStateProvider class +cosmos_provider = CosmosDBChatSessionStateProvider() -# Define the model for a Chat Session response -class ChatSessionResponse(BaseModel): - session_id: str - title: str - -@app.get("/session/list") #, response_model=List[ChatSessionResponse]) +@app.get("/session/list", response_model=List[ChatSessionResponse]) def list_sessions(): """ Endpoint to list all chat sessions. """ try: - # Query to get all sessions in the chat_session_container - query = "SELECT c.id, c.title FROM c" - sessions = list(chat_session_container.query_items( - query=query, - enable_cross_partition_query=True - )) - - # Convert the sessions into a list of ChatSessionResponse objects - session_responses = [ChatSessionResponse(session_id=session['id'], title=session['title']) for session in sessions] - return session_responses - except Exception as e: - raise HTTPException(status_code=500, detail=f"Failed to retrieve sessions: {str(e)}") - -# GET /session/load/{session_id} + return cosmos_provider.list_sessions() + except RuntimeError as e: + # Return an internal server error if a runtime error occurs + raise HTTPException(status_code=500, detail=str(e)) + + @app.get("/session/load/{session_id}") def load_session(session_id: str): """ Endpoint to load a chat session by session_id. """ try: - # Query to get the chat session with the provided session_id - query = f"SELECT * FROM c WHERE c.id = '{session_id}'" - session = list(chat_session_container.query_items( - query=query, - enable_cross_partition_query=True - )) - - # If the session exists, return it - if session: - return session[0] - else: - raise HTTPException(status_code=404, detail="Session not found") - except Exception as e: - raise HTTPException(status_code=500, detail=f"Failed to retrieve session: {str(e)}") - - \ No newline at end of file + return cosmos_provider.load_session(session_id) + except ValueError as e: + # Return a 404 error if the session is not found + raise HTTPException(status_code=404, detail=str(e)) + except RuntimeError as e: + # Return an internal server error if a runtime error occurs + raise HTTPException(status_code=500, detail=str(e)) diff --git a/Backend/chat_session_state/cosmosdb_chat_session_state_provider.py b/Backend/chat_session_state/cosmosdb_chat_session_state_provider.py new file mode 100644 index 0000000..5668e7b --- /dev/null +++ b/Backend/chat_session_state/cosmosdb_chat_session_state_provider.py @@ -0,0 +1,126 @@ +import os +from datetime import datetime +from typing import List, Optional +from azure.cosmos import CosmosClient, PartitionKey, exceptions as cosmos_exceptions +from dotenv import load_dotenv + +from api_models.chat_session_request import ChatSessionResponse +from api_models.chat_session import ChatSession + +# Load environment variables +load_dotenv() + +# Initialize Cosmos DB client and container globally within the module +CONNECTION_STRING = os.environ.get("COSMOS_DB_CONNECTION_STRING") +client = CosmosClient.from_connection_string(CONNECTION_STRING) +db = client.get_database_client("cosmic_works") + +# Initialize the chat session container, create if not exists +db.create_container_if_not_exists(id="chat_session", partition_key=PartitionKey(path="/id")) + +chat_session_container = db.get_container_client("chat_session") + + +class CosmosDBChatSessionStateProvider: + """ + A class to encapsulate CRUD operations for interacting with the chat session state in Cosmos DB. + """ + + def __init__(self, container=chat_session_container): + self.container = container + + def list_sessions(self) -> List[ChatSessionResponse]: + """ + Lists all chat sessions from the chat session container. + + Returns: + List[ChatSessionResponse]: A list of chat session responses. + """ + try: + query = "SELECT c.id, c.title FROM c" + sessions = list(self.container.query_items( + query=query, + enable_cross_partition_query=True + )) + + # Convert the sessions into a list of ChatSessionResponse objects + session_responses = [ + ChatSessionResponse(session_id=session['id'], title=session['title']) + for session in sessions + ] + return session_responses + except cosmos_exceptions.CosmosHttpResponseError as e: + raise RuntimeError(f"Failed to retrieve sessions: {str(e)}") + + def load_or_create_chat_session(self, session_id: str) -> ChatSession: + """ + Load an existing session from the Cosmos DB container, or create a new one if not found. + """ + try: + # Try to read the session from Cosmos DB + session_item = chat_session_container.read_item(item=session_id, partition_key=session_id) + return ChatSession(**session_item) + except Exception: + # If the session is not found, create a new one + new_session = ChatSession( + id=session_id, + session_id=session_id, + title=f"{datetime.utcnow().strftime('%Y-%m-%d %H:%M:%S UTC')}", + chat_history=[] + ) + chat_session_container.upsert_item(new_session.model_dump()) + return new_session + + def load_session(self, session_id: str) -> Optional[dict]: + """ + Loads a chat session by session ID. + + Args: + session_id (str): The ID of the session to be loaded. + + Returns: + Optional[dict]: The chat session data if found, else None. + """ + try: + query = f"SELECT * FROM c WHERE c.id = '{session_id}'" + session = list(self.container.query_items( + query=query, + enable_cross_partition_query=True + )) + + if session: + return session[0] + else: + raise ValueError("Session not found") + except cosmos_exceptions.CosmosHttpResponseError as e: + raise RuntimeError(f"Failed to retrieve session: {str(e)}") + + def upsert_session(self, session: ChatSession) -> dict: + """ + Creates or updates a chat session in the chat session container. + + Args: + session: The chat session to create or update. + + Returns: + dict: The upserted session data. + """ + try: + response = self.container.upsert_item(session.model_dump()) + return response + except cosmos_exceptions.CosmosHttpResponseError as e: + raise RuntimeError(f"Failed to create or update session: {str(e)}") + + # def delete_session(self, session_id: str) -> None: + # """ + # Deletes a chat session by session ID. + + # Args: + # session_id (str): The ID of the session to delete. + # """ + # try: + # self.container.delete_item(item=session_id, partition_key=session_id) + # except cosmos_exceptions.CosmosResourceNotFoundError: + # raise ValueError(f"Session with ID '{session_id}' not found") + # except cosmos_exceptions.CosmosHttpResponseError as e: + # raise RuntimeError(f"Failed to delete session: {str(e)}") diff --git a/Backend/cosmic_works/cosmic_works_ai_agent.py b/Backend/cosmic_works/cosmic_works_ai_agent.py index c8ee5a3..b4e4a84 100644 --- a/Backend/cosmic_works/cosmic_works_ai_agent.py +++ b/Backend/cosmic_works/cosmic_works_ai_agent.py @@ -7,12 +7,11 @@ """ import os import json -from datetime import datetime -from pydantic import BaseModel, Field -from typing import Type, TypeVar, List +from pydantic import BaseModel +from typing import Type, TypeVar from dotenv import load_dotenv from langchain_openai import AzureChatOpenAI, AzureOpenAIEmbeddings -from azure.cosmos import CosmosClient, ContainerProxy, PartitionKey +from azure.cosmos import CosmosClient, ContainerProxy from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder from langchain_core.tools import StructuredTool from langchain.agents.agent_toolkits import create_retriever_tool @@ -20,6 +19,8 @@ from models import Product, SalesOrder from retrievers import AzureCosmosDBNoSQLRetriever +from chat_session_state.cosmosdb_chat_session_state_provider import CosmosDBChatSessionStateProvider + T = TypeVar('T', bound=BaseModel) # Load settings for the notebook @@ -37,15 +38,10 @@ product_v_container = db.get_container_client("product_v") sales_order_container = db.get_container_client("salesOrder") -# Initialize the chat session container, create if not exists -db.create_container_if_not_exists(id="chat_session", partition_key=PartitionKey(path="/id")) -chat_session_container = db.get_container_client("chat_session") - +# Create an instance of the CosmosDBChatSessionStateProvider class +# This will be used to load or create Chat Sessions +chat_session_state_provider = CosmosDBChatSessionStateProvider() -class ChatSession(BaseModel): - id: str # The session ID - title: str # The title of the chat session - history: List[dict] = Field(default_factory=list) # The chat history class CosmicWorksAIAgent: """ @@ -56,7 +52,7 @@ class CosmicWorksAIAgent: def __init__(self, session_id: str): self.session_id = session_id - self.chat_session = self.load_or_create_chat_session(session_id) + self.chat_session = chat_session_state_provider.load_or_create_chat_session(session_id) llm = AzureChatOpenAI( temperature = 0, @@ -128,28 +124,9 @@ def run(self, prompt: str) -> str: self.chat_session.history.append({"role": "assistant", "content": response}) # Save updated session chat history to Cosmos DB - chat_session_container.upsert_item(self.chat_session.model_dump()) + chat_session_state_provider.upsert_session(self.chat_session) return response - - def load_or_create_chat_session(self, session_id: str) -> ChatSession: - """ - Load an existing session from the Cosmos DB container, or create a new one if not found. - """ - try: - # Try to read the session from Cosmos DB - session_item = chat_session_container.read_item(item=session_id, partition_key=session_id) - return ChatSession(**session_item) - except Exception: - # If the session is not found, create a new one - new_session = ChatSession( - id=session_id, - session_id=session_id, - title=f"{datetime.utcnow().strftime('%Y-%m-%d %H:%M:%S UTC')}", - chat_history=[] - ) - chat_session_container.upsert_item(new_session.model_dump()) - return new_session # Tools helper methods def delete_attribute_by_alias(instance: BaseModel, alias:str): From f3ddf727dac82d0691f3fbe7aa32b962dd01fbab Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Wed, 9 Oct 2024 14:27:00 -0400 Subject: [PATCH 59/74] Update app.py --- Backend/app.py | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/Backend/app.py b/Backend/app.py index c80ba00..283b6ee 100644 --- a/Backend/app.py +++ b/Backend/app.py @@ -64,7 +64,8 @@ def run_cosmic_works_ai_agent(request: AIRequest): # ======================== # Create an instance of the CosmosDBChatSessionStateProvider class -cosmos_provider = CosmosDBChatSessionStateProvider() +# This will be used to load or create Chat Sessions +chat_session_state_provider = CosmosDBChatSessionStateProvider() @app.get("/session/list", response_model=List[ChatSessionResponse]) def list_sessions(): @@ -72,7 +73,7 @@ def list_sessions(): Endpoint to list all chat sessions. """ try: - return cosmos_provider.list_sessions() + return chat_session_state_provider.list_sessions() except RuntimeError as e: # Return an internal server error if a runtime error occurs raise HTTPException(status_code=500, detail=str(e)) @@ -84,7 +85,7 @@ def load_session(session_id: str): Endpoint to load a chat session by session_id. """ try: - return cosmos_provider.load_session(session_id) + return chat_session_state_provider.load_session(session_id) except ValueError as e: # Return a 404 error if the session is not found raise HTTPException(status_code=404, detail=str(e)) From 0af2172ea35a9a472a48bd16c8df83f3caa9f679 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Tue, 15 Oct 2024 11:50:09 -0400 Subject: [PATCH 60/74] update UI screenshots --- 12_User_Interface/README.md | 4 ++-- .../images/2024-09-03-12-33-31.png | Bin 57486 -> 0 bytes .../images/2024-09-03-12-37-32.png | Bin 53812 -> 0 bytes .../images/2024-10-15-11-48-17.png | Bin 0 -> 88492 bytes .../images/2024-10-15-11-49-18.png | Bin 0 -> 67315 bytes 5 files changed, 2 insertions(+), 2 deletions(-) delete mode 100644 12_User_Interface/images/2024-09-03-12-33-31.png delete mode 100644 12_User_Interface/images/2024-09-03-12-37-32.png create mode 100644 12_User_Interface/images/2024-10-15-11-48-17.png create mode 100644 12_User_Interface/images/2024-10-15-11-49-18.png diff --git a/12_User_Interface/README.md b/12_User_Interface/README.md index 412659c..97fcbcc 100644 --- a/12_User_Interface/README.md +++ b/12_User_Interface/README.md @@ -20,7 +20,7 @@ While the code for the SPA web application is outside the scope of this dev guid To ask the AI questions about the CosmicWorks company data, type the questions in to the front-end application chat user interface. The web application includes tiles with a couple example questions to get started. To use these, simply click on the question tile and it will generate an answer. -![Front-end Web Application User Interface](images/2024-09-03-12-33-31.png) +![Front-end Web Application User Interface](images/2024-10-15-11-48-17.png) These example questions are: - What was the price of the product with sku `FR-R92B-58`? @@ -31,7 +31,7 @@ These example questions are: The chat user interface presents as a traditional chat application style interface when asking questions. -![Chat user interface screenshot with question and generated answer displayed](images/2024-09-03-12-37-32.png) +![Chat user interface screenshot with question and generated answer displayed](images/2024-10-15-11-49-18.png) Go ahead, ask the service a few questions about CosmicWorks and observe the responses. diff --git a/12_User_Interface/images/2024-09-03-12-33-31.png b/12_User_Interface/images/2024-09-03-12-33-31.png deleted file mode 100644 index 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b/13_Conclusion/README.md @@ -1,5 +1,16 @@ # Conclusion +This guide has provided a comprehensive walkthrough for creating intelligent solutions that combine Azure Cosmos DB for NoSQL with vector search capabilities powered by DiskANN and document retrieval with Azure OpenAI services to build a chat bot experience. By integrating these technologies, you can efficiently manage both operational data and vectors within a single database, while leveraging Azure OpenAI for advanced document retrieval and natural language understanding. + +The benefits of building a chat bot experience using Azure Cosmos DB for NoSQL with vector search capabilities powered by DiskANN and Azure OpenAI services includes: + +- **Unified data and vector management**: Store both operational data and vectors together in a single database, reducing complexity and improving performance. +- **No need for synchronization**: By keeping data and vectors in one place, you avoid the overhead of synchronizing two different databases. +- **Flexible schema**: Adapt to changing data structures effortlessly, ensuring your system remains flexible and scalable as your application evolves. +- **Support for latency-sensitive applications**: Azure Cosmos DB is optimized for applications requiring low-latency responses, making it suitable for real-time, interactive use cases. +- **High elasticity and throughput**: Azure Cosmos DB can scale seamlessly to handle high-throughput workloads, making it perfect for applications that need to grow dynamically with demand. +- **Store chat history and vector data**: Easily manage chat histories alongside vector data, making it ideal for chat bot and other interactive applications. + This guide was designed to provide an insightful journey for Python developers to get started with Azure Cosmos DB for NoSQL as it applies to creating exciting AI-enabled applications using existing skills. We hope you found this guide helpful and informative. ## Clean up From 2c8d7e8c2cdc66b5a8e2024dddc02bbbb4bfd3e1 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Tue, 15 Oct 2024 12:10:42 -0400 Subject: [PATCH 62/74] Update README.md --- 12_User_Interface/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/12_User_Interface/README.md b/12_User_Interface/README.md index 97fcbcc..79f9218 100644 --- a/12_User_Interface/README.md +++ b/12_User_Interface/README.md @@ -29,7 +29,7 @@ These example questions are: > **Note**: It's possible the first time you ask a question within the Front end application there may be an error. Occasionally when the Azure Bicep template deploys the front end application there will be an issue configuring the use of the `API_ENDPOINT` app setting. If this happens, simply navigate to **Deployment** -> **Deployment Center**, then click **Sync** to have the Web App refresh the deployment of the front end app from it's GitHub repository source code. This should fix that error. -The chat user interface presents as a traditional chat application style interface when asking questions. +The chat user interface presents as a traditional chat application style interface when asking questions. 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zfEW-1Vn7Utfub>>1ZB~v*MY@A*BLnLaP4^~x;~6X5CdXB42S_SAO^&M7!U(uKn#ch hF(3xSKyev3J?+X5mOOiYYh)HPrd@gYV^bHd{C@zb>UIDC diff --git a/02_Overview_Cosmos_DB/README.md b/02_Overview_Cosmos_DB/README.md index 0d3f380..f2632e8 100644 --- a/02_Overview_Cosmos_DB/README.md +++ b/02_Overview_Cosmos_DB/README.md @@ -1,12 +1,12 @@ # Overview of Azure Cosmos DB -[Azure Cosmos DB](https://learn.microsoft.com/azure/cosmos-db/introduction) is a globally distributed, multi-model database service that enables querying and storing data using NoSQL models using one of five APIs: NoSQL (document database), Cassandra (column-family), MongoDB (document database), Azure Table, and graph database. It provides turnkey global distribution, elastic scaling of throughput and storage worldwide, single-digit millisecond latencies at the 99th percentile, and guaranteed high availability with multi-homing capabilities. Azure Cosmos DB provides comprehensive service level agreements (SLAs) for throughput, latency, availability, and consistency guarantees, something not found in any other database service. +[Azure Cosmos DB](https://learn.microsoft.com/azure/cosmos-db/introduction) is a globally distributed and serverless vector database for storing and querying both NoSQL and vector data, with a serverless option. It has multiple APIs, the most notable being the native NoSQL document API and MongoDB API. It provides turnkey global distribution, elastic and dynamic scaling of throughput and storage, and a comprehensive SLA (service level agreement) for single-digit millisecond latency and 99.999% high-availability. ## Azure Cosmos DB and AI The surge of AI-powered applications has led to the need to integrate data from multiple data stores, introducing another layer of complexity as each data store tends to have its own workflow and operational performance. Azure Cosmos DB simplifies this process by providing a unified platform for all data types, including AI data. In particular, its support for vector storage and retrieval is a game-changer for generative AI applications. By representing complex data elements like text, images, or sound as high-dimensional vectors, Azure Cosmos DB allows for efficient storage, indexing, and querying of these vectors, which is crucial for many generative AI tasks. -Unlike traditional databases requiring separate workarounds for different data types, Azure Cosmos DB supports relational, document, vector, key-value, graph, and table data models within a single, integrated environment. This simplification means you can leverage the same robust platform for all your AI data needs. Many AI applications rely on external stand-alone vector stores, which can be cumbersome to manage and maintain. Azure Cosmos DB's native support for vector storage and retrieval eliminates the need for these external stores as all the application's data is located in a single place thus streamlining the development and deployment of AI applications. These features enable the building, deploying, and scaling of AI applications to be more efficient and reliable, making Azure Cosmos DB an ideal choice for handling the complex data requirements of modern generative AI solutions. +Unlike traditional databases requiring separate workarounds for different data types, Azure Cosmos DB supports multiple data models within a single, integrated environment. This simplification means you can leverage the same robust platform for all your AI data needs. Many AI applications rely on external stand-alone vector stores, which can be cumbersome to manage and maintain. Azure Cosmos DB's native support for vector storage and retrieval eliminates the need for these external stores as all the application's data is located in a single place thus streamlining the development and deployment of AI applications. These features enable the building, deploying, and scaling of AI applications to be more efficient and reliable, making Azure Cosmos DB an ideal choice for handling the complex data requirements of modern generative AI solutions. ## Azure Cosmos DB for NoSQL diff --git a/04_Overview_AI_Concepts/README.md b/04_Overview_AI_Concepts/README.md index d3c1636..e940485 100644 --- a/04_Overview_AI_Concepts/README.md +++ b/04_Overview_AI_Concepts/README.md @@ -114,7 +114,7 @@ The following is an example system message that could be used to constrain the L ```text You are a helpful, fun and friendly sales assistant for Cosmic Works, a bicycle and bicycle accessories store. -Your name is Cosmo. +Your name is Willie. You are designed to answer questions about the products that Cosmic Works sells, the customers that buy them, and the sales orders that are placed by customers. diff --git a/10_LangChain/README.md b/10_LangChain/README.md index a51fe22..d50a5fa 100644 --- a/10_LangChain/README.md +++ b/10_LangChain/README.md @@ -189,7 +189,7 @@ tools.extend([ ```python agent_instructions = """ You are a helpful, fun and friendly sales assistant for Cosmic Works, a bicycle and bicycle accessories store. - Your name is Cosmo. + Your name is Willie. You are designed to answer questions about the products that Cosmic Works sells, the customers that buy them, and the sales orders that are placed by customers. If you don't know the answer to a question, respond with "I don't know." Only answer questions related to Cosmic Works products, customers, and sales orders. diff --git a/Backend/cosmic_works/cosmic_works_ai_agent.py b/Backend/cosmic_works/cosmic_works_ai_agent.py index b4e4a84..cbfedeb 100644 --- a/Backend/cosmic_works/cosmic_works_ai_agent.py +++ b/Backend/cosmic_works/cosmic_works_ai_agent.py @@ -70,7 +70,7 @@ def __init__(self, session_id: str): ) agent_instructions = """ You are a helpful, fun and friendly sales assistant for Cosmic Works, a bicycle and bicycle accessories store. - Your name is Cosmo. + Your name is Willie. You are designed to answer questions about the products that Cosmic Works sells, the customers that buy them, and the sales orders that are placed by customers. If you don't know the answer to a question, respond with "I don't know." Only answer questions related to Cosmic Works products, customers, and sales orders. diff --git a/Labs/lab_3_cosmosdb_vector_search.ipynb b/Labs/lab_3_cosmosdb_vector_search.ipynb index f85ccf0..077bf62 100644 --- a/Labs/lab_3_cosmosdb_vector_search.ipynb +++ b/Labs/lab_3_cosmosdb_vector_search.ipynb @@ -326,7 +326,7 @@ "# A system prompt describes the responsibilities, instructions, and persona of the AI.\n", "system_prompt = \"\"\"\n", "You are a helpful, fun and friendly sales assistant for Cosmic Works, a bicycle and bicycle accessories store. \n", - "Your name is Cosmo.\n", + "Your name is Willie.\n", "You are designed to answer questions about the products that Cosmic Works sells.\n", "\n", "Only answer questions related to the information provided in the list of products below that are represented\n", @@ -397,7 +397,7 @@ ], "metadata": { "kernelspec": { - "display_name": ".venv", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -411,7 +411,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.11.10" } }, "nbformat": 4, diff --git a/Labs/lab_4_langchain.ipynb b/Labs/lab_4_langchain.ipynb index c1d4335..d3d5a0a 100644 --- a/Labs/lab_4_langchain.ipynb +++ b/Labs/lab_4_langchain.ipynb @@ -219,7 +219,7 @@ "# Note the addition of the templated variable/placeholder for the list of products and the incoming question.\n", "system_prompt = \"\"\"\n", "You are a helpful, fun and friendly sales assistant for Cosmic Works, a bicycle and bicycle accessories store. \n", - "Your name is Cosmo.\n", + "Your name is Willie.\n", "You are designed to answer questions about the products that Cosmic Works sells.\n", "\n", "Only answer questions related to the information provided in the list of products below that are represented\n", @@ -416,7 +416,7 @@ "source": [ "agent_instructions = \"\"\" \n", " You are a helpful, fun and friendly sales assistant for Cosmic Works, a bicycle and bicycle accessories store.\n", - " Your name is Cosmo.\n", + " Your name is Willie.\n", " You are designed to answer questions about the products that Cosmic Works sells, the customers that buy them, and the sales orders that are placed by customers.\n", " If you don't know the answer to a question, respond with \"I don't know.\" \n", " Only answer questions related to Cosmic Works products, customers, and sales orders.\n", @@ -490,7 +490,7 @@ ], "metadata": { "kernelspec": { - "display_name": ".venv", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -504,7 +504,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.11.10" } }, "nbformat": 4, From 0bacccef08b58d450b5d888b935d91e6cfd5a79a Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Mon, 21 Oct 2024 17:08:23 -0400 Subject: [PATCH 65/74] Update System Prompt to name AI "Wheelie!!!" similar to Marks previous demo --- 02_Overview_Cosmos_DB/README.md | 2 +- 04_Overview_AI_Concepts/README.md | 4 ++-- 10_LangChain/README.md | 4 ++-- Backend/cosmic_works/cosmic_works_ai_agent.py | 4 ++-- Labs/lab_3_cosmosdb_vector_search.ipynb | 4 ++-- Labs/lab_4_langchain.ipynb | 10 +++++----- 6 files changed, 14 insertions(+), 14 deletions(-) diff --git a/02_Overview_Cosmos_DB/README.md b/02_Overview_Cosmos_DB/README.md index f2632e8..19bf065 100644 --- a/02_Overview_Cosmos_DB/README.md +++ b/02_Overview_Cosmos_DB/README.md @@ -1,6 +1,6 @@ # Overview of Azure Cosmos DB -[Azure Cosmos DB](https://learn.microsoft.com/azure/cosmos-db/introduction) is a globally distributed and serverless vector database for storing and querying both NoSQL and vector data, with a serverless option. It has multiple APIs, the most notable being the native NoSQL document API and MongoDB API. It provides turnkey global distribution, elastic and dynamic scaling of throughput and storage, and a comprehensive SLA (service level agreement) for single-digit millisecond latency and 99.999% high-availability. +[Azure Cosmos DB](https://learn.microsoft.com/azure/cosmos-db/introduction) is a globally distributed database for storing and querying both NoSQL and vector data, with a serverless option. It has multiple APIs, the most notable being the native NoSQL document API and MongoDB API. It provides turnkey global distribution, elastic and dynamic scaling of throughput and storage, and a comprehensive SLA (service level agreement) for single-digit millisecond latency and 99.999% high-availability. ## Azure Cosmos DB and AI diff --git a/04_Overview_AI_Concepts/README.md b/04_Overview_AI_Concepts/README.md index e940485..46d7c59 100644 --- a/04_Overview_AI_Concepts/README.md +++ b/04_Overview_AI_Concepts/README.md @@ -112,9 +112,9 @@ System message, also called a system prompt, is used by developers of a system t The following is an example system message that could be used to constrain the LLM in an enterprise solution: ```text -You are a helpful, fun and friendly sales assistant for Cosmic Works, a bicycle and bicycle accessories store. +Your name is "Wheelie!!!" You are an AI assistant for the Cosmic Works bike store. You help people find production information for bikes and accessories. Your demeanor is friendly, playful with lots of energy. -Your name is Willie. +Do not include citations or citation numbers in your responses. Do not include emojis. You are designed to answer questions about the products that Cosmic Works sells, the customers that buy them, and the sales orders that are placed by customers. diff --git a/10_LangChain/README.md b/10_LangChain/README.md index d50a5fa..d59826d 100644 --- a/10_LangChain/README.md +++ b/10_LangChain/README.md @@ -188,8 +188,8 @@ tools.extend([ ```python agent_instructions = """ - You are a helpful, fun and friendly sales assistant for Cosmic Works, a bicycle and bicycle accessories store. - Your name is Willie. + Your name is "Wheelie!!!" You are an AI assistant for the Cosmic Works bike store. You help people find production information for bikes and accessories. Your demeanor is friendly, playful with lots of energy. + Do not include citations or citation numbers in your responses. Do not include emojis. You are designed to answer questions about the products that Cosmic Works sells, the customers that buy them, and the sales orders that are placed by customers. If you don't know the answer to a question, respond with "I don't know." Only answer questions related to Cosmic Works products, customers, and sales orders. diff --git a/Backend/cosmic_works/cosmic_works_ai_agent.py b/Backend/cosmic_works/cosmic_works_ai_agent.py index cbfedeb..b213d08 100644 --- a/Backend/cosmic_works/cosmic_works_ai_agent.py +++ b/Backend/cosmic_works/cosmic_works_ai_agent.py @@ -69,8 +69,8 @@ def __init__(self, session_id: str): chunk_size=800 ) agent_instructions = """ - You are a helpful, fun and friendly sales assistant for Cosmic Works, a bicycle and bicycle accessories store. - Your name is Willie. + Your name is "Wheelie!!!" You are an AI assistant for the Cosmic Works bike store. You help people find production information for bikes and accessories. Your demeanor is friendly, playful with lots of energy. + Do not include citations or citation numbers in your responses. Do not include emojis. You are designed to answer questions about the products that Cosmic Works sells, the customers that buy them, and the sales orders that are placed by customers. If you don't know the answer to a question, respond with "I don't know." Only answer questions related to Cosmic Works products, customers, and sales orders. diff --git a/Labs/lab_3_cosmosdb_vector_search.ipynb b/Labs/lab_3_cosmosdb_vector_search.ipynb index 077bf62..cda5f54 100644 --- a/Labs/lab_3_cosmosdb_vector_search.ipynb +++ b/Labs/lab_3_cosmosdb_vector_search.ipynb @@ -325,8 +325,8 @@ "source": [ "# A system prompt describes the responsibilities, instructions, and persona of the AI.\n", "system_prompt = \"\"\"\n", - "You are a helpful, fun and friendly sales assistant for Cosmic Works, a bicycle and bicycle accessories store. \n", - "Your name is Willie.\n", + "Your name is \"Wheelie!!!\" You are an AI assistant for the Cosmic Works bike store. You help people find production information for bikes and accessories. Your demeanor is friendly, playful with lots of energy.\n", + "Do not include citations or citation numbers in your responses. Do not include emojis.\n", "You are designed to answer questions about the products that Cosmic Works sells.\n", "\n", "Only answer questions related to the information provided in the list of products below that are represented\n", diff --git a/Labs/lab_4_langchain.ipynb b/Labs/lab_4_langchain.ipynb index d3d5a0a..1cccbec 100644 --- a/Labs/lab_4_langchain.ipynb +++ b/Labs/lab_4_langchain.ipynb @@ -218,9 +218,9 @@ "# A system prompt describes the responsibilities, instructions, and persona of the AI.\n", "# Note the addition of the templated variable/placeholder for the list of products and the incoming question.\n", "system_prompt = \"\"\"\n", - "You are a helpful, fun and friendly sales assistant for Cosmic Works, a bicycle and bicycle accessories store. \n", - "Your name is Willie.\n", - "You are designed to answer questions about the products that Cosmic Works sells.\n", + "Your name is \"Wheelie!!!\" You are an AI assistant for the Cosmic Works bike store. You help people find production information for bikes and accessories. Your demeanor is friendly, playful with lots of energy.\n", + "\n", + "Do not include citations or citation numbers in your responses. Do not include emojis.\n", "\n", "Only answer questions related to the information provided in the list of products below that are represented\n", "in JSON format.\n", @@ -415,8 +415,8 @@ "outputs": [], "source": [ "agent_instructions = \"\"\" \n", - " You are a helpful, fun and friendly sales assistant for Cosmic Works, a bicycle and bicycle accessories store.\n", - " Your name is Willie.\n", + " Your name is \"Wheelie!!!\" You are an AI assistant for the Cosmic Works bike store. You help people find production information for bikes and accessories. Your demeanor is friendly, playful with lots of energy.\n", + " Do not include citations or citation numbers in your responses. Do not include emojis.\n", " You are designed to answer questions about the products that Cosmic Works sells, the customers that buy them, and the sales orders that are placed by customers.\n", " If you don't know the answer to a question, respond with \"I don't know.\" \n", " Only answer questions related to Cosmic Works products, customers, and sales orders.\n", From dd254449bcba6e77db01c18c338b7d87c478d4c5 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Mon, 21 Oct 2024 17:11:21 -0400 Subject: [PATCH 66/74] Rename AI to "WIllie" as discussed --- 04_Overview_AI_Concepts/README.md | 2 +- 10_LangChain/README.md | 2 +- Backend/cosmic_works/cosmic_works_ai_agent.py | 2 +- Labs/lab_3_cosmosdb_vector_search.ipynb | 2 +- Labs/lab_4_langchain.ipynb | 4 ++-- 5 files changed, 6 insertions(+), 6 deletions(-) diff --git a/04_Overview_AI_Concepts/README.md b/04_Overview_AI_Concepts/README.md index 46d7c59..6a793ad 100644 --- a/04_Overview_AI_Concepts/README.md +++ b/04_Overview_AI_Concepts/README.md @@ -112,7 +112,7 @@ System message, also called a system prompt, is used by developers of a system t The following is an example system message that could be used to constrain the LLM in an enterprise solution: ```text -Your name is "Wheelie!!!" You are an AI assistant for the Cosmic Works bike store. You help people find production information for bikes and accessories. Your demeanor is friendly, playful with lots of energy. +Your name is "Willie". You are an AI assistant for the Cosmic Works bike store. You help people find production information for bikes and accessories. Your demeanor is friendly, playful with lots of energy. Do not include citations or citation numbers in your responses. Do not include emojis. diff --git a/10_LangChain/README.md b/10_LangChain/README.md index d59826d..5553bf5 100644 --- a/10_LangChain/README.md +++ b/10_LangChain/README.md @@ -188,7 +188,7 @@ tools.extend([ ```python agent_instructions = """ - Your name is "Wheelie!!!" You are an AI assistant for the Cosmic Works bike store. You help people find production information for bikes and accessories. Your demeanor is friendly, playful with lots of energy. + Your name is "Willie". You are an AI assistant for the Cosmic Works bike store. You help people find production information for bikes and accessories. Your demeanor is friendly, playful with lots of energy. Do not include citations or citation numbers in your responses. Do not include emojis. You are designed to answer questions about the products that Cosmic Works sells, the customers that buy them, and the sales orders that are placed by customers. If you don't know the answer to a question, respond with "I don't know." diff --git a/Backend/cosmic_works/cosmic_works_ai_agent.py b/Backend/cosmic_works/cosmic_works_ai_agent.py index b213d08..f3808b9 100644 --- a/Backend/cosmic_works/cosmic_works_ai_agent.py +++ b/Backend/cosmic_works/cosmic_works_ai_agent.py @@ -69,7 +69,7 @@ def __init__(self, session_id: str): chunk_size=800 ) agent_instructions = """ - Your name is "Wheelie!!!" You are an AI assistant for the Cosmic Works bike store. You help people find production information for bikes and accessories. Your demeanor is friendly, playful with lots of energy. + Your name is "Willie". You are an AI assistant for the Cosmic Works bike store. You help people find production information for bikes and accessories. Your demeanor is friendly, playful with lots of energy. Do not include citations or citation numbers in your responses. Do not include emojis. You are designed to answer questions about the products that Cosmic Works sells, the customers that buy them, and the sales orders that are placed by customers. If you don't know the answer to a question, respond with "I don't know." diff --git a/Labs/lab_3_cosmosdb_vector_search.ipynb b/Labs/lab_3_cosmosdb_vector_search.ipynb index cda5f54..5503c98 100644 --- a/Labs/lab_3_cosmosdb_vector_search.ipynb +++ b/Labs/lab_3_cosmosdb_vector_search.ipynb @@ -325,7 +325,7 @@ "source": [ "# A system prompt describes the responsibilities, instructions, and persona of the AI.\n", "system_prompt = \"\"\"\n", - "Your name is \"Wheelie!!!\" You are an AI assistant for the Cosmic Works bike store. You help people find production information for bikes and accessories. Your demeanor is friendly, playful with lots of energy.\n", + "Your name is \"Willie\". You are an AI assistant for the Cosmic Works bike store. You help people find production information for bikes and accessories. Your demeanor is friendly, playful with lots of energy.\n", "Do not include citations or citation numbers in your responses. Do not include emojis.\n", "You are designed to answer questions about the products that Cosmic Works sells.\n", "\n", diff --git a/Labs/lab_4_langchain.ipynb b/Labs/lab_4_langchain.ipynb index 1cccbec..295fd58 100644 --- a/Labs/lab_4_langchain.ipynb +++ b/Labs/lab_4_langchain.ipynb @@ -218,7 +218,7 @@ "# A system prompt describes the responsibilities, instructions, and persona of the AI.\n", "# Note the addition of the templated variable/placeholder for the list of products and the incoming question.\n", "system_prompt = \"\"\"\n", - "Your name is \"Wheelie!!!\" You are an AI assistant for the Cosmic Works bike store. You help people find production information for bikes and accessories. Your demeanor is friendly, playful with lots of energy.\n", + "Your name is \"Willie\". You are an AI assistant for the Cosmic Works bike store. You help people find production information for bikes and accessories. Your demeanor is friendly, playful with lots of energy.\n", "\n", "Do not include citations or citation numbers in your responses. Do not include emojis.\n", "\n", @@ -415,7 +415,7 @@ "outputs": [], "source": [ "agent_instructions = \"\"\" \n", - " Your name is \"Wheelie!!!\" You are an AI assistant for the Cosmic Works bike store. You help people find production information for bikes and accessories. Your demeanor is friendly, playful with lots of energy.\n", + " Your name is \"Willie\". You are an AI assistant for the Cosmic Works bike store. You help people find production information for bikes and accessories. Your demeanor is friendly, playful with lots of energy.\n", " Do not include citations or citation numbers in your responses. Do not include emojis.\n", " You are designed to answer questions about the products that Cosmic Works sells, the customers that buy them, and the sales orders that are placed by customers.\n", " If you don't know the answer to a question, respond with \"I don't know.\" \n", From 11e317f4c4b0bdc7f8d9959a78129789af66498e Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Mon, 21 Oct 2024 17:28:32 -0400 Subject: [PATCH 67/74] a few more feedback updates --- 02_Overview_Cosmos_DB/README.md | 2 +- 09_Vector_Search_Cosmos_DB/README.md | 6 +++--- 13_Conclusion/README.md | 4 ++-- 3 files changed, 6 insertions(+), 6 deletions(-) diff --git a/02_Overview_Cosmos_DB/README.md b/02_Overview_Cosmos_DB/README.md index 19bf065..7a26b76 100644 --- a/02_Overview_Cosmos_DB/README.md +++ b/02_Overview_Cosmos_DB/README.md @@ -4,7 +4,7 @@ ## Azure Cosmos DB and AI -The surge of AI-powered applications has led to the need to integrate data from multiple data stores, introducing another layer of complexity as each data store tends to have its own workflow and operational performance. Azure Cosmos DB simplifies this process by providing a unified platform for all data types, including AI data. In particular, its support for vector storage and retrieval is a game-changer for generative AI applications. By representing complex data elements like text, images, or sound as high-dimensional vectors, Azure Cosmos DB allows for efficient storage, indexing, and querying of these vectors, which is crucial for many generative AI tasks. +The surge of AI-powered applications has led to the need to integrate operational data from multiple data stores, introducing another layer of complexity as each data store tends to have its own workflow and operational performance. Azure Cosmos DB simplifies this process by providing a unified platform for all data types, including AI data. In particular, its support for vector storage and retrieval is a game-changer for generative AI applications. By representing complex data elements like text, images, or sound as high-dimensional vectors, Azure Cosmos DB allows for efficient storage, indexing, and querying of these vectors, which is crucial for many generative AI tasks. Unlike traditional databases requiring separate workarounds for different data types, Azure Cosmos DB supports multiple data models within a single, integrated environment. This simplification means you can leverage the same robust platform for all your AI data needs. Many AI applications rely on external stand-alone vector stores, which can be cumbersome to manage and maintain. Azure Cosmos DB's native support for vector storage and retrieval eliminates the need for these external stores as all the application's data is located in a single place thus streamlining the development and deployment of AI applications. These features enable the building, deploying, and scaling of AI applications to be more efficient and reliable, making Azure Cosmos DB an ideal choice for handling the complex data requirements of modern generative AI solutions. diff --git a/09_Vector_Search_Cosmos_DB/README.md b/09_Vector_Search_Cosmos_DB/README.md index 281cf93..ad7795d 100644 --- a/09_Vector_Search_Cosmos_DB/README.md +++ b/09_Vector_Search_Cosmos_DB/README.md @@ -36,7 +36,9 @@ In this example, assume textual data is vectorized and stored within an Azure Co ## Why use Azure Cosmos DB for NoSQL as a vector store? -It is common practice to store vectorized data in a dedicated vector store as vector search indexing is not a common capability of most databases. However, this introduces additional complexity to the solution as the data must be stored in two different locations. Azure Cosmos DB for NoSQL supports vector search indexing, which means that the vectorized data can be stored in the same document as the original data. This reduces the complexity of the solution and allows for a single database to be used for both the vector store and the original data. +It is common practice to store vectorized data in a dedicated vector store as vector search indexing is not a common capability of most databases. However, this introduces additional complexity to the solution as the data must be stored in two different locations. Azure Cosmos DB for NoSQL supports vector search indexing, which means that the vectorized data can be stored in the same document as the operational NoSQL data. This reduces the complexity of the solution and allows for a single database to be used for both the vector store and the operational NoSQL data. + +Azure Cosmos DB offers the ability to run serverless workloads, allowing for cost-effective, on-demand scaling for applications that don't require constant high performance. As your workloads grow, you can seamlessly transition to provisioned throughput, unlocking advanced capabilities such as low latency and high availability. This ability to scale both up and down means you can optimize for both performance and cost-efficiency, ensuring that vector search operations meet the demands of your application without compromising on response times or availability. ## Vector index options in Azure Cosmos DB for NoSQL @@ -216,8 +218,6 @@ product_v_container = db.create_container_if_not_exists( ) ``` - - ### Performing a vector search query ```python diff --git a/13_Conclusion/README.md b/13_Conclusion/README.md index ab0aea2..943dc16 100644 --- a/13_Conclusion/README.md +++ b/13_Conclusion/README.md @@ -4,12 +4,12 @@ This guide has provided a comprehensive walkthrough for creating intelligent sol The benefits of building a chat bot experience using Azure Cosmos DB for NoSQL with vector search capabilities powered by DiskANN and Azure OpenAI services includes: -- **Unified data and vector management**: Store both operational data and vectors together in a single database, reducing complexity and improving performance. +- **Unified data and vector management**: Storing both operational data and vectors together in a single database reduces complexity, improves performance, and eliminates the need to synchronize data between multiple databases. - **No need for synchronization**: By keeping data and vectors in one place, you avoid the overhead of synchronizing two different databases. - **Flexible schema**: Adapt to changing data structures effortlessly, ensuring your system remains flexible and scalable as your application evolves. - **Support for latency-sensitive applications**: Azure Cosmos DB is optimized for applications requiring low-latency responses, making it suitable for real-time, interactive use cases. - **High elasticity and throughput**: Azure Cosmos DB can scale seamlessly to handle high-throughput workloads, making it perfect for applications that need to grow dynamically with demand. -- **Store chat history and vector data**: Easily manage chat histories alongside vector data, making it ideal for chat bot and other interactive applications. +- **Store chat history and vector data**: Easily manage chat histories alongside vector and operational data, making it ideal for chat bot and other interactive applications. This guide was designed to provide an insightful journey for Python developers to get started with Azure Cosmos DB for NoSQL as it applies to creating exciting AI-enabled applications using existing skills. We hope you found this guide helpful and informative. From e51933590316633eec3db806f7b2b8f073e194e0 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Tue, 29 Oct 2024 14:12:53 -0400 Subject: [PATCH 68/74] Rename Azure Cosmos DB database to 'cosmic_works_pv' --- .../cosmosdb_chat_session_state_provider.py | 2 +- Backend/cosmic_works/cosmic_works_ai_agent.py | 2 +- Labs/lab_1_first_application.ipynb | 10 +++++----- Labs/lab_2_load_data.ipynb | 8 ++++---- Labs/lab_3_cosmosdb_vector_search.ipynb | 4 ++-- Labs/lab_4_langchain.ipynb | 2 +- 6 files changed, 14 insertions(+), 14 deletions(-) diff --git a/Backend/chat_session_state/cosmosdb_chat_session_state_provider.py b/Backend/chat_session_state/cosmosdb_chat_session_state_provider.py index 5668e7b..988f8dd 100644 --- a/Backend/chat_session_state/cosmosdb_chat_session_state_provider.py +++ b/Backend/chat_session_state/cosmosdb_chat_session_state_provider.py @@ -13,7 +13,7 @@ # Initialize Cosmos DB client and container globally within the module CONNECTION_STRING = os.environ.get("COSMOS_DB_CONNECTION_STRING") client = CosmosClient.from_connection_string(CONNECTION_STRING) -db = client.get_database_client("cosmic_works") +db = client.get_database_client("cosmic_works_pv") # Initialize the chat session container, create if not exists db.create_container_if_not_exists(id="chat_session", partition_key=PartitionKey(path="/id")) diff --git a/Backend/cosmic_works/cosmic_works_ai_agent.py b/Backend/cosmic_works/cosmic_works_ai_agent.py index f3808b9..e736a80 100644 --- a/Backend/cosmic_works/cosmic_works_ai_agent.py +++ b/Backend/cosmic_works/cosmic_works_ai_agent.py @@ -34,7 +34,7 @@ # Initialize the Azure Cosmos DB client, database and product (with vector) container client = CosmosClient.from_connection_string(CONNECTION_STRING) -db = client.get_database_client("cosmic_works") +db = client.get_database_client("cosmic_works_pv") product_v_container = db.get_container_client("product_v") sales_order_container = db.get_container_client("salesOrder") diff --git a/Labs/lab_1_first_application.ipynb b/Labs/lab_1_first_application.ipynb index 84dac76..713ea29 100644 --- a/Labs/lab_1_first_application.ipynb +++ b/Labs/lab_1_first_application.ipynb @@ -49,8 +49,8 @@ "# Initialize the Azure Cosmos DB client\n", "client = CosmosClient.from_connection_string(CONNECTION_STRING)\n", "\n", - "# Create or load the cosmic_works database\n", - "database_name = \"cosmic_works\"\n", + "# Create or load the cosmic_works_pv database\n", + "database_name = \"cosmic_works_pv\"\n", "db = client.create_database_if_not_exists(id=database_name)" ] }, @@ -274,13 +274,13 @@ "outputs": [], "source": [ "# db.delete_container(\"products\")\n", - "client.delete_database(\"cosmic_works\")" + "client.delete_database(\"cosmic_works_pv\")" ] } ], "metadata": { "kernelspec": { - "display_name": ".venv", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -294,7 +294,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.11.10" } }, "nbformat": 4, diff --git a/Labs/lab_2_load_data.ipynb b/Labs/lab_2_load_data.ipynb index a1a84dc..14b0dd4 100644 --- a/Labs/lab_2_load_data.ipynb +++ b/Labs/lab_2_load_data.ipynb @@ -42,8 +42,8 @@ "# Initialize the Azure Cosmos DB client\n", "client = CosmosClient.from_connection_string(CONNECTION_STRING)\n", "\n", - "# Create or load the cosmic_works database\n", - "database_name = \"cosmic_works\"\n", + "# Create or load the cosmic_works_pv database\n", + "database_name = \"cosmic_works_pv\"\n", "db = client.create_database_if_not_exists(id=database_name)" ] }, @@ -170,7 +170,7 @@ ], "metadata": { "kernelspec": { - "display_name": ".venv", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -184,7 +184,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.11.10" } }, "nbformat": 4, diff --git a/Labs/lab_3_cosmosdb_vector_search.ipynb b/Labs/lab_3_cosmosdb_vector_search.ipynb index 5503c98..834685f 100644 --- a/Labs/lab_3_cosmosdb_vector_search.ipynb +++ b/Labs/lab_3_cosmosdb_vector_search.ipynb @@ -76,8 +76,8 @@ "# Initialize the Azure Cosmos DB client\n", "client = CosmosClient.from_connection_string(CONNECTION_STRING)\n", "\n", - "# Create or load the cosmic_works database\n", - "database_name = \"cosmic_works\"\n", + "# Create or load the cosmic_works_pv database\n", + "database_name = \"cosmic_works_pv\"\n", "db = client.create_database_if_not_exists(id=database_name)" ] }, diff --git a/Labs/lab_4_langchain.ipynb b/Labs/lab_4_langchain.ipynb index 295fd58..53b2c5e 100644 --- a/Labs/lab_4_langchain.ipynb +++ b/Labs/lab_4_langchain.ipynb @@ -85,7 +85,7 @@ "\n", "# Initialize the Azure Cosmos DB client, database and product (with vector) container\n", "client = CosmosClient.from_connection_string(CONNECTION_STRING)\n", - "db = client.get_database_client(\"cosmic_works\")\n", + "db = client.get_database_client(\"cosmic_works_pv\")\n", "product_v_container = db.get_container_client(\"product_v\")\n", "sales_order_container = db.get_container_client(\"salesOrder\")" ] From 6d90b3e9f6ea58924ba4dc4ea42d13134db48187 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Mon, 4 Nov 2024 10:08:29 -0500 Subject: [PATCH 69/74] move vcore guide to vcore folder --- README.md | 20 ++------- .../00_Introduction}/README.md | 0 .../01_Azure_Overview}/README.md | 0 .../media/2023-12-31-14-19-28.png | Bin .../media/ISV-Tech-Builders-tools-white.png | Bin .../media/azure-cli-example.png | Bin .../media/azure-management-tool-maturity.png | Bin .../azure-marketplace-search-results.png | Bin .../media/azure-portal-services.png | Bin .../media/azure-services.png | Bin .../media/azure-template-json-example.png | Bin .../01_Azure_Overview}/media/bicep_code.png | Bin .../media/consistent-management-layer.png | Bin 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vcore/Labs}/models/address.py (100%) rename {Labs => vcore/Labs}/models/customer.py (100%) rename {Labs => vcore/Labs}/models/password.py (100%) rename {Labs => vcore/Labs}/models/product.py (100%) rename {Labs => vcore/Labs}/models/sales_order.py (100%) rename {Labs => vcore/Labs}/models/sales_order_detail.py (100%) rename {Labs => vcore/Labs}/models/tag.py (100%) rename {Labs => vcore/Labs}/requirements.txt (100%) create mode 100644 vcore/README.md rename {assets => vcore/assets}/Graphics.pptx (100%) rename {assets => vcore/assets}/architecture.pptx (100%) diff --git a/README.md b/README.md index aac7526..f66b6d5 100644 --- a/README.md +++ b/README.md @@ -1,21 +1,9 @@ # Azure Cosmos DB + Azure OpenAI Python Developer Guide -1. [Introduction](/00_Introduction/README.md) -1. [Azure Overview](/01_Azure_Overview/README.md) -1. [Overview of Azure Cosmos DB](/02_Overview_Cosmos_DB/README.md) -1. [Overview of Azure OpenAI](/03_Overview_Azure_OpenAI/README.md) -1. [Overview of AI Concepts](/04_Overview_AI_Concepts/README.md) -1. [Explore the Azure OpenAI models and endpoints (console app)](/05_Explore_OpenAI_models/README.md) -1. [Provision Azure resources](/06_Provision_Azure_Resources/README.md) -1. [Create your first Cosmos DB project](/07_Create_First_Cosmos_DB_Project/README.md) -1. [Load data into Azure Cosmos DB API for MongoDB](/08_Load_Data/README.md) -1. [Use vector search on embeddings in vCore-based Azure Cosmos DB for MongoDB](/09_Vector_Search_Cosmos_DB/README.md) -1. [LangChain](/10_LangChain/README.md) -1. [Backend API](/11_Backend_API/README.md) -1. [Connect the chat user interface with the chatbot API](/12_User_Interface/README.md) -1. [Conclusion](/13_Conclusion/README.md) - -![Azure Cosmos DB + Azure OpenAI Python Developer Guide Architecture Diagram](/06_Provision_Azure_Resources/media/architecture.jpg) +Choose one of the following developer guides: + +- [Azure Cosmos DB for MongoDB (vCore) + Azure OpenAI Python Developer Guide +](/vcore/README.md) ## Contributing diff --git a/00_Introduction/README.md b/vcore/00_Introduction/README.md similarity index 100% rename from 00_Introduction/README.md rename to vcore/00_Introduction/README.md diff --git a/01_Azure_Overview/README.md b/vcore/01_Azure_Overview/README.md similarity index 100% rename from 01_Azure_Overview/README.md rename to vcore/01_Azure_Overview/README.md diff --git a/01_Azure_Overview/media/2023-12-31-14-19-28.png b/vcore/01_Azure_Overview/media/2023-12-31-14-19-28.png similarity index 100% rename from 01_Azure_Overview/media/2023-12-31-14-19-28.png rename to vcore/01_Azure_Overview/media/2023-12-31-14-19-28.png diff --git 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similarity index 100% rename from 01_Azure_Overview/media/azure-marketplace-search-results.png rename to vcore/01_Azure_Overview/media/azure-marketplace-search-results.png diff --git a/01_Azure_Overview/media/azure-portal-services.png b/vcore/01_Azure_Overview/media/azure-portal-services.png similarity index 100% rename from 01_Azure_Overview/media/azure-portal-services.png rename to vcore/01_Azure_Overview/media/azure-portal-services.png diff --git a/01_Azure_Overview/media/azure-services.png b/vcore/01_Azure_Overview/media/azure-services.png similarity index 100% rename from 01_Azure_Overview/media/azure-services.png rename to vcore/01_Azure_Overview/media/azure-services.png diff --git a/01_Azure_Overview/media/azure-template-json-example.png b/vcore/01_Azure_Overview/media/azure-template-json-example.png similarity index 100% rename from 01_Azure_Overview/media/azure-template-json-example.png rename to vcore/01_Azure_Overview/media/azure-template-json-example.png diff --git a/01_Azure_Overview/media/bicep_code.png b/vcore/01_Azure_Overview/media/bicep_code.png similarity index 100% rename from 01_Azure_Overview/media/bicep_code.png rename to vcore/01_Azure_Overview/media/bicep_code.png diff --git a/01_Azure_Overview/media/consistent-management-layer.png b/vcore/01_Azure_Overview/media/consistent-management-layer.png similarity index 100% rename from 01_Azure_Overview/media/consistent-management-layer.png rename to vcore/01_Azure_Overview/media/consistent-management-layer.png diff --git a/01_Azure_Overview/media/landing-zone-accelerator.png b/vcore/01_Azure_Overview/media/landing-zone-accelerator.png similarity index 100% rename from 01_Azure_Overview/media/landing-zone-accelerator.png rename to vcore/01_Azure_Overview/media/landing-zone-accelerator.png diff --git a/01_Azure_Overview/media/scope-levels.png b/vcore/01_Azure_Overview/media/scope-levels.png similarity index 100% rename from 01_Azure_Overview/media/scope-levels.png rename to vcore/01_Azure_Overview/media/scope-levels.png diff --git a/01_Azure_Overview/media/terraform_code.png b/vcore/01_Azure_Overview/media/terraform_code.png similarity index 100% rename from 01_Azure_Overview/media/terraform_code.png rename to vcore/01_Azure_Overview/media/terraform_code.png diff --git a/02_Overview_Cosmos_DB/README.md b/vcore/02_Overview_Cosmos_DB/README.md similarity index 100% rename from 02_Overview_Cosmos_DB/README.md rename to vcore/02_Overview_Cosmos_DB/README.md diff --git a/03_Overview_Azure_OpenAI/README.md b/vcore/03_Overview_Azure_OpenAI/README.md similarity index 100% rename from 03_Overview_Azure_OpenAI/README.md rename to vcore/03_Overview_Azure_OpenAI/README.md diff --git a/03_Overview_Azure_OpenAI/images/2024-01-23-17-52-46.png b/vcore/03_Overview_Azure_OpenAI/images/2024-01-23-17-52-46.png similarity index 100% rename from 03_Overview_Azure_OpenAI/images/2024-01-23-17-52-46.png rename to vcore/03_Overview_Azure_OpenAI/images/2024-01-23-17-52-46.png diff --git a/04_Overview_AI_Concepts/README.md b/vcore/04_Overview_AI_Concepts/README.md similarity index 100% rename from 04_Overview_AI_Concepts/README.md rename to vcore/04_Overview_AI_Concepts/README.md diff --git a/05_Explore_OpenAI_models/README.md b/vcore/05_Explore_OpenAI_models/README.md similarity index 97% rename from 05_Explore_OpenAI_models/README.md rename to vcore/05_Explore_OpenAI_models/README.md index fbe3b91..2c357c3 100644 --- a/05_Explore_OpenAI_models/README.md +++ b/vcore/05_Explore_OpenAI_models/README.md @@ -68,4 +68,4 @@ This labs demonstrates using an Azure OpenAI model to obtain a completion respon >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. -Visit the lab repository to complete [this lab](https://github.com/AzureCosmosDB/Azure-OpenAI-Python-Developer-Guide/blob/main/Labs/lab_0_explore_and_use_models.ipynb). +Visit the lab repository to complete [this lab](/vcore/Labs/lab_0_explore_and_use_models.ipynb). diff --git a/05_Explore_OpenAI_models/media/2024-01-09-13-53-51.png b/vcore/05_Explore_OpenAI_models/media/2024-01-09-13-53-51.png similarity index 100% rename from 05_Explore_OpenAI_models/media/2024-01-09-13-53-51.png rename to vcore/05_Explore_OpenAI_models/media/2024-01-09-13-53-51.png diff --git a/06_Provision_Azure_Resources/README.md b/vcore/06_Provision_Azure_Resources/README.md similarity index 92% rename from 06_Provision_Azure_Resources/README.md rename to vcore/06_Provision_Azure_Resources/README.md index 71c85b7..8cae6db 100644 --- a/06_Provision_Azure_Resources/README.md +++ b/vcore/06_Provision_Azure_Resources/README.md @@ -25,4 +25,4 @@ This lab will walk you through deploying the Azure resources necessary for the s > **Note**: You will need an Azure Subscription and have the necessary permissions to provision the Azure resources. -Please visit the lab repository to complete [this lab](https://github.com/AzureCosmosDB/Azure-OpenAI-Python-Developer-Guide/blob/main/Labs/deploy/deploy.md). +Please visit the lab repository to complete [this lab](/vcore/Labs/deploy/deploy.md). diff --git a/06_Provision_Azure_Resources/media/architecture.jpg b/vcore/06_Provision_Azure_Resources/media/architecture.jpg similarity index 100% rename from 06_Provision_Azure_Resources/media/architecture.jpg rename to vcore/06_Provision_Azure_Resources/media/architecture.jpg diff --git a/07_Create_First_Cosmos_DB_Project/README.md b/vcore/07_Create_First_Cosmos_DB_Project/README.md similarity index 97% rename from 07_Create_First_Cosmos_DB_Project/README.md rename to vcore/07_Create_First_Cosmos_DB_Project/README.md index bf24c50..c694155 100644 --- a/07_Create_First_Cosmos_DB_Project/README.md +++ b/vcore/07_Create_First_Cosmos_DB_Project/README.md @@ -38,7 +38,7 @@ Using a notebook, we'll create a Cosmos DB for the MongoDB application in this l >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. -Please visit the lab repository to complete [this lab](https://github.com/AzureCosmosDB/Azure-OpenAI-Python-Developer-Guide/blob/main/Labs/lab_1_first_application.ipynb). +Please visit the lab repository to complete [this lab](/vcore/Labs/lab_1_first_application.ipynb). The following concepts are covered in detail in this lab: diff --git a/07_Create_First_Cosmos_DB_Project/media/azure_connection_string.png b/vcore/07_Create_First_Cosmos_DB_Project/media/azure_connection_string.png similarity index 100% rename from 07_Create_First_Cosmos_DB_Project/media/azure_connection_string.png rename to vcore/07_Create_First_Cosmos_DB_Project/media/azure_connection_string.png diff --git a/07_Create_First_Cosmos_DB_Project/media/emulator_connection_string.png b/vcore/07_Create_First_Cosmos_DB_Project/media/emulator_connection_string.png similarity index 100% rename from 07_Create_First_Cosmos_DB_Project/media/emulator_connection_string.png rename to vcore/07_Create_First_Cosmos_DB_Project/media/emulator_connection_string.png diff --git a/08_Load_Data/README.md b/vcore/08_Load_Data/README.md similarity index 94% rename from 08_Load_Data/README.md rename to vcore/08_Load_Data/README.md index ce5a9ba..4627ad4 100644 --- a/08_Load_Data/README.md +++ b/vcore/08_Load_Data/README.md @@ -18,7 +18,7 @@ This lab will load the Cosmic Works Customer, Product, and Sales data into Azure >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. -Please visit the lab repository to complete [this lab](https://github.com/AzureCosmosDB/Azure-OpenAI-Python-Developer-Guide/blob/main/Labs/lab_2_load_data.ipynb). +Please visit the lab repository to complete [this lab](/vcore/Labs/lab_2_load_data.ipynb). This lab demonstrates the use of bulk operations to load product, customer, and sales data into Azure Cosmos DB API for MongoDB collections. As an example, the following code snippet inserts product data using the `bulk_write` method allowing for upsert functionality using the `UpdateOne` method: diff --git a/09_Vector_Search_Cosmos_DB/README.md b/vcore/09_Vector_Search_Cosmos_DB/README.md similarity index 98% rename from 09_Vector_Search_Cosmos_DB/README.md rename to vcore/09_Vector_Search_Cosmos_DB/README.md index 6440d21..7960589 100644 --- a/09_Vector_Search_Cosmos_DB/README.md +++ b/vcore/09_Vector_Search_Cosmos_DB/README.md @@ -42,7 +42,7 @@ This lab also requires the data provided in the previous lab titled [Load data i >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. -Please visit the lab repository to complete [this lab](https://github.com/AzureCosmosDB/Azure-OpenAI-Python-Developer-Guide/blob/main/Labs/lab_3_mongodb_vector_search.ipynb). +Please visit the lab repository to complete [this lab](/vcore/Labs/lab_3_mongodb_vector_search.ipynb). Some highlights from the lab include: diff --git a/09_Vector_Search_Cosmos_DB/media/azure_openai_settings.png b/vcore/09_Vector_Search_Cosmos_DB/media/azure_openai_settings.png similarity index 100% rename from 09_Vector_Search_Cosmos_DB/media/azure_openai_settings.png rename to vcore/09_Vector_Search_Cosmos_DB/media/azure_openai_settings.png diff --git a/09_Vector_Search_Cosmos_DB/media/azure_openai_studio_settings_icon.png b/vcore/09_Vector_Search_Cosmos_DB/media/azure_openai_studio_settings_icon.png similarity index 100% rename from 09_Vector_Search_Cosmos_DB/media/azure_openai_studio_settings_icon.png rename to vcore/09_Vector_Search_Cosmos_DB/media/azure_openai_studio_settings_icon.png diff --git a/09_Vector_Search_Cosmos_DB/media/embedding_pipeline.png b/vcore/09_Vector_Search_Cosmos_DB/media/embedding_pipeline.png similarity index 100% rename from 09_Vector_Search_Cosmos_DB/media/embedding_pipeline.png rename to vcore/09_Vector_Search_Cosmos_DB/media/embedding_pipeline.png diff --git a/09_Vector_Search_Cosmos_DB/media/vector_search_flow.png b/vcore/09_Vector_Search_Cosmos_DB/media/vector_search_flow.png similarity index 100% rename from 09_Vector_Search_Cosmos_DB/media/vector_search_flow.png rename to vcore/09_Vector_Search_Cosmos_DB/media/vector_search_flow.png diff --git a/10_LangChain/README.md b/vcore/10_LangChain/README.md similarity index 98% rename from 10_LangChain/README.md rename to vcore/10_LangChain/README.md index ca6c577..410c6b1 100644 --- a/10_LangChain/README.md +++ b/vcore/10_LangChain/README.md @@ -26,7 +26,7 @@ This lab also requires the data provided in the previous lab titled [Load data i >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. -Please visit the lab repository to complete [this lab](https://github.com/AzureCosmosDB/Azure-OpenAI-Python-Developer-Guide/blob/main/Labs/lab_4_langchain.ipynb). +Please visit the lab repository to complete [this lab](/vcore/Labs/lab_4_langchain.ipynb). Some highlights of the lab include: diff --git a/10_LangChain/media/langchain_rag.png b/vcore/10_LangChain/media/langchain_rag.png similarity index 100% rename from 10_LangChain/media/langchain_rag.png rename to vcore/10_LangChain/media/langchain_rag.png diff --git a/11_Backend_API/README.md b/vcore/11_Backend_API/README.md similarity index 89% rename from 11_Backend_API/README.md rename to vcore/11_Backend_API/README.md index e522144..0673405 100644 --- a/11_Backend_API/README.md +++ b/vcore/11_Backend_API/README.md @@ -8,4 +8,4 @@ This lab also requires the data provided in the previous lab titled [Load data i >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. -Please visit the lab repository to complete [this lab](https://github.com/AzureCosmosDB/Azure-OpenAI-Python-Developer-Guide/blob/main/Labs/lab_4_langchain.ipynb). +Please visit the lab repository to complete [this lab](/vcore/Labs/lab_4_langchain.ipynb). diff --git a/11_Backend_API/media/2024-01-06-20-01-38.png b/vcore/11_Backend_API/media/2024-01-06-20-01-38.png similarity index 100% rename from 11_Backend_API/media/2024-01-06-20-01-38.png rename to vcore/11_Backend_API/media/2024-01-06-20-01-38.png diff --git a/11_Backend_API/media/acr_access_keys.png b/vcore/11_Backend_API/media/acr_access_keys.png similarity index 100% rename from 11_Backend_API/media/acr_access_keys.png rename to vcore/11_Backend_API/media/acr_access_keys.png diff --git a/11_Backend_API/media/container_app_delete_hello_world.png b/vcore/11_Backend_API/media/container_app_delete_hello_world.png similarity index 100% rename from 11_Backend_API/media/container_app_delete_hello_world.png rename to vcore/11_Backend_API/media/container_app_delete_hello_world.png diff --git a/11_Backend_API/media/container_app_edit_and_deploy.png b/vcore/11_Backend_API/media/container_app_edit_and_deploy.png similarity index 100% rename from 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[Introduction](00_Introduction/README.md) +1. [Azure Overview](01_Azure_Overview/README.md) +1. [Overview of Azure Cosmos DB](02_Overview_Cosmos_DB/README.md) +1. [Overview of Azure OpenAI](03_Overview_Azure_OpenAI/README.md) +1. [Overview of AI Concepts](04_Overview_AI_Concepts/README.md) +1. [Explore the Azure OpenAI models and endpoints (console app)](05_Explore_OpenAI_models/README.md) +1. [Provision Azure resources](06_Provision_Azure_Resources/README.md) +1. [Create your first Cosmos DB project](07_Create_First_Cosmos_DB_Project/README.md) +1. [Load data into Azure Cosmos DB API for MongoDB](08_Load_Data/README.md) +1. [Use vector search on embeddings in vCore-based Azure Cosmos DB for MongoDB](09_Vector_Search_Cosmos_DB/README.md) +1. [LangChain](10_LangChain/README.md) +1. [Backend API](11_Backend_API/README.md) +1. [Connect the chat user interface with the chatbot API](12_User_Interface/README.md) +1. [Conclusion](13_Conclusion/README.md) + +![Azure Cosmos DB + Azure OpenAI Python Developer Guide Architecture Diagram](06_Provision_Azure_Resources/media/architecture.jpg) + +## Contributing + +This project welcomes contributions and suggestions. Most contributions require you to agree to a +Contributor License Agreement (CLA) declaring that you have the right to, and actually do, grant us +the rights to use your contribution. For details, visit https://cla.opensource.microsoft.com. + +When you submit a pull request, a CLA bot will automatically determine whether you need to provide +a CLA and decorate the PR appropriately (e.g., status check, comment). Simply follow the instructions +provided by the bot. You will only need to do this once across all repos using our CLA. + +This project has adopted the [Microsoft Open Source Code of Conduct](https://opensource.microsoft.com/codeofconduct/). +For more information see the [Code of Conduct FAQ](https://opensource.microsoft.com/codeofconduct/faq/) or +contact [opencode@microsoft.com](mailto:opencode@microsoft.com) with any additional questions or comments. + +## Trademarks + +This project may contain trademarks or logos for projects, products, or services. Authorized use of Microsoft +trademarks or logos is subject to and must follow +[Microsoft's Trademark & Brand Guidelines](https://www.microsoft.com/en-us/legal/intellectualproperty/trademarks/usage/general). +Use of Microsoft trademarks or logos in modified versions of this project must not cause confusion or imply Microsoft sponsorship. +Any use of third-party trademarks or logos are subject to those third-party's policies. diff --git a/assets/Graphics.pptx b/vcore/assets/Graphics.pptx similarity index 100% rename from assets/Graphics.pptx rename to vcore/assets/Graphics.pptx diff --git a/assets/architecture.pptx b/vcore/assets/architecture.pptx similarity index 100% rename from assets/architecture.pptx rename to vcore/assets/architecture.pptx From c031790b7cf732fe7954133eeb2ba354d9726d1a Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Mon, 4 Nov 2024 10:16:36 -0500 Subject: [PATCH 70/74] move guide to diskann folder --- .../00_Introduction}/README.md | 0 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to diskann/SECURITY.md diff --git a/SUPPORT.md b/diskann/SUPPORT.md similarity index 100% rename from SUPPORT.md rename to diskann/SUPPORT.md diff --git a/assets/Graphics.pptx b/diskann/assets/Graphics.pptx similarity index 100% rename from assets/Graphics.pptx rename to diskann/assets/Graphics.pptx diff --git a/assets/architecture.pptx b/diskann/assets/architecture.pptx similarity index 100% rename from assets/architecture.pptx rename to diskann/assets/architecture.pptx From 5b867ef228e08358023f662baeb772b3ccd50d48 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Mon, 4 Nov 2024 10:39:06 -0500 Subject: [PATCH 71/74] merge diskann guide --- diskann/05_Explore_OpenAI_models/README.md | 6 +-- .../06_Provision_Azure_Resources/README.md | 4 -- diskann/11_Backend_API/README.md | 4 -- diskann/README.md | 3 +- diskann/SECURITY.md | 41 ------------------- diskann/SUPPORT.md | 25 ----------- 6 files changed, 3 insertions(+), 80 deletions(-) delete mode 100644 diskann/SECURITY.md delete mode 100644 diskann/SUPPORT.md diff --git a/diskann/05_Explore_OpenAI_models/README.md b/diskann/05_Explore_OpenAI_models/README.md index 0efea00..e72c5e8 100644 --- a/diskann/05_Explore_OpenAI_models/README.md +++ b/diskann/05_Explore_OpenAI_models/README.md @@ -73,8 +73,4 @@ This labs demonstrates using an Azure OpenAI model to obtain a completion respon >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. -<<<<<<<< HEAD:vcore/05_Explore_OpenAI_models/README.md -Visit the lab repository to complete [this lab](/vcore/Labs/lab_0_explore_and_use_models.ipynb). -======== -Visit the lab repository to complete [this lab](../Labs/lab_0_explore_and_use_models.ipynb). ->>>>>>>> local/main:diskann/05_Explore_OpenAI_models/README.md +Visit the lab repository to complete [this lab](../Labs/lab_0_explore_and_use_models.ipynb). \ No newline at end of file diff --git a/diskann/06_Provision_Azure_Resources/README.md b/diskann/06_Provision_Azure_Resources/README.md index ccd9526..4843983 100644 --- a/diskann/06_Provision_Azure_Resources/README.md +++ b/diskann/06_Provision_Azure_Resources/README.md @@ -25,8 +25,4 @@ This lab will walk you through deploying the Azure resources necessary for the s > **Note**: You will need an Azure Subscription and have the necessary permissions to provision the Azure resources. -<<<<<<<< HEAD:vcore/06_Provision_Azure_Resources/README.md -Please visit the lab repository to complete [this lab](/vcore/Labs/deploy/deploy.md). -======== Please visit the lab repository to complete [this lab](../Labs/deploy/deploy.md). ->>>>>>>> local/main:diskann/06_Provision_Azure_Resources/README.md diff --git a/diskann/11_Backend_API/README.md b/diskann/11_Backend_API/README.md index fe04d74..2f4fbd5 100644 --- a/diskann/11_Backend_API/README.md +++ b/diskann/11_Backend_API/README.md @@ -8,8 +8,4 @@ This lab also requires the data provided in the previous lab titled [Load data i >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. -<<<<<<<< HEAD:vcore/11_Backend_API/README.md -Please visit the lab repository to complete [this lab](/vcore/Labs/lab_4_langchain.ipynb). -======== Please visit the lab repository to complete [this lab](../Labs/lab_5_backend_api.md). ->>>>>>>> local/main:diskann/11_Backend_API/README.md diff --git a/diskann/README.md b/diskann/README.md index a355593..1dd0def 100644 --- a/diskann/README.md +++ b/diskann/README.md @@ -1,6 +1,5 @@ # Azure Cosmos DB for NoSQL + DiskANN + Azure OpenAI Python Developer Guide -Choose one of the following developer guides: 1. [Introduction](00_Introduction/README.md) 1. [Azure Overview](01_Azure_Overview/README.md) 1. [Overview of Azure Cosmos DB](02_Overview_Cosmos_DB/README.md) @@ -16,6 +15,8 @@ Choose one of the following developer guides: 1. [Connect the chat user interface with the chatbot API](12_User_Interface/README.md) 1. [Conclusion](13_Conclusion/README.md) +![Azure Cosmos DB for NoSql + DiskANN + Azure OpenAI Python Developer Guide Architecture Diagram](06_Provision_Azure_Resources/media/architecture.jpg) + ## Contributing This project welcomes contributions and suggestions. Most contributions require you to agree to a diff --git a/diskann/SECURITY.md b/diskann/SECURITY.md deleted file mode 100644 index b3c89ef..0000000 --- a/diskann/SECURITY.md +++ /dev/null @@ -1,41 +0,0 @@ - - -## Security - -Microsoft takes the security of our software products and services seriously, which includes all source code repositories managed through our GitHub organizations, which include [Microsoft](https://github.com/Microsoft), [Azure](https://github.com/Azure), [DotNet](https://github.com/dotnet), [AspNet](https://github.com/aspnet) and [Xamarin](https://github.com/xamarin). - -If you believe you have found a security vulnerability in any Microsoft-owned repository that meets [Microsoft's definition of a security vulnerability](https://aka.ms/security.md/definition), please report it to us as described below. - -## Reporting Security Issues - -**Please do not report security vulnerabilities through public GitHub issues.** - -Instead, please report them to the Microsoft Security Response Center (MSRC) at [https://msrc.microsoft.com/create-report](https://aka.ms/security.md/msrc/create-report). - -If you prefer to submit without logging in, send email to [secure@microsoft.com](mailto:secure@microsoft.com). If possible, encrypt your message with our PGP key; please download it from the [Microsoft Security Response Center PGP Key page](https://aka.ms/security.md/msrc/pgp). - -You should receive a response within 24 hours. If for some reason you do not, please follow up via email to ensure we received your original message. Additional information can be found at [microsoft.com/msrc](https://www.microsoft.com/msrc). - -Please include the requested information listed below (as much as you can provide) to help us better understand the nature and scope of the possible issue: - - * Type of issue (e.g. buffer overflow, SQL injection, cross-site scripting, etc.) - * Full paths of source file(s) related to the manifestation of the issue - * The location of the affected source code (tag/branch/commit or direct URL) - * Any special configuration required to reproduce the issue - * Step-by-step instructions to reproduce the issue - * Proof-of-concept or exploit code (if possible) - * Impact of the issue, including how an attacker might exploit the issue - -This information will help us triage your report more quickly. - -If you are reporting for a bug bounty, more complete reports can contribute to a higher bounty award. Please visit our [Microsoft Bug Bounty Program](https://aka.ms/security.md/msrc/bounty) page for more details about our active programs. - -## Preferred Languages - -We prefer all communications to be in English. - -## Policy - -Microsoft follows the principle of [Coordinated Vulnerability Disclosure](https://aka.ms/security.md/cvd). - - diff --git a/diskann/SUPPORT.md b/diskann/SUPPORT.md deleted file mode 100644 index 291d4d4..0000000 --- a/diskann/SUPPORT.md +++ /dev/null @@ -1,25 +0,0 @@ -# TODO: The maintainer of this repo has not yet edited this file - -**REPO OWNER**: Do you want Customer Service & Support (CSS) support for this product/project? - -- **No CSS support:** Fill out this template with information about how to file issues and get help. -- **Yes CSS support:** Fill out an intake form at [aka.ms/onboardsupport](https://aka.ms/onboardsupport). CSS will work with/help you to determine next steps. -- **Not sure?** Fill out an intake as though the answer were "Yes". CSS will help you decide. - -*Then remove this first heading from this SUPPORT.MD file before publishing your repo.* - -# Support - -## How to file issues and get help - -This project uses GitHub Issues to track bugs and feature requests. Please search the existing -issues before filing new issues to avoid duplicates. For new issues, file your bug or -feature request as a new Issue. - -For help and questions about using this project, please **REPO MAINTAINER: INSERT INSTRUCTIONS HERE -FOR HOW TO ENGAGE REPO OWNERS OR COMMUNITY FOR HELP. COULD BE A STACK OVERFLOW TAG OR OTHER -CHANNEL. WHERE WILL YOU HELP PEOPLE?**. - -## Microsoft Support Policy - -Support for this **PROJECT or PRODUCT** is limited to the resources listed above. From 990b345306e0fdedbf5bb944c75860813207e15b Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Mon, 4 Nov 2024 10:41:43 -0500 Subject: [PATCH 72/74] fix links --- README.md | 2 ++ vcore/README.md | 2 +- 2 files changed, 3 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index f66b6d5..ab8ad0a 100644 --- a/README.md +++ b/README.md @@ -4,6 +4,8 @@ Choose one of the following developer guides: - [Azure Cosmos DB for MongoDB (vCore) + Azure OpenAI Python Developer Guide ](/vcore/README.md) +- [Azure Cosmos DB for NoSQL + DiskANN + Azure OpenAI Python Developer Guide +](/diskann/README.md) ## Contributing diff --git a/vcore/README.md b/vcore/README.md index 3f43883..ee558af 100644 --- a/vcore/README.md +++ b/vcore/README.md @@ -15,7 +15,7 @@ 1. [Connect the chat user interface with the chatbot API](12_User_Interface/README.md) 1. [Conclusion](13_Conclusion/README.md) -![Azure Cosmos DB + Azure OpenAI Python Developer Guide Architecture Diagram](06_Provision_Azure_Resources/media/architecture.jpg) +![Azure Cosmos DB for MongoDB (vCore) + Azure OpenAI Python Developer Guide Architecture Diagram](06_Provision_Azure_Resources/media/architecture.jpg) ## Contributing From 495f172045d9836dad5c231d0e05c78e63f7701e Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Mon, 4 Nov 2024 10:58:56 -0500 Subject: [PATCH 73/74] fix links --- diskann/02_Overview_Cosmos_DB/README.md | 4 ++-- diskann/05_Explore_OpenAI_models/README.md | 2 +- diskann/12_User_Interface/README.md | 2 +- diskann/Labs/deploy/azuredeploy.bicep | 6 +++--- diskann/Labs/deploy/deploy.md | 3 ++- diskann/Labs/lab_5_backend_api.md | 5 +++-- vcore/Labs/deploy/azuredeploy.bicep | 2 +- vcore/Labs/deploy/deploy.md | 1 + vcore/Labs/lab_5_backend_api.md | 3 ++- 9 files changed, 16 insertions(+), 12 deletions(-) diff --git a/diskann/02_Overview_Cosmos_DB/README.md b/diskann/02_Overview_Cosmos_DB/README.md index 7a26b76..62d85f8 100644 --- a/diskann/02_Overview_Cosmos_DB/README.md +++ b/diskann/02_Overview_Cosmos_DB/README.md @@ -16,10 +16,10 @@ The focus for this developer guide is [Azure Cosmos DB for NoSQL](https://learn. Azure Cosmos DB offers three capacity modes: provisioned throughput, serverless and autoscale modes. creating an Azure Cosmos DB account, it's essential to evaluate the workload's characteristics in order to choose the appropriate mode to optimize both performance and cost efficiency. -[**Serverless mode**](https://learn.microsoft.com/en-us/azure/cosmos-db/serverless) offers a more flexible and pay-as-you-go approach, where only the Request Units consumed are billed. This is particularly advantageous for applications with sporadic or unpredictable usage patterns, as it eliminates the need to provision resources upfront. +[**Serverless mode**](https://learn.microsoft.com/azure/cosmos-db/serverless) offers a more flexible and pay-as-you-go approach, where only the Request Units consumed are billed. This is particularly advantageous for applications with sporadic or unpredictable usage patterns, as it eliminates the need to provision resources upfront. [**Provisioned throughput mode**](https://learn.microsoft.com/azure/cosmos-db/set-throughput) allocates a fixed amount of resources, measured in [Request Units per second (RUs/s)](https://learn.microsoft.com/azure/cosmos-db/request-units), which is ideal for applications with predictable and steady workloads. This ensures consistent performance and can be more cost-effective when there is a constant or high demand for database operations. RU/s can be set at both the database and container levels, allowing for fine-grained control over resource allocation. [**Autoscale mode**](https://learn.microsoft.com/azure/cosmos-db/provision-throughput-autoscale) builds upon the provisioned throughput mode but allows for the database or container automatically and instantly scale up or down resources based on demand, ensuring that the application can handle varying workloads efficiently. When configuring autoscale, a maximum (Tmax) value threshold is set for a predictable maximum cost. This mode is suitable for applications with fluctuating usage patterns or infrequently used applications. -[**Dynamic scaling**](https://learn.microsoft.com/en-us/azure/cosmos-db/autoscale-per-partition-region) allows for the automatic and independent scaling of non-uniform workloads across regions and partitions according to usage patterns. For instance, in a disaster recovery configuration with two regions, the primary region may experience high traffic while the secondary region can scale down to idle, thereby saving costs. This approach is also highly effective for multi-regional applications, where traffic patterns fluctuate based on the time of day in each region. +[**Dynamic scaling**](https://learn.microsoft.com/azure/cosmos-db/autoscale-per-partition-region) allows for the automatic and independent scaling of non-uniform workloads across regions and partitions according to usage patterns. For instance, in a disaster recovery configuration with two regions, the primary region may experience high traffic while the secondary region can scale down to idle, thereby saving costs. This approach is also highly effective for multi-regional applications, where traffic patterns fluctuate based on the time of day in each region. diff --git a/diskann/05_Explore_OpenAI_models/README.md b/diskann/05_Explore_OpenAI_models/README.md index e72c5e8..a1cca99 100644 --- a/diskann/05_Explore_OpenAI_models/README.md +++ b/diskann/05_Explore_OpenAI_models/README.md @@ -2,7 +2,7 @@ ## Azure OpenAI Models -[Azure OpenAI is powered by a diverse set of models](https://learn.microsoft.com/en-us/azure/ai-services/openai/concepts/models) with different capabilities. +[Azure OpenAI is powered by a diverse set of models](https://learn.microsoft.com/azure/ai-services/openai/concepts/models) with different capabilities. | Model | Description | | -- | --- | diff --git a/diskann/12_User_Interface/README.md b/diskann/12_User_Interface/README.md index 79f9218..20fc84e 100644 --- a/diskann/12_User_Interface/README.md +++ b/diskann/12_User_Interface/README.md @@ -10,7 +10,7 @@ The following screenshot shows where to find the front-end application URL: Navigating to this URL in the browser accesses the front-end application. Through this front-end application User Interface, questions can be submitted to the Azure OpenAI model about the CosmicWorks company data, then it will generate responses accordingly. -![Front-end Web Application User Interface](images/2024-01-17-12-42-59.png) +![Front-end Web Application User Interface](images/2024-10-15-11-48-17.png) While the code for the SPA web application is outside the scope of this dev guide. It's worth noting that the Web App is configured with the URL for the Backend API using **App settings** with the variable named `API_ENDPOINT` under the **Settings** -> **Environment variables** pane. When the application was deployed as part of the Azure template deployment, it was automatically configured with this URL to connect the front-end SPA web application to the Backend API. diff --git a/diskann/Labs/deploy/azuredeploy.bicep b/diskann/Labs/deploy/azuredeploy.bicep index b53761b..3854981 100644 --- a/diskann/Labs/deploy/azuredeploy.bicep +++ b/diskann/Labs/deploy/azuredeploy.bicep @@ -2,7 +2,7 @@ Azure Cosmos DB + Azure OpenAI Python developer guide lab ****************************************************************** This Azure resource deployment template uses some of the following practices: -- [Abbrevation examples for Azure resources](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/ready/azure-best-practices/resource-abbreviations) +- [Abbrevation examples for Azure resources](https://learn.microsoft.com/azure/cloud-adoption-framework/ready/azure-best-practices/resource-abbreviations) */ /* *************************************************************** */ @@ -98,7 +98,7 @@ var appServiceSettings = { // Define a variable for the tag values var tags = { name: 'AzureCosmosDB-DevGuide' - repo: 'https://github.com/solliancenet/cosmos-db-nosql-openai-python-dev-guide' + repo: 'https://github.com/AzureCosmosDB/Azure-OpenAI-Python-Developer-Guide/blob/main/diskann/README.md' } /* *************************************************************** */ @@ -126,7 +126,7 @@ resource cosmosAccount 'Microsoft.DocumentDB/databaseAccounts@2024-05-15' = { name: 'EnableServerless' } { - /* https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/vector-search#enroll-in-the-vector-search-preview-feature */ + /* https://learn.microsoft.com/azure/cosmos-db/nosql/vector-search#enroll-in-the-vector-search-preview-feature */ name: 'EnableNoSQLVectorSearch' } ] diff --git a/diskann/Labs/deploy/deploy.md b/diskann/Labs/deploy/deploy.md index e0937b4..399d3dc 100644 --- a/diskann/Labs/deploy/deploy.md +++ b/diskann/Labs/deploy/deploy.md @@ -12,9 +12,10 @@ Create a folder to house the repository. Open a terminal and navigate to the folder. Clone the repository, then navigate to the `Labs/deploy` folder within the repository. ```bash -git clone https://github.com/solliancenet/Cosmos-DB-NoSQL-OpenAI-Python-Dev-Guide.git +git clone https://github.com/AzureCosmosDB/Azure-OpenAI-Python-Developer-Guide.git cd Cosmos-DB-NoSQL-OpenAI-Python-Dev-Guide +cd diskann cd Labs cd deploy ``` diff --git a/diskann/Labs/lab_5_backend_api.md b/diskann/Labs/lab_5_backend_api.md index aec02ad..8408963 100644 --- a/diskann/Labs/lab_5_backend_api.md +++ b/diskann/Labs/lab_5_backend_api.md @@ -6,16 +6,17 @@ The information provided in this section assumes that the dependent infrastructu ## Overview -The backend api is a Python FastAPI application that will expose endpoints for the frontend application to interact with. The backend api is a containerized application that will be deployed to [Azure Container Apps](https://learn.microsoft.com/en-us/azure/container-apps/overview). +The backend api is a Python FastAPI application that will expose endpoints for the frontend application to interact with. The backend api is a containerized application that will be deployed to [Azure Container Apps](https://learn.microsoft.com/azure/container-apps/overview). ## Clone the Backend API Create a folder to house the repository. Open a terminal and navigate to the folder. Clone the repository, then navigate to the `Backend` folder within the repository. ```bash -git clone https://github.com/solliancenet/cosmos-db-nosql-openai-python-dev-guide.git +git clone https://github.com/AzureCosmosDB/Azure-OpenAI-Python-Developer-Guide.git cd Azure-OpenAI-Python-Developer-Guide +cd diskann cd Backend ``` diff --git a/vcore/Labs/deploy/azuredeploy.bicep b/vcore/Labs/deploy/azuredeploy.bicep index ee04c74..85c2559 100644 --- a/vcore/Labs/deploy/azuredeploy.bicep +++ b/vcore/Labs/deploy/azuredeploy.bicep @@ -2,7 +2,7 @@ Azure Cosmos DB + Azure OpenAI Python developer guide lab ****************************************************************** This Azure resource deployment template uses some of the following practices: -- [Abbrevation examples for Azure resources](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/ready/azure-best-practices/resource-abbreviations) +- [Abbrevation examples for Azure resources](https://learn.microsoft.com/azure/cloud-adoption-framework/ready/azure-best-practices/resource-abbreviations) */ diff --git a/vcore/Labs/deploy/deploy.md b/vcore/Labs/deploy/deploy.md index 681548b..8749dda 100644 --- a/vcore/Labs/deploy/deploy.md +++ b/vcore/Labs/deploy/deploy.md @@ -15,6 +15,7 @@ Create a folder to house the repository. Open a terminal and navigate to the fol git clone https://github.com/AzureCosmosDB/Azure-OpenAI-Python-Developer-Guide.git cd Azure-OpenAI-Python-Developer-Guide +cd vcore cd Labs cd deploy ``` diff --git a/vcore/Labs/lab_5_backend_api.md b/vcore/Labs/lab_5_backend_api.md index cc3b377..1d648aa 100644 --- a/vcore/Labs/lab_5_backend_api.md +++ b/vcore/Labs/lab_5_backend_api.md @@ -6,7 +6,7 @@ The information provided in this section assumes that the dependent infrastructu ## Overview -The backend api is a Python FastAPI application that will expose endpoints for the frontend application to interact with. The backend api is a containerized application that will be deployed to [Azure Container Apps](https://learn.microsoft.com/en-us/azure/container-apps/overview). +The backend api is a Python FastAPI application that will expose endpoints for the frontend application to interact with. The backend api is a containerized application that will be deployed to [Azure Container Apps](https://learn.microsoft.com/azure/container-apps/overview). ## Clone the Backend API @@ -16,6 +16,7 @@ Create a folder to house the repository. Open a terminal and navigate to the fol git clone https://github.com/AzureCosmosDB/Azure-OpenAI-Python-Developer-Guide.git cd Azure-OpenAI-Python-Developer-Guide +cd vcore cd Backend ``` From affbb96ee9bf098cebef75349ff623590a943d01 Mon Sep 17 00:00:00 2001 From: Chris Pietschmann Date: Mon, 4 Nov 2024 11:00:11 -0500 Subject: [PATCH 74/74] update readme --- diskann/README.md | 22 ---------------------- vcore/README.md | 22 ---------------------- 2 files changed, 44 deletions(-) diff --git a/diskann/README.md b/diskann/README.md index 1dd0def..060e4fd 100644 --- a/diskann/README.md +++ b/diskann/README.md @@ -16,25 +16,3 @@ 1. [Conclusion](13_Conclusion/README.md) ![Azure Cosmos DB for NoSql + DiskANN + Azure OpenAI Python Developer Guide Architecture Diagram](06_Provision_Azure_Resources/media/architecture.jpg) - -## Contributing - -This project welcomes contributions and suggestions. Most contributions require you to agree to a -Contributor License Agreement (CLA) declaring that you have the right to, and actually do, grant us -the rights to use your contribution. For details, visit https://cla.opensource.microsoft.com. - -When you submit a pull request, a CLA bot will automatically determine whether you need to provide -a CLA and decorate the PR appropriately (e.g., status check, comment). Simply follow the instructions -provided by the bot. You will only need to do this once across all repos using our CLA. - -This project has adopted the [Microsoft Open Source Code of Conduct](https://opensource.microsoft.com/codeofconduct/). -For more information see the [Code of Conduct FAQ](https://opensource.microsoft.com/codeofconduct/faq/) or -contact [opencode@microsoft.com](mailto:opencode@microsoft.com) with any additional questions or comments. - -## Trademarks - -This project may contain trademarks or logos for projects, products, or services. Authorized use of Microsoft -trademarks or logos is subject to and must follow -[Microsoft's Trademark & Brand Guidelines](https://www.microsoft.com/en-us/legal/intellectualproperty/trademarks/usage/general). -Use of Microsoft trademarks or logos in modified versions of this project must not cause confusion or imply Microsoft sponsorship. -Any use of third-party trademarks or logos are subject to those third-party's policies. diff --git a/vcore/README.md b/vcore/README.md index ee558af..f8b9ec7 100644 --- a/vcore/README.md +++ b/vcore/README.md @@ -16,25 +16,3 @@ 1. [Conclusion](13_Conclusion/README.md) ![Azure Cosmos DB for MongoDB (vCore) + Azure OpenAI Python Developer Guide Architecture Diagram](06_Provision_Azure_Resources/media/architecture.jpg) - -## Contributing - -This project welcomes contributions and suggestions. Most contributions require you to agree to a -Contributor License Agreement (CLA) declaring that you have the right to, and actually do, grant us -the rights to use your contribution. For details, visit https://cla.opensource.microsoft.com. - -When you submit a pull request, a CLA bot will automatically determine whether you need to provide -a CLA and decorate the PR appropriately (e.g., status check, comment). Simply follow the instructions -provided by the bot. You will only need to do this once across all repos using our CLA. - -This project has adopted the [Microsoft Open Source Code of Conduct](https://opensource.microsoft.com/codeofconduct/). -For more information see the [Code of Conduct FAQ](https://opensource.microsoft.com/codeofconduct/faq/) or -contact [opencode@microsoft.com](mailto:opencode@microsoft.com) with any additional questions or comments. - -## Trademarks - -This project may contain trademarks or logos for projects, products, or services. Authorized use of Microsoft -trademarks or logos is subject to and must follow -[Microsoft's Trademark & Brand Guidelines](https://www.microsoft.com/en-us/legal/intellectualproperty/trademarks/usage/general). -Use of Microsoft trademarks or logos in modified versions of this project must not cause confusion or imply Microsoft sponsorship. -Any use of third-party trademarks or logos are subject to those third-party's policies.

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zv7K{@AqsV0SmJ73U;o*n$3wUGX12Tup9Lsw|GKMxW=LGmnnC}2Da-Uo=2Wvu5%uga zZ|uhmL)`&RGsCd?7xig|L6a{(#qe|;M`~`0&E&hA)1^GQp%RR-$2%K5x>`ZITSj}~ zuZFEVhnUlkgn1~3{MYGyhT*_+c{2mP+Rs`EZ7rIQ$ZCXeU=`Dvq;~?C{6w>N=)rq^2uFkyVkE*D;ev2Q zxFOsT9tcl_5aERoA;bs?Vidv~;e+r+_#yleQbYhkhL9r^2qhvA5rhavgdjo@VTjR) ya6|+`g@{CqK|~?ch_MI_LW>xO7?02)q7gBOSVSBm9+7}ZL`*PzxFzZHFa8H27@fla diff --git a/02_Overview_Cosmos_DB/README.md b/02_Overview_Cosmos_DB/README.md index d6b7b69..1496eb0 100644 --- a/02_Overview_Cosmos_DB/README.md +++ b/02_Overview_Cosmos_DB/README.md @@ -16,8 +16,10 @@ The focus for this developer guide is [Azure Cosmos DB for NoSQL](https://learn. Azure Cosmos DB offers three capacity modes: provisioned throughput, serverless and autoscale modes. creating an Azure Cosmos DB account, it's essential to evaluate the workload's characteristics in order to choose the appropriate mode to optimize both performance and cost efficiency. +[**Serverless mode**](https://learn.microsoft.com/en-us/azure/cosmos-db/serverless) offers a more flexible and pay-as-you-go approach, where only the Request Units consumed are billed. This is particularly advantageous for applications with sporadic or unpredictable usage patterns, as it eliminates the need to provision resources upfront. + [**Provisioned throughput mode**](https://learn.microsoft.com/azure/cosmos-db/set-throughput) allocates a fixed amount of resources, measured in [Request Units per second (RUs/s)](https://learn.microsoft.com/azure/cosmos-db/request-units), which is ideal for applications with predictable and steady workloads. This ensures consistent performance and can be more cost-effective when there is a constant or high demand for database operations. RU/s can be set at both the database and container levels, allowing for fine-grained control over resource allocation. -[**Serverless mode**](https://learn.microsoft.com/en-us/azure/cosmos-db/serverless) offers a more flexible and pay-as-you-go approach, where only the Request Units consumed are billed. This is particularly advantageous for applications with sporadic or unpredictable usage patterns, as it eliminates the need to provision resources upfront. +[**Autoscale mode**](https://learn.microsoft.com/azure/cosmos-db/provision-throughput-autoscale) builds upon the provisioned throughput mode but allows for the database or container automatically and instantly scale up or down resources based on demand, ensuring that the application can handle varying workloads efficiently. When configuring autoscale, a maximum (Tmax) value threshold is set for a predictable maximum cost. This mode is suitable for applications with fluctuating usage patterns or infrequently used applications. -[**Autoscale mode**](https://learn.microsoft.com/azure/cosmos-db/provision-throughput-autoscale) builds upon the provisioned throughput mode but allows for the database or container automatically and instantly scales up or down resources based on demand, ensuring that the application can handle varying workloads efficiently. When configuring autoscale, a maximum (Tmax) value threshold is set for a predictable maximum cost. This mode is suitable for applications with fluctuating usage patterns or infrequently used applications. +[**Dynamic scaling**](https://learn.microsoft.com/en-us/azure/cosmos-db/autoscale-per-partition-region) allows for the automatic and independent scaling of non-uniform workloads across regions and partitions according to usage patterns. For instance, in a disaster recovery configuration with two regions, the primary region may experience high traffic while the secondary region can scale down to idle, thereby saving costs. This approach is also highly effective for multi-regional applications, where traffic patterns fluctuate based on the time of day in each region. diff --git a/07_Create_First_Cosmos_DB_Project/README.md b/07_Create_First_Cosmos_DB_Project/README.md index 5e95ba0..c7f76c4 100644 --- a/07_Create_First_Cosmos_DB_Project/README.md +++ b/07_Create_First_Cosmos_DB_Project/README.md @@ -45,7 +45,8 @@ The following concepts are covered in detail in this lab: The `azure-cosmos` library is used to create a Cosmos DB API for NoSQL database client. The client enables both DDL (data definition language) and DML (data manipulation language) operations. ```python -client = cosmos_client.CosmosClient(HOST, {'masterKey': MASTER_KEY} ) +# Initialize the Cosmos DB client +client = CosmosClient.from_connection_string(CONNECTION_STRING) ``` ### Creating a database @@ -53,29 +54,57 @@ client = cosmos_client.CosmosClient(HOST, {'masterKey': MASTER_KEY} ) The `create_database` method is used to create a database. If the database already exists, an exception is thrown, therefore verify the database already exists before creating it. ```python -client.create_database(id=id) +db: DatabaseProxy = client.create_database(database_name) ``` ### Creating a container -In progress +The `create_container_if_not_exists` method is used to create a container. If the container already exists, the method will retrieve the existing container. -### Creating a document +```python +container: ContainerProxy = db.create_container_if_not_exists( + id="product", + partition_key={"paths": ["/categoryId"], "kind": "Hash"} + ) +``` -In progress +### Creating or Updating a document (Upsert) -### Reading a document +One method of creating a document is using the `create_item` method. This method takes a single document and inserts it into the database, if the item already exists in the container, and exception is thrown. Alternatively, the `upsert_item` method can also be used to insert a document into the database and in this case, if the document already exists, it will be updated. + +```python +# Create a document +container.upsert_item(product_dict) +``` -In progress +### Reading documents -### Updating a document +The `read_item` method can be used to retrieve a single document if both the `id` value and `partition_key` value are known. Otherwise, the `query_items` method can be used to retrieve a list of documents using a [SQL-like query](https://learn.microsoft.com/azure/cosmos-db/nosql/tutorial-query). -In progress +```python +items = container.query_items(query="SELECT * FROM prod", enable_cross_partition_query=True) +``` ### Deleting a document -In progress +The `delete_item` method is used to delete a document from the container. + +```python +container.delete_item(item=product.id, partition_key=product.category_id) +``` + +## Cosmos DB indexing + +Azure Cosmos DB automatically indexes all properties for all items in a container. However, the creation of additional indexes can improve performance and add functionality such as spatial querying and vector search. + +The following indexes are supported by Azure Cosmos DB: + +The **Range Index** supports efficient execution of queries involving numerical and string data types. It is optimized for inequality comparisons (<, <=, >, >=) and sorting operations. Range indexes are particularly useful for time-series data, financial applications, and any scenario that requires filtering or sorting over a numeric range or alphabetically ordered strings. + +The **Spatial Index** excels with geospatial data types such as points, lines, and polygons. Spatial queries include operations such as finding intersections, conducting proximity searches, and handling bounding-box queries. Spatial indexes are crucial for applications that require geographic information system (GIS) capabilities, location-based services, and asset tracking. + +The **Composite Index** combines multiple properties into a single entry, optimizing complex queries that use multiple properties for filtering and sorting. They significantly improve the performance of multidimensional queries by reducing the number of request units (RUs) consumed during these operations. -### Querying documents +The **Vector Index** is specialized for high-dimensional vector data. Use cases include similarity searches, recommendation systems, and any other application requiring efficient handling of high-dimensional vectors. 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`&retrywrites=false&tlsallowinvalidcertificates=true`.\n", "\n", - ">**Note**: If you are running using the **local emulator**, append the following value to the connection string: `&retrywrites=false&tlsallowinvalidcertificates=true`. Also ensure that you are starting the emulator using the [MongoDB endpoint option](https://learn.microsoft.com/en-us/azure/cosmos-db/how-to-develop-emulator?tabs=windows%2Cpython&pivots=api-mongodb#start-the-emulator).\n" + "To create a NoSQL database in Cosmos DB, first instantiate a `CosmosClient` object. Before attempting to create the database, check for its existence using the `list_databases` method, as trying to create a database that already exists will raise an exception. If the database does not exist, create it using the `create_database` method, passing the database name as an argument. If the database already exists, you can load it by calling the `get_database_client` method with the database name as an argument." ] }, { @@ -40,11 +42,26 @@ "outputs": [], "source": [ "load_dotenv()\n", - "CONNECTION_STRING = os.environ.get(\"DB_CONNECTION_STRING\")\n", - "client = pymongo.MongoClient(CONNECTION_STRING)\n", - "# Create database to hold cosmic works data\n", - "# MongoDB will create the database if it does not exist\n", - "db = client.cosmic_works" + "CONNECTION_STRING = os.environ.get(\"COSMOS_DB_CONNECTION_STRING\")\n", + "\n", + "# Initialize the Cosmos DB client\n", + "client = CosmosClient.from_connection_string(CONNECTION_STRING)\n", + "\n", + "# Create or load the cosmic_works database\n", + "database_name = \"cosmic_works\"\n", + "db = None\n", + "databases = list(client.list_databases())\n", + "# Check if the database already exists\n", + "for db_info in databases:\n", + " if db_info['id'] == database_name:\n", + " db = client.get_database_client(database_name)\n", + " print(f\"Database '{database_name}' already exists and has been retrieved.\")\n", + " break\n", + "\n", + "# Create the database if it does not exist\n", + "if not db:\n", + " db: DatabaseProxy = client.create_database(database_name)\n", + " print(f\"Database '{database_name}' created successfully.\")" ] }, { @@ -53,27 +70,32 @@ "source": [ "## Create a container\n", "\n", - "Creating containers behaves similarly to the database creation. If the container does not exist, it will be created. It's important to note that databases and containers are lazily created. This means that the database and container will not be created until the first document is inserted." + "There is a handy method that can be used to create a container in the database `create_container_if_not_exists` that allows for the creation of a container if it does not already exist, or retrieves it if it does. In this case, the `product` container is created to store product information.\n", + "\n", + "When creating a container, the partition key is required. Partition keys in Azure Cosmos DB are critical for ensuring scalable and efficient performance. They function as logical sharding mechanisms, distributing data across multiple partitions to balance the load and optimize query performance. It is referenced as a JSON path within the item being stored, prefixed with a `/`. Choosing an effective partition key affects the throughput, latency, and overall efficiency of database operations. Learn more about [partitioning in Azure Cosmos DB](https://learn.microsoft.com/azure/cosmos-db/partitioning-overview)." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ - "collection = db.products" + "container: ContainerProxy = db.create_container_if_not_exists(\n", + " id=\"product\",\n", + " partition_key={\"paths\": [\"/categoryId\"], \"kind\": \"Hash\"}\n", + " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Create a document\n", + "## Create or Update a document (Upsert)\n", "\n", - "Documents in Cosmos DB API for MongoDB are represented as JSON objects. In this lab, the Pydantic library is used to create a model for the document. This model is then used to create a document in the database using built-in serialization methods. Find the models in the `models` folder. Notice the class property definitions include aliases, these aliases can be used to override the serialized property names. This is useful when the property names in the model do not match the property names desired in the database.\n", + "Documents in Cosmos DB for NoSQL API are represented as JSON objects. In this lab, the Pydantic library is used to create a model for the document. This model is then used to create a document in the database using built-in serialization methods. Find the models in the `models` folder. Notice the class property definitions include aliases, these aliases can be used to override the serialized property names. This is useful when the property names in the model do not match the property names desired in the database.\n", "\n", - "One method of creating a document is using the `insert_one` method. This method takes a single document and inserts it into the database. This operation returns an [InsertOneResult](https://pymongo.readthedocs.io/en/stable/api/pymongo/results.html#pymongo.results.InsertOneResult) object that contains the property `inserted_id`. This property contains the unique identifier of the document that was just inserted." + "One method of creating a document is using the `create_item` method. This method takes a single document and inserts it into the database, if the item already exists in the container, and exception is thrown. Alternatively, the `upsert_item` method can also be used to insert a document into the database and in this case, if the document already exists, it will be updated." ] }, { @@ -92,13 +114,11 @@ " price=742.42,\n", " )\n", "\n", - "# Generate JSON using alias names defined on the model\n", - "product_json = product.model_dump(by_alias=True)\n", - "\n", - "# Insert the JSON into the database, and retrieve the inserted/generated ID\n", - "product_id = collection.insert_one(product_json).inserted_id\n", + "# Upsert the product into the container by converting it to a dictionary using the alias names where present.\n", + "product_dict = product.model_dump(by_alias=True)\n", + "container.upsert_item(product.model_dump(by_alias=True))\n", "\n", - "print(f\"Inserted product with ID: {product_id}\")" + "print(f\"Upserted product with ID: {product.id}\")" ] }, { @@ -107,7 +127,9 @@ "source": [ "## Read a document\n", "\n", - "The insertion of the Product in the previous cell automatically created the database and container. The `find_one` method is used to retrieve a single document from the database. The `find_one` method takes a filter as an argument. This filter is used to find the document in the database. In this case, the filter is the unique identifier or `_id` of the document that was just inserted." + "To read a document from the database, use the `read_item` method. This method takes the partition key and the document id as arguments and returns the document. If the document does not exist, an exception is thrown. The `query_items` method can also be used to retrieve documents from the database. This method takes a query string as an argument and returns a list of documents that match the query.\n", + "\n", + "In this case, the `query_items` method is used to retrieve the document from the container as it is desired to retrieve the record without also having to provide the partition key." ] }, { @@ -116,56 +138,33 @@ "metadata": {}, "outputs": [], "source": [ - "retrieved_document = collection.find_one({\"_id\": product_id})\n", - "\n", - "# Print the retrieved JSON document\n", - "print(\"JSON document retrieved from the database:\")\n", - "pprint(retrieved_document)\n", - "\n", - "# Cast JSON document into the Product model\n", - "retrieved_product = Product(**retrieved_document)\n", + "# Create a function to retrieve a product by its id value\n", + "def query_product_by_id(container, product_id):\n", + " query = \"SELECT * FROM prod WHERE prod.id = @id\"\n", + " parameters = [\n", + " {\"name\": \"@id\", \"value\": product_id}\n", + " ] \n", + " item = list(container.query_items(\n", + " query=query,\n", + " parameters=parameters,\n", + " enable_cross_partition_query=True\n", + " ))[0]\n", + " return Product(**item)\n", + " \n", + "retrieved_product = query_product_by_id(container, product.id)\n", "\n", "# Print the retrieved product\n", - "print(\"\\nCast Product from document:\")\n", + "print(\"\\nCast Product from document retrieved from Cosmos DB:\")\n", "print(retrieved_product)" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Update a document\n", - "\n", - "The `find_one_and_update` method is used to update a single document in the database. This method takes a filter and an update as arguments. The filter is used to find the document to update. The update is a dictionary of the properties to update. In this case, the `find_one_and_update` method is used to update the `name` property of the document. The updated document is the return value for this method.\n", - "\n", - "Find additional examples of queries in the [documentation](https://learn.microsoft.com/en-us/azure/cosmos-db/mongodb/tutorial-query)." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "retrieved_product.name = \"Mountain-100 Silver, 48\\\"\"\n", - "update_result = collection.find_one_and_update(\n", - " {\"_id\": product_id},\n", - " {\"$set\": {\"name\": retrieved_product.name}},\n", - " return_document=pymongo.ReturnDocument.AFTER\n", - ")\n", - "print(\"Updated JSON document:\")\n", - "print(update_result)\n", - "updated_product = Product(**update_result)\n", - "print(f\"\\nUpdated Product name: {updated_product.name}\")" - ] - }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Delete a document\n", "\n", - "The `delete_one` method is used to delete a single document from the database. This method takes a filter as an argument. This filter is used to find the document to delete. In this case, the filter is the unique identifier or `_id` of the document that was just inserted and updated." + "The `delete_item` method is used to delete a single document from the database. This method takes the `id` and `partition_key` as arguments and deletes the document. If the document does not exist, an exception is thrown." ] }, { @@ -174,9 +173,8 @@ "metadata": {}, "outputs": [], "source": [ - "delete_result = collection.delete_one({\"_id\": product_id})\n", - "print(f\"Deleted documents count: {delete_result.deleted_count}\")\n", - "print(f\"Number of documents in the collection: {collection.count_documents({})}\")" + "container.delete_item(item=retrieved_product.id, partition_key=retrieved_product.category_id)\n", + "print(f\"Deleted the product with ID: {retrieved_product.id}\")" ] }, { @@ -185,7 +183,7 @@ "source": [ "## Query for multiple documents\n", "\n", - "The `find` method is used to query for multiple documents in the database. This method takes a filter as an argument. This filter is used to find the documents to return. In this case, the filter is an empty dictionary. This will return all documents in the container." + "The `query_items` method is used to query for multiple documents in the database. This method takes a query string to perform a [SQL-like query](https://learn.microsoft.com/azure/cosmos-db/nosql/tutorial-query) on the documents in the container, retrieving all documents that match the query." ] }, { @@ -242,11 +240,19 @@ " price = 52.64,\n", " )\n", "]\n", + "for product in products:\n", + " container.upsert_item(product.model_dump(by_alias=True))\n", + " print(f\"Upserted product with ID: {product.id}\")\n", "\n", - "# The bulk_write method takes a list of write operations and executes them in the same transaction\n", - "# The UpdateOne operation updates a single document, notice the upsert=True option, this means that\n", - "# if the document does not exist, it will be created, if it does exist, it will be updated\n", - "collection.bulk_write([pymongo.UpdateOne({\"_id\": prod.id}, {\"$set\": prod.model_dump(by_alias=True)}, upsert=True) for prod in products])" + "# Helper function to query a container.\n", + "def query_all_products(container, query):\n", + " query = query\n", + " items = container.query_items(query=query, enable_cross_partition_query=True)\n", + " return [Product(**item) for item in items]\n", + "\n", + "# retrieve all products via a query\n", + "retrieved_products = query_all_products(container,\"SELECT * FROM prod\")\n", + "print(f\"Retrieved: {len(retrieved_products)} products\")\n" ] }, { @@ -256,18 +262,7 @@ "outputs": [], "source": [ "# Print all documents that have a category name of \"Components, Saddles\"\n", - "for result in collection.find({\"categoryName\": \"Components, Saddles\"}):\n", - " pprint(result)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Print all documents that have a category name that includes the word \"Bikes\"\n", - "for result in collection.find({\"categoryName\": {\"$regex\": \"Bikes\"}}):\n", + "for result in query_all_products(container, \"SELECT * FROM prod WHERE prod.categoryName='Components, Saddles'\"):\n", " pprint(result)" ] }, @@ -277,18 +272,17 @@ "source": [ "## Clean up resources\n", "\n", - "The following cell will delete the database and container created in this lab. This is done by using the `drop_database` method on the database object. This method takes the name of the database to delete as an argument. If it is desired to simply delete the container, the `drop_collection` method can be used on the database object. This method takes the name of the container to delete as an argument." + "The following cell will delete the database and container created in this lab. This is done by using the `delete_database` method on the database object. This method takes the name of the database to delete as an argument. If it is desired to simply delete the container, the `delete_container` method can be used on the database object. This method takes the name of the container to delete as an argument." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ - "# db.drop_collection(\"products\")\n", - "client.drop_database(\"cosmic_works\")\n", - "client.close()" + "# db.delete_container(\"products\")\n", + "client.delete_database(\"cosmic_works\")" ] } ], diff --git a/Labs/models/product.py b/Labs/models/product.py index ad638be..86f06fe 100644 --- a/Labs/models/product.py +++ b/Labs/models/product.py @@ -10,7 +10,7 @@ class Product(BaseModel): The Product class represents a product in the Cosmic Works dataset. """ - id: str = Field(default=None, alias="_id") + id: str = Field(default=None, alias="id") category_id: str = Field(alias="categoryId") category_name: str = Field(alias="categoryName") sku: str diff --git a/Labs/requirements.txt b/Labs/requirements.txt index a00ad1a..14aa012 100644 --- a/Labs/requirements.txt +++ b/Labs/requirements.txt @@ -1,10 +1,10 @@ -pymongo==4.6.1 -python-dotenv==1.0.0 -requests==2.31.0 -pydantic==2.5.2 -openai==1.6.0 -tenacity==8.2.3 -langchain==0.0.352 -tiktoken==0.5.2 -fastapi==0.108.0 -uvicorn==0.25.0 +azure-cosmos==4.7.0 +python-dotenv==1.0.1 +requests==2.32.3 +pydantic==2.9.1 +openai==1.45.0 +tenacity==8.5.0 +langchain==0.3.0 +tiktoken==0.7.0 +fastapi==0.114.2 +uvicorn==0.30.6 From a36ab607a5edd8826ed18cc5723eb75367d286d0 Mon Sep 17 00:00:00 2001 From: Carey Payette Date: Sat, 14 Sep 2024 18:29:38 -0400 Subject: [PATCH 33/74] Load data, vector search sections --- 07_Create_First_Cosmos_DB_Project/README.md | 10 +- 08_Load_Data/README.md | 26 +- 09_Vector_Search_Cosmos_DB/README.md | 236 ++++++---- .../media/embedding_pipeline.png | Bin 83784 -> 89408 bytes Labs/lab_1_first_application.ipynb | 34 +- Labs/lab_2_load_data.ipynb | 121 +++-- Labs/lab_3_cosmosdb_vector_search.ipynb | 431 +++++++++++++++++ Labs/lab_3_mongodb_vector_search.ipynb | 442 ------------------ Labs/models/customer.py | 7 +- Labs/models/product.py | 1 + Labs/models/sales_order.py | 5 +- assets/Graphics.pptx | Bin 53740 -> 53724 bytes 12 files changed, 703 insertions(+), 610 deletions(-) create mode 100644 Labs/lab_3_cosmosdb_vector_search.ipynb delete mode 100644 Labs/lab_3_mongodb_vector_search.ipynb diff --git a/07_Create_First_Cosmos_DB_Project/README.md b/07_Create_First_Cosmos_DB_Project/README.md index c7f76c4..1c0f6b4 100644 --- a/07_Create_First_Cosmos_DB_Project/README.md +++ b/07_Create_First_Cosmos_DB_Project/README.md @@ -4,19 +4,19 @@ This section will cover how to create your first Cosmos DB project. We'll use a ## Emulator support -Azure Cosmos DB has an emulator that can be used to develop code locally. The emulator supports the API for NoSQL and the API for MongoDB. The use of the emulator does not require an Azure subscription, nor does it incur any costs, so it is ideal for local development and testing. The Azure Cosmos DB emulator can also be utilized with unit tests in a [GitHub Actions CI workflow](https://learn.microsoft.com/azure/cosmos-db/how-to-develop-emulator?tabs=windows%2Cpython&pivots=api-mongodb#use-the-emulator-in-a-github-actions-ci-workflow). +Azure Cosmos DB has an emulator that can be used to develop code locally. The emulator supports the API for NoSQL and the API for MongoDB. The use of the emulator does not require an Azure subscription, nor does it incur any costs, so it is ideal for local development and testing. The Azure Cosmos DB emulator can also be utilized with unit tests in a [GitHub Actions CI workflow](https://learn.microsoft.com/azure/cosmos-db/how-to-develop-emulator?tabs=windows%2Cpython&pivots=api-nosql#use-the-emulator-in-a-github-actions-ci-workflow). There is not 100% feature parity between the emulator and the cloud service. Visit the [Azure Cosmos DB emulator](https://learn.microsoft.com/azure/cosmos-db/emulator) documentation for more details. For Windows machines, the emulator can be installed via an installer or by using a Docker container. A Docker image is also available for Linux-based machines. -Learn more about the pre-requisites and installation of the emulator [here](https://learn.microsoft.com/azure/cosmos-db/how-to-develop-emulator?tabs=windows%2Cpython&pivots=api-mongodb). +Learn more about the pre-requisites and installation of the emulator [here](https://learn.microsoft.com/azure/cosmos-db/how-to-develop-emulator?tabs=windows%2Cpython&pivots=api-nosql). **The Azure Cosmos DB emulator does not support vector search. To complete the vector search and AI-related labs, a Azure Cosmos DB for NoSQL account in Azure is required.** ## Authentication -Authentication to Azure Cosmos DB API for Mongo DB uses a connection string. The connection string is a URL that contains the authentication information for the Azure Cosmos DB account or local emulator. The username and password used when provisioning the Azure Cosmos DB API for NoSQL service are used in the connection string when authenticating to Azure. +Authentication to Azure Cosmos DB for NoSQL uses a connection string. The connection string is a URL that contains the authentication information for the Azure Cosmos DB account or local emulator. ### Retrieving the connection string from the Cosmos DB Emulator @@ -28,7 +28,7 @@ The splash screen or **Quickstart** section of the Cosmos DB Emulator will displ Retrieve the connection string from the Azure portal by navigating to the Azure Cosmos DB account and expanding the **Settings** menu item on the left-hand side of the screen. Locate the **Primary Connection String**, and select the icon to make it visible. Copy the connection string and paste it in notepad for future reference. -![The Azure Cosmos DB API for NoSQL Connection strings screen displays with the copy button next to the connection string highlighted.](media/azure_connection_string.png) +![The Azure Cosmos DB for NoSQL Connection strings screen displays with the copy button next to the connection string highlighted.](media/azure_connection_string.png) ## Lab - Create your first Cosmos DB for the NoSQL application @@ -42,7 +42,7 @@ The following concepts are covered in detail in this lab: ### Creating a database client -The `azure-cosmos` library is used to create a Cosmos DB API for NoSQL database client. The client enables both DDL (data definition language) and DML (data manipulation language) operations. +The `azure-cosmos` library is used to create a Cosmos DB for NoSQL database client. The client enables both DDL (data definition language) and DML (data manipulation language) operations. ```python # Initialize the Cosmos DB client diff --git a/08_Load_Data/README.md b/08_Load_Data/README.md index 98c91f5..04a976a 100644 --- a/08_Load_Data/README.md +++ b/08_Load_Data/README.md @@ -1,31 +1,11 @@ -# Load data into Azure Cosmos DB API for NoSQL +# Load data into Azure Cosmos DB for NoSQL -The previous lab demonstrated how to add data to a container individually. This lab will demonstrate how to load data using bulk operations into multiple containers. This data will be used in subsequent labs to explain further the capabilities of Azure Cosmos DB API about AI. - -When loading data, bulk operations are preferred over adding each document individually. Bulk operations involve performing multiple database operations as a batch rather than executing them simultaneously. This approach is more efficient and provides several benefits: - -1. Performance: By issuing load operations in bulk, the lab can significantly reduce the overhead of network round-trips and database operations. This results in faster data loading and improved overall performance. - -2. Scalability: Bulk operations allow the lab to handle large volumes of data efficiently. They can quickly process and load a substantial amount of customer, product, and sales data, enabling them to scale their operations as needed. - -3. Atomicity: Bulk operations ensure that all database changes within a batch are treated as a single transaction. The entire batch can be rolled back if any document fails to load, maintaining data integrity and consistency. - -4. Simplified code logic: By using bulk operations, the lab can simplify its code logic and reduce the number of database queries. This results in cleaner, more manageable code and reduces the likelihood of errors or inconsistencies. +To support future labs and exercises, the Cosmic Works data must be loaded into Azure Cosmos DB for NoSQL containers. This lab will demonstrate how to load the Cosmic Works Customer, Product, and Sales data into Azure Cosmos DB for NoSQL containers. ## Lab - Load data into Azure Cosmos DB for NoSQL containers -This lab will load the Cosmic Works Customer, Product, and Sales data into Azure Cosmos DB for NoSQL containers using bulk operations. Both the Azure Cosmos DB Emulator and Azure Cosmos DB account in Azure are supported for completion of this lab. +This lab will load the Cosmic Works Customer, Product, and Sales data into Azure Cosmos DB for NoSQL containers using bulk operations. >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. Please visit the lab repository to complete [this lab](../Labs/lab_2_load_data.ipynb). - -This lab demonstrates the use of bulk operations to load product, customer, and sales data into Azure Cosmos DB for NoSQL containers. As an example, the following code snippet inserts product data using the `bulk_write` method allowing for upsert functionality using the `UpdateOne` method: - -```python -# Add product data to database using bulkwrite and updateOne with upsert -# Get cosmic works product data from github -product_raw_data = "https://cosmosdbcosmicworks.blob.core.windows.net/cosmic-works-small/product.json" -product_data = ProductList(items=[Product(**data) for data in requests.get(product_raw_data).json()]) -db.products.bulk_write([ UpdateOne({"_id": prod.id}, {"$set": prod.model_dump(by_alias=True)}, upsert=True) for prod in product_data.items]) -``` diff --git a/09_Vector_Search_Cosmos_DB/README.md b/09_Vector_Search_Cosmos_DB/README.md index 2920c78..05fdf8e 100644 --- a/09_Vector_Search_Cosmos_DB/README.md +++ b/09_Vector_Search_Cosmos_DB/README.md @@ -1,7 +1,5 @@ # Use vector search on embeddings in Azure Cosmos DB for NoSQL ->**NOTE**: Azure Cosmos DB for NoSQL supports vector search on embeddings. This functionality is not supported on RUs-based accounts. - ## Embeddings and vector search Embedding is a way of serializing the semantic meaning of data into a vector representation. Because the generated vector embedding represents the semantic meaning, it means that when it is searched, it can find similar data based on the semantic meaning of the data rather than exact text. Data can come from many sources, including text, images, audio, and video. Because the data is represented as a vector, vector search can, therefore, find similar data across all different types of data. @@ -24,6 +22,86 @@ In this example, assume textual data is vectorized and stored within an Azure Co It is common practice to store vectorized data in a dedicated vector store as vector search indexing is not a common capability of most databases. However, this introduces additional complexity to the solution as the data must be stored in two different locations. Azure Cosmos DB for NoSQL supports vector search indexing, which means that the vectorized data can be stored in the same document as the original data. This reduces the complexity of the solution and allows for a single database to be used for both the vector store and the original data. +## Vector index options in Azure Cosmos DB for NoSQL + +Vector indexes are built for enabling efficient similarity searches on vector data stored in Azure Cosmos DB for NoSQL. Azure Cosmos DB for NoSQL supports three types of vector indexes: flat, quantizedFlat, and diskANN. Each index type offers a different balance of accuracy, performance, and resource efficiency, allowing developers to choose the best index type based on their application requirements. + +### Flat Index + +The **flat index** in Azure Cosmos DB stores vectors alongside other indexed properties and performs searches using a brute-force method. This index guarantees 100% accuracy, meaning it always finds the most similar vectors within the dataset. However, it supports a maximum of 505 dimensions, which may limit its use in scenarios requiring high-dimensional vector searches. The **flat index** is ideal for applications where the highest accuracy is paramount, and the number of vector dimensions is relatively low. + +### Quantized Flat Index + +The **quantizedFlat** index offers an optimized approach by compressing vectors before storing them, trading a small amount of accuracy for improved performance. Supporting up to 4096 dimensions, this index type provides lower latency and higher throughput compared to the flat index, along with reduced RU consumption. Although the compression may result in slightly less than 100% accuracy, the **quantizedFlat** index is excellent for use cases where query filters narrow down the vector search set, and a balance between performance and high accuracy is desired. + +### DiskANN Index + +The **diskANN index** leverages advanced vector indexing algorithms developed by Microsoft Research to create an efficient approximate nearest neighbors (ANN) index. This index supports up to 4096 dimensions and offers some of the lowest latency, highest throughput, and lowest RU costs among index types. While the approximate nature of **diskANN** may lead to a slight reduction in accuracy compared to flat and quantizedFlat indexes, it excels in scenarios requiring high-performance, large-scale vector searches with a focus on speed and resource efficiency. + +>**Note**: The **quantizedFlat** and **diskANN** indexes requires that at least 1,000 vectors to be inserted. This is to ensure accuracy of the quantization process. If there are fewer than 1,000 vectors, a full scan is executed instead and will lead to higher RU charges for a vector search query. In this lab, DiskANN is used as the index of choice but keep in mind that it is not taking advantage of the full capabilities of the index. + +## Enabling vector search in Azure Cosmos DB for NoSQL + +The Cosmos DB account that has been deployed with this guide is already enabled with the capability for vector search. For reference, the following Azure CLI command can be used to enable vector search on an existing Cosmos DB account: + +```bash +az cosmosdb update --resource-group --name --capabilities EnableNoSQLVectorSearch +``` + +### The vector search profile and vector indexing policy + +To perform vector searches with Azure Cosmos DB for NoSQL, the creation and assignment of a vector policy and vector index policy for the container is required. This vector policy provides necessary information for the database engine to efficiently conduct similarity searches on vectors stored within the container's documents. Additionally, the vector policy informs the vector indexing policy if you choose to specify one. A vector policy includes the following information: + +- **Path**: Specifies the property that contains the vector. This field is required. +- **Datatype**: Defines the data type of the vector property. The default data type is `Float32`. +- **Dimensions**: Determines the dimensionality or length of each vector in the specified path. All vectors within the path must have the same number of dimensions, with the default being 1536. +- **Distance Function**: Describes the metric used to compute distance or similarity between vectors. Supported functions are: **cosine**, **dotproduct**, and **euclidean**. The default distance function is `cosine`. + +The following is an example of a vector policy. + +```json +{ + "vectorEmbeddings": [ + { + "path":"/vector1", + "dataType":"float32", + "distanceFunction":"cosine", + "dimensions":1536 + } + ] +} +``` + +The vector indexing policy identifies the vector index type to be used for the index. + +The following is an example of a vector indexing policy. + +```json +{ + "indexingMode": "consistent", + "automatic": true, + "includedPaths": [ + { + "path": "/*" + } + ], + "excludedPaths": [ + { + "path": "/_etag/?" + }, + { + "path": "/vector1/*" + } + ], + "vectorIndexes": [ + { + "path": "/vector1", + "type": "DiskANN" + } + ] +} +``` + ## Lab - Use vector search on embeddings in Azure Cosmos DB for NoSQL In this lab, a notebook demonstrates how to add an embedding field to a document, create a vector search index, and perform a vector search query. The notebook ends with a demonstration of utilizing vector search with an LLM in a RAG scenario using Azure OpenAI. @@ -38,11 +116,11 @@ On the **Settings** screen, select the **Resource** tab, then copy and record th >**NOTE**: This lab can only be completed using a deployed Azure Cosmos DB for NoSQL account due to the use of vector search. The Azure Cosmos DB Emulator does not support vector search. -This lab also requires the data provided in the previous lab titled [Load data into Azure Cosmos DB API for NoSQL containers](../08_Load_Data/README.md#lab---load-data-into-azure-cosmos-db-api-for-mongodb-collections). Run all cells in this notebook to prepare the data for use in this lab. +This lab also requires the data provided in the previous lab titled [Load data into Azure Cosmos DB for NoSQL containers](../08_Load_Data/README.md#lab---load-data-into-azure-cosmos-db-api-for-nosql-containers). Run all cells in this notebook to prepare the data for use in this lab. >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. -Please visit the lab repository to complete [this lab](../Labs/lab_3_mongodb_vector_search.ipynb). +Please visit the lab repository to complete [this lab](../Labs/lab_3_cosmosdb_vector_search.ipynb). Some highlights from the lab include: @@ -72,102 +150,102 @@ def generate_embeddings(text: str): return embeddings ``` -### Adding an embedding field to a document +### Adding a vector embedding profile and vector indexing profile to a container -The lab creates an embedding field named `contentVector` in each container and populates the value with the vectorized text of the JSON representation of the document. +The lab creates an embedding field named `contentVector` in each container and populates the value with the vectorized text of the JSON representation of the document. Currently vector search in Azure Cosmos DB for NoSQL is supported on new containers only. To configure both the container vector policy and any vector indexing policy needs to be done at the time of container creation as it can’t be modified later. Both policies will be modifiable in a future improvement to the preview feature. ```python -def add_collection_content_vector_field(collection_name: str): - ''' - Add a new field to the container to hold the vectorized content of each document. - ''' - collection = db[collection_name] - bulk_operations = [] - for doc in collection.find(): - # remove any previous contentVector embeddings - if "contentVector" in doc: - del doc["contentVector"] - - # generate embeddings for the document string representation - content = json.dumps(doc, default=str) - content_vector = generate_embeddings(content) - - bulk_operations.append(pymongo.UpdateOne( - {"_id": doc["_id"]}, - {"$set": {"contentVector": content_vector}}, - upsert=True - )) - # execute bulk operations - collection.bulk_write(bulk_operations) -``` +# Create the vector embedding policy +vector_embedding_policy = { + "vectorEmbeddings": [ + { + "path": "/contentVector", + "dataType": "float32", + "distanceFunction": "cosine", + "dimensions": 1536 + } + ] +} -### Creating a vector search index +# Create the indexing policy +indexing_policy = { + "indexingMode": "consistent", + "automatic": True, + "includedPaths": [ + { + "path": "/*" + } + ], + "excludedPaths": [ + { + "path": "/\"_etag\"/?" + }, + { + "path": "/contentVector/*" + } + ], + "vectorIndexes": [ + { + "path": "/contentVector", + "type": "diskANN" + } + ] +} + +product_v_container = db.create_container_if_not_exists( + id="product_v", + partition_key=PartitionKey(path="/categoryId"), + indexing_policy=indexing_policy, + vector_embedding_policy=vector_embedding_policy +) +``` -Enabling vector search on the `contentVector` field in the collection. -```python -# Create the products vector index -db.command({ - 'createIndexes': 'products', - 'indexes': [ - { - 'name': 'VectorSearchIndex', - 'key': { - "contentVector": "cosmosSearch" - }, - 'cosmosSearchOptions': { - 'kind': 'vector-ivf', - 'numLists': 1, - 'similarity': 'COS', - 'dimensions': 1536 - } - } - ] -}) -``` ### Performing a vector search query ```python -def vector_search(collection_name, query, num_results=3): - """ - Perform a vector search on the specified container by vectorizing - the query and searching the vector index for the most similar documents. - - returns a list of the top num_results most similar documents - """ - collection = db[collection_name] - query_embedding = generate_embeddings(query) - pipeline = [ - { - '$search': { - "cosmosSearch": { - "vector": query_embedding, - "path": "contentVector", - "k": num_results - }, - "returnStoredSource": True }}, - {'$project': { 'similarityScore': { '$meta': 'searchScore' }, 'document' : '$$ROOT' } } - ] - results = collection.aggregate(pipeline) - return results +def vector_search( + container: ContainerProxy, + prompt: str, + vector_field_name:str="contentVector", + num_results:int=5): + query_embedding = generate_embeddings(prompt) + items = container.query_items( + query=f"""SELECT TOP @num_results itm.id, VectorDistance(itm.{vector_field_name}, @embedding) AS SimilarityScore + FROM itm + ORDER BY VectorDistance(itm.{vector_field_name}, @embedding) + """, + parameters = [ + { "name": "@num_results", "value": num_results }, + { "name": "@embedding", "value": query_embedding } + ], + enable_cross_partition_query=True + ) + return items ``` ### Using vector search results with an LLM in a RAG scenario ```python -def rag_with_vector_search(question: str, num_results: int = 3): +def rag_with_vector_search( + container: ContainerProxy, + prompt: str, + vector_field_name:str="contentVector", + num_results:int=5): """ Use the RAG model to generate a prompt using vector search results based on the incoming question. """ # perform the vector search and build product list - results = vector_search("products", question, num_results=num_results) + results = vector_search(container, prompt, vector_field_name, num_results) product_list = "" for result in results: - if "contentVector" in result["document"]: - del result["document"]["contentVector"] - product_list += json.dumps(result["document"], indent=4, default=str) + "\n\n" + # retrieve the product details + product = query_item_by_id(container, result["id"], Product) + # remove the contentVector field from the product details, this isn't needed for the context + product.content_vector = None + product_list += json.dumps(product, indent=4, default=str) + "\n\n" # generate prompt for the LLM with vector results formatted_prompt = system_prompt + product_list @@ -175,7 +253,7 @@ def rag_with_vector_search(question: str, num_results: int = 3): # prepare the LLM request messages = [ {"role": "system", "content": formatted_prompt}, - {"role": "user", 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zNW5F#MbEYL`cgDb9C*3=J|9ycdZ*p=XC~Ktu8JGxdw)0eyGQ)bT>p98)GPYxr;wro z=)DKu-{E+7Pfh#Jw^BN{>BRuZ?N3NYw4)!|K0^if?i*xbdy)m3Z-_WAzA8%vF(lS^ zF6dM#vg?k4d@x=q3?30g#kBvLyqfW8nHl`_XN6G*VjHLE=(-~%j^UluLn@Vo(oQZ_kKtedpEwXRgdnAwIr;((cTC=Y#+EI>G;k;rw|8$aQc0--+7`MmuHv jkJ|CSw{Y+lxm$GCP$d(EKR$dw9#c|GMieii_2Rz(UHvPS diff --git a/Labs/lab_1_first_application.ipynb b/Labs/lab_1_first_application.ipynb index 4b71768..de15643 100644 --- a/Labs/lab_1_first_application.ipynb +++ b/Labs/lab_1_first_application.ipynb @@ -4,17 +4,19 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# First Cosmos DB for MongoDB API application" + "# First Cosmos DB for NoSQL application" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import os\n", "from azure.cosmos import CosmosClient, DatabaseProxy, ContainerProxy\n", + "from pydantic import BaseModel\n", + "from typing import Type, TypeVar, List\n", "from pprint import pprint\n", "from dotenv import load_dotenv\n", "from models import Product" @@ -115,7 +117,6 @@ " )\n", "\n", "# Upsert the product into the container by converting it to a dictionary using the alias names where present.\n", - "product_dict = product.model_dump(by_alias=True)\n", "container.upsert_item(product.model_dump(by_alias=True))\n", "\n", "print(f\"Upserted product with ID: {product.id}\")" @@ -138,20 +139,22 @@ "metadata": {}, "outputs": [], "source": [ - "# Create a function to retrieve a product by its id value\n", - "def query_product_by_id(container, product_id):\n", - " query = \"SELECT * FROM prod WHERE prod.id = @id\"\n", + "# Create a generic helper function to retrieve a an item from a container by its id value\n", + "T = TypeVar('T', bound=BaseModel)\n", + "def query_item_by_id(container, id, model: Type[T]) -> T:\n", + " query = \"SELECT * FROM itm WHERE itm.id = @id\"\n", " parameters = [\n", - " {\"name\": \"@id\", \"value\": product_id}\n", + " {\"name\": \"@id\", \"value\": id}\n", " ] \n", " item = list(container.query_items(\n", " query=query,\n", " parameters=parameters,\n", " enable_cross_partition_query=True\n", " ))[0]\n", - " return Product(**item)\n", + " return model(**item)\n", " \n", - "retrieved_product = query_product_by_id(container, product.id)\n", + "# Retrieve the product from the container by its id and cast it to the Product model\n", + "retrieved_product = query_item_by_id(container, product.id, Product)\n", "\n", "# Print the retrieved product\n", "print(\"\\nCast Product from document retrieved from Cosmos DB:\")\n", @@ -244,14 +247,15 @@ " container.upsert_item(product.model_dump(by_alias=True))\n", " print(f\"Upserted product with ID: {product.id}\")\n", "\n", - "# Helper function to query a container.\n", - "def query_all_products(container, query):\n", + "# Create generic helper function to query items a container.\n", + "# This function re-uses the TypeVar and BaseModel from the Read a document example.\n", + "def query_items(container, query, model: Type[T]) -> List[T]:\n", " query = query\n", " items = container.query_items(query=query, enable_cross_partition_query=True)\n", - " return [Product(**item) for item in items]\n", + " return [model(**item) for item in items]\n", "\n", "# retrieve all products via a query\n", - "retrieved_products = query_all_products(container,\"SELECT * FROM prod\")\n", + "retrieved_products = query_items(container,\"SELECT * FROM prod\", Product)\n", "print(f\"Retrieved: {len(retrieved_products)} products\")\n" ] }, @@ -262,7 +266,7 @@ "outputs": [], "source": [ "# Print all documents that have a category name of \"Components, Saddles\"\n", - "for result in query_all_products(container, \"SELECT * FROM prod WHERE prod.categoryName='Components, Saddles'\"):\n", + "for result in query_items(container, \"SELECT * FROM prod WHERE prod.categoryName='Components, Saddles'\", Product): \n", " pprint(result)" ] }, @@ -277,7 +281,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ diff --git a/Labs/lab_2_load_data.ipynb b/Labs/lab_2_load_data.ipynb index 04fe6b7..5afa685 100644 --- a/Labs/lab_2_load_data.ipynb +++ b/Labs/lab_2_load_data.ipynb @@ -4,22 +4,22 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Load data into Cosmos DB using the MongoDB API\n", + "# Load data into Cosmos DB for NosQL API\n", "\n", - "This notebook demonstrates how to load data into Cosmos DB from Cosmic Works JSON files into the database using the MongoDB API." + "This notebook demonstrates how to load data into Cosmos DB from Cosmic Works JSON files from Azure Storage into the database using the NoSQL API." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", - "import pymongo\n", + "import json\n", "import requests\n", - "from pymongo import UpdateOne, DeleteMany\n", "from models import Product, ProductList, Customer, CustomerList, SalesOrder, SalesOrderList\n", + "from azure.cosmos import CosmosClient, DatabaseProxy, ContainerProxy\n", "from dotenv import load_dotenv" ] }, @@ -32,28 +32,39 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Database 'cosmic_works' already exists and has been retrieved.\n" + ] + } + ], "source": [ "load_dotenv()\n", - "CONNECTION_STRING = os.environ.get(\"DB_CONNECTION_STRING\")\n", - "client = pymongo.MongoClient(CONNECTION_STRING)\n", - "# Create database to hold cosmic works data\n", - "# MongoDB will create the database if it does not exist\n", - "db = client.cosmic_works" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# empty the containers\n", - "db.products.bulk_write([DeleteMany({})])\n", - "db.customers.bulk_write([DeleteMany({})])\n", - "db.sales.bulk_write([DeleteMany({})])" + "CONNECTION_STRING = os.environ.get(\"COSMOS_DB_CONNECTION_STRING\")\n", + "\n", + "# Initialize the Cosmos DB client\n", + "client = CosmosClient.from_connection_string(CONNECTION_STRING)\n", + "\n", + "# Create or load the cosmic_works database\n", + "database_name = \"cosmic_works\"\n", + "db = None\n", + "databases = list(client.list_databases())\n", + "# Check if the database already exists\n", + "for db_info in databases:\n", + " if db_info['id'] == database_name:\n", + " db = client.get_database_client(database_name)\n", + " print(f\"Database '{database_name}' already exists and has been retrieved.\")\n", + " break\n", + "\n", + "# Create the database if it does not exist\n", + "if not db:\n", + " db: DatabaseProxy = client.create_database(database_name)\n", + " print(f\"Database '{database_name}' created successfully.\")" ] }, { @@ -65,15 +76,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ - "# Add product data to database using bulkwrite and updateOne with upsert\n", + "# Add product data to database using upsert\n", "# Get cosmic works product data from github\n", "product_raw_data = \"https://cosmosdbcosmicworks.blob.core.windows.net/cosmic-works-small/product.json\"\n", "product_data = ProductList(items=[Product(**data) for data in requests.get(product_raw_data).json()])\n", - "db.products.bulk_write([ UpdateOne({\"_id\": prod.id}, {\"$set\": prod.model_dump(by_alias=True)}, upsert=True) for prod in product_data.items])" + "\n", + "# Create or retrieve the product container\n", + "product_container: ContainerProxy = db.create_container_if_not_exists(\n", + " id=\"product\",\n", + " partition_key={\"paths\": [\"/categoryId\"], \"kind\": \"Hash\"}\n", + " )\n", + "\n", + "# Upsert the product data to the container\n", + "for product in product_data.items:\n", + " product_container.upsert_item(product.model_dump(by_alias=True))" ] }, { @@ -87,7 +107,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -111,12 +131,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "customer_data = CustomerList(items=[Customer(**data) for data in customers])\n", - "db.customers.bulk_write([ UpdateOne({\"_id\": cust.id}, {\"$set\": cust.model_dump(by_alias=True)}, upsert=True) for cust in customer_data.items])" + "# Create or retrieve the customer container\n", + "customer_container: ContainerProxy = db.create_container_if_not_exists(\n", + " id=\"customer\",\n", + " partition_key={\"paths\": [\"/customerId\"], \"kind\": \"Hash\"}\n", + " )\n", + "\n", + "# Upsert the customer data to the container\n", + "for customer in customer_data.items:\n", + " # Use json encoding to work around issue with datetime serialization\n", + " customer_json = customer.model_dump_json(by_alias=True)\n", + " customer_dict = json.loads(customer_json)\n", + " customer_container.upsert_item(customer_dict)" ] }, { @@ -128,28 +159,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ - "sales_data = SalesOrderList(items=[SalesOrder(**data) for data in sales_orders])\n", - "db.sales.bulk_write([ UpdateOne({\"_id\": sale.id}, {\"$set\": sale.model_dump(by_alias=True)}, upsert=True) for sale in sales_data.items])" + "sales_order_data = SalesOrderList(items=[SalesOrder(**data) for data in sales_orders])\n", + "# Create or retrieve the salesOrder container\n", + "sales_order_container: ContainerProxy = db.create_container_if_not_exists(\n", + " id=\"salesOrder\",\n", + " partition_key={\"paths\": [\"/customerId\"], \"kind\": \"Hash\"}\n", + " )\n", + "\n", + "# Upsert the sales order data to the container, this will take approximately 1.5 minutes to run\n", + "for sales_order in sales_order_data.items:\n", + " # Use json encoding to work around issue with datetime serialization\n", + " sales_order_json = sales_order.model_dump_json(by_alias=True)\n", + " sales_order_dict = json.loads(sales_order_json)\n", + " sales_order_container.upsert_item(sales_order_dict)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Clean up" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "client.close()" + "## Clean up\n", + "\n", + "No clean up is necessary as this data is used in subsequent labs." ] } ], diff --git a/Labs/lab_3_cosmosdb_vector_search.ipynb b/Labs/lab_3_cosmosdb_vector_search.ipynb new file mode 100644 index 0000000..8d42a5f --- /dev/null +++ b/Labs/lab_3_cosmosdb_vector_search.ipynb @@ -0,0 +1,431 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Vector Search using Azure Cosmos DB for NoSQL\n", + "\n", + "This notebook demonstrates using an Azure OpenAI embedding model to vectorize documents already stored in Azure Cosmos DB for NoSQL API, storing the embedding vectors and the creation of a vector index. Lastly, the notebook will demonstrate how to query the vector index to find similar documents.\n", + "\n", + "This lab expects the data that was loaded in Lab 2. A current limitation is that the vector search feature for Azure Cosmos DB for NoSQL is supported only on new containers so the vector policy needs to be applied during the time of container creation and it can’t be modified later, as such a new container `product_v` for products will be created in this notebook for use in this guide." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import json\n", + "from models import Product\n", + "from pydantic import BaseModel\n", + "from typing import Type, TypeVar, List\n", + "from azure.cosmos import CosmosClient, DatabaseProxy, ContainerProxy, PartitionKey\n", + "from dotenv import load_dotenv\n", + "import time\n", + "from openai import AzureOpenAI\n", + "from tenacity import retry, wait_random_exponential, stop_after_attempt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load settings\n", + "\n", + "This lab expects the `.env` file that was created in Lab 1 to obtain the connection string for the database.\n", + "\n", + "Add the following entries into the `.env` file to support the connection to Azure OpenAI API, replacing the values for `` and `` with the values from your Azure OpenAI API resource.\n", + "\n", + "```text\n", + "AOAI_ENDPOINT=\"\"\n", + "AOAI_KEY=\"\"\"\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "load_dotenv()\n", + "CONNECTION_STRING = os.environ.get(\"COSMOS_DB_CONNECTION_STRING\")\n", + "EMBEDDINGS_DEPLOYMENT_NAME = \"embeddings\"\n", + "COMPLETIONS_DEPLOYMENT_NAME = \"completions\"\n", + "AOAI_ENDPOINT = os.environ.get(\"AOAI_ENDPOINT\")\n", + "AOAI_KEY = os.environ.get(\"AOAI_KEY\")\n", + "AOAI_API_VERSION = \"2024-06-01\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Establish connectivity to the database" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialize the Cosmos DB client\n", + "client = CosmosClient.from_connection_string(CONNECTION_STRING)\n", + "\n", + "# Create or load the cosmic_works database\n", + "database_name = \"cosmic_works\"\n", + "db = None\n", + "databases = list(client.list_databases())\n", + "# Check if the database already exists\n", + "for db_info in databases:\n", + " if db_info['id'] == database_name:\n", + " db = client.get_database_client(database_name)\n", + " print(f\"Database '{database_name}' already exists and has been retrieved.\")\n", + " break\n", + "\n", + "# Create the database if it does not exist\n", + "if not db:\n", + " db: DatabaseProxy = client.create_database(database_name)\n", + " print(f\"Database '{database_name}' created successfully.\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Establish Azure OpenAI connectivity" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "ai_client = AzureOpenAI(\n", + " azure_endpoint = AOAI_ENDPOINT,\n", + " api_version = AOAI_API_VERSION,\n", + " api_key = AOAI_KEY\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Vectorize and store the embeddings in each document\n", + "\n", + "The process of creating a vector embedding field on each document only needs to be done once. However, if a document changes, the vector embedding field will need to be updated with an updated vector." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "@retry(wait=wait_random_exponential(min=1, max=20), stop=stop_after_attempt(3))\n", + "def generate_embeddings(text: str):\n", + " '''\n", + " Generate embeddings from string of text using the deployed Azure OpenAI API embeddings model.\n", + " This will be used to vectorize document data and incoming user messages for a similarity search with\n", + " the vector index.\n", + " '''\n", + " response = ai_client.embeddings.create(input=text, model=EMBEDDINGS_DEPLOYMENT_NAME)\n", + " embeddings = response.data[0].embedding\n", + " time.sleep(0.5) # rest period to avoid rate limiting on AOAI\n", + " return embeddings" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# demonstrate embeddings generation using a test string\n", + "test = \"hello, world\"\n", + "print(generate_embeddings(test))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Vectorize and update all product documents in the Cosmic Works database" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# Create the vector embedding policy\n", + "vector_embedding_policy = {\n", + " \"vectorEmbeddings\": [\n", + " {\n", + " \"path\": \"/contentVector\",\n", + " \"dataType\": \"float32\",\n", + " \"distanceFunction\": \"cosine\",\n", + " \"dimensions\": 1536\n", + " }\n", + " ]\n", + "}\n", + "\n", + "# Create the indexing policy\n", + "indexing_policy = {\n", + " \"indexingMode\": \"consistent\", \n", + " \"automatic\": True, \n", + " \"includedPaths\": [\n", + " {\n", + " \"path\": \"/*\" \n", + " }\n", + " ],\n", + " \"excludedPaths\": [\n", + " {\n", + " \"path\": \"/\\\"_etag\\\"/?\"\n", + " },\n", + " {\n", + " \"path\": \"/contentVector/*\"\n", + " }\n", + " ],\n", + " \"vectorIndexes\": [\n", + " {\n", + " \"path\": \"/contentVector\",\n", + " \"type\": \"diskANN\"\n", + " }\n", + " ]\n", + "}\n", + "\n", + "product_v_container = db.create_container_if_not_exists(\n", + " id=\"product_v\",\n", + " partition_key=PartitionKey(path=\"/categoryId\"),\n", + " indexing_policy=indexing_policy,\n", + " vector_embedding_policy=vector_embedding_policy\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Create vector embeddings for all products in the database\n", + "product_container: ContainerProxy = db.create_container_if_not_exists(\n", + " id=\"product\",\n", + " partition_key={\"paths\": [\"/categoryId\"], \"kind\": \"Hash\"}\n", + " )\n", + "\n", + "T = TypeVar('T', bound=BaseModel)\n", + "# Create generic helper function to query items a container.\n", + "# This function re-uses the TypeVar and BaseModel from the Read a document example.\n", + "def query_items(container, query, model: Type[T]) -> List[T]:\n", + " query = query\n", + " items = container.query_items(query=query, enable_cross_partition_query=True)\n", + " return [model(**item) for item in items]\n", + "\n", + "# retrieve all products via a query\n", + "retrieved_products = query_items(product_container,\"SELECT * FROM prod\", Product)\n", + "print(f\"Retrieved {len(retrieved_products)} products from the database.\")\n", + "\n", + "print(\"Starting the embedding of each product, this will take 3-5 minutes...\")\n", + "# Populate contentVector field for each product in the product_v container that has vector indexing enabled\n", + "for product in retrieved_products:\n", + " product.content_vector = generate_embeddings(product.model_dump_json(by_alias=True)) \n", + " product_v_container.upsert_item(product.model_dump(by_alias=True))\n", + "\n", + "print(\"Embedding complete and product_v container items updated.\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Use vector search in Azure Cosmos DB for NoSQL\n", + "\n", + "Now that each document has its associated vector embedding and the vector indexes have been created on each container, we can now use the vector search capabilities of Azure Cosmos DB for NoSQL." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "def vector_search(\n", + " container: ContainerProxy, \n", + " prompt: str, \n", + " vector_field_name:str=\"contentVector\", \n", + " num_results:int=5):\n", + " query_embedding = generate_embeddings(prompt) \n", + " items = container.query_items(\n", + " query=f\"\"\"SELECT TOP @num_results itm.id, VectorDistance(itm.{vector_field_name}, @embedding) AS SimilarityScore \n", + " FROM itm\n", + " ORDER BY VectorDistance(itm.{vector_field_name}, @embedding)\n", + " \"\"\",\n", + " parameters = [\n", + " { \"name\": \"@num_results\", \"value\": num_results },\n", + " { \"name\": \"@embedding\", \"value\": query_embedding } \n", + " ],\n", + " enable_cross_partition_query=True\n", + " )\n", + " return items" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "prompt = \"What bikes do you have?\"\n", + "results = vector_search(product_v_container, prompt)\n", + "for result in results:\n", + " print(result)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "prompt = \"What do you have that is yellow?\"\n", + "results = vector_search(product_v_container, prompt, num_results=4)\n", + "for result in results:\n", + " print(result) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Use vector search results in a RAG pattern with Chat GPT-3.5" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# Define a generic function to query an item by its ID\n", + "def query_item_by_id(container, id, model: Type[T]) -> T:\n", + " query = \"SELECT * FROM itm WHERE itm.id = @id\"\n", + " parameters = [\n", + " {\"name\": \"@id\", \"value\": id}\n", + " ] \n", + " item = list(container.query_items(\n", + " query=query,\n", + " parameters=parameters,\n", + " enable_cross_partition_query=True\n", + " ))[0]\n", + " return model(**item)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# A system prompt describes the responsibilities, instructions, and persona of the AI.\n", + "system_prompt = \"\"\"\n", + "You are a helpful, fun and friendly sales assistant for Cosmic Works, a bicycle and bicycle accessories store. \n", + "Your name is Cosmo.\n", + "You are designed to answer questions about the products that Cosmic Works sells.\n", + "\n", + "Only answer questions related to the information provided in the list of products below that are represented\n", + "in JSON format.\n", + "\n", + "If you are asked a question that is not in the list, respond with \"I don't know.\"\n", + "\n", + "List of products:\n", + "\"\"\"" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "def rag_with_vector_search(\n", + " container: ContainerProxy, \n", + " prompt: str, \n", + " vector_field_name:str=\"contentVector\", \n", + " num_results:int=5):\n", + " \"\"\"\n", + " Use the RAG model to generate a prompt using vector search results based on the\n", + " incoming question. \n", + " \"\"\"\n", + " # perform the vector search and build product list\n", + " results = vector_search(container, prompt, vector_field_name, num_results)\n", + " product_list = \"\"\n", + " for result in results:\n", + " # retrieve the product details\n", + " product = query_item_by_id(container, result[\"id\"], Product) \n", + " # remove the contentVector field from the product details, this isn't needed for the context\n", + " product.content_vector = None \n", + " product_list += json.dumps(product, indent=4, default=str) + \"\\n\\n\"\n", + "\n", + " # generate prompt for the LLM with vector results\n", + " formatted_prompt = system_prompt + product_list\n", + "\n", + " # prepare the LLM request\n", + " messages = [\n", + " {\"role\": \"system\", \"content\": formatted_prompt},\n", + " {\"role\": \"user\", \"content\": prompt}\n", + " ]\n", + "\n", + " completion = ai_client.chat.completions.create(messages=messages, model=COMPLETIONS_DEPLOYMENT_NAME)\n", + " return completion.choices[0].message.content" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(rag_with_vector_search(product_v_container, \"What bikes do you have?\"))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(rag_with_vector_search(product_v_container, \"What are the names and skus of yellow products?\"))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Labs/lab_3_mongodb_vector_search.ipynb b/Labs/lab_3_mongodb_vector_search.ipynb deleted file mode 100644 index cdc4f48..0000000 --- a/Labs/lab_3_mongodb_vector_search.ipynb +++ /dev/null @@ -1,442 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Vector Search using Azure Cosmos DB for NoSQL\n", - "\n", - "This notebook demonstrates using an Azure OpenAI embedding model to vectorize documents already stored in Azure Cosmos DB API for MongoDB, storing the embedding vectors and the creation of a vector index. Lastly, the notebook will demonstrate how to query the vector index to find similar documents.\n", - "\n", - "This lab expects the data that was loaded in Lab 2." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "import pymongo\n", - "import time\n", - "import json\n", - "from openai import AzureOpenAI\n", - "from dotenv import load_dotenv\n", - "from tenacity import retry, wait_random_exponential, stop_after_attempt" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Load settings\n", - "\n", - "This lab expects the `.env` file that was created in Lab 1 to obtain the connection string for the database.\n", - "\n", - "Add the following entries into the `.env` file to support the connection to Azure OpenAI API, replacing the values for `` and `` with the values from your Azure OpenAI API resource.\n", - "\n", - "```text\n", - "AOAI_ENDPOINT=\"\"\n", - "AOAI_KEY=\"\"\"\n", - "```" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "load_dotenv()\n", - "CONNECTION_STRING = os.environ.get(\"DB_CONNECTION_STRING\")\n", - "EMBEDDINGS_DEPLOYMENT_NAME = \"embeddings\"\n", - "COMPLETIONS_DEPLOYMENT_NAME = \"completions\"\n", - "AOAI_ENDPOINT = os.environ.get(\"AOAI_ENDPOINT\")\n", - "AOAI_KEY = os.environ.get(\"AOAI_KEY\")\n", - "AOAI_API_VERSION = \"2023-05-15\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Establish connectivity to the database" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "db_client = pymongo.MongoClient(CONNECTION_STRING)\n", - "# Create database to hold cosmic works data\n", - "# MongoDB will create the database if it does not exist\n", - "db = db_client.cosmic_works" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Establish Azure OpenAI connectivity" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "ai_client = AzureOpenAI(\n", - " azure_endpoint = AOAI_ENDPOINT,\n", - " api_version = AOAI_API_VERSION,\n", - " api_key = AOAI_KEY\n", - " )" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Vectorize and store the embeddings in each document\n", - "\n", - "The process of creating a vector embedding field on each document only needs to be done once. However, if a document changes, the vector embedding field will need to be updated with an updated vector." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "@retry(wait=wait_random_exponential(min=1, max=20), stop=stop_after_attempt(3))\n", - "def generate_embeddings(text: str):\n", - " '''\n", - " Generate embeddings from string of text using the deployed Azure OpenAI API embeddings model.\n", - " This will be used to vectorize document data and incoming user messages for a similarity search with\n", - " the vector index.\n", - " '''\n", - " response = ai_client.embeddings.create(input=text, model=EMBEDDINGS_DEPLOYMENT_NAME)\n", - " embeddings = response.data[0].embedding\n", - " time.sleep(0.5) # rest period to avoid rate limiting on AOAI\n", - " return embeddings" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# demonstrate embeddings generation using a test string\n", - "test = \"hello, world\"\n", - "print(generate_embeddings(test))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Vectorize and update all documents in the Cosmic Works database" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def add_collection_content_vector_field(collection_name: str):\n", - " '''\n", - " Add a new field to the collection to hold the vectorized content of each document.\n", - " '''\n", - " collection = db[collection_name]\n", - " bulk_operations = []\n", - " for doc in collection.find():\n", - " # remove any previous contentVector embeddings\n", - " if \"contentVector\" in doc:\n", - " del doc[\"contentVector\"]\n", - "\n", - " # generate embeddings for the document string representation\n", - " content = json.dumps(doc, default=str)\n", - " content_vector = generate_embeddings(content) \n", - " \n", - " bulk_operations.append(pymongo.UpdateOne(\n", - " {\"_id\": doc[\"_id\"]},\n", - " {\"$set\": {\"contentVector\": content_vector}},\n", - " upsert=True\n", - " ))\n", - " # execute bulk operations\n", - " collection.bulk_write(bulk_operations)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Add vector field to products documents - this will take approximately 3-5 minutes due to rate limiting\n", - "add_collection_content_vector_field(\"products\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Add vector field to customers documents - this will take approximately 1-2 minutes due to rate limiting\n", - "add_collection_content_vector_field(\"customers\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Add vector field to customers documents - this will take approximately 15-20 minutes due to rate limiting\n", - "add_collection_content_vector_field(\"sales\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Create the products vector index\n", - "db.command({\n", - " 'createIndexes': 'products',\n", - " 'indexes': [\n", - " {\n", - " 'name': 'VectorSearchIndex',\n", - " 'key': {\n", - " \"contentVector\": \"cosmosSearch\"\n", - " },\n", - " 'cosmosSearchOptions': {\n", - " 'kind': 'vector-ivf',\n", - " 'numLists': 1,\n", - " 'similarity': 'COS',\n", - " 'dimensions': 1536\n", - " }\n", - " }\n", - " ]\n", - "})\n", - "\n", - "# Create the customers vector index\n", - "db.command({\n", - " 'createIndexes': 'customers',\n", - " 'indexes': [\n", - " {\n", - " 'name': 'VectorSearchIndex',\n", - " 'key': {\n", - " \"contentVector\": \"cosmosSearch\"\n", - " },\n", - " 'cosmosSearchOptions': {\n", - " 'kind': 'vector-ivf',\n", - " 'numLists': 1,\n", - " 'similarity': 'COS',\n", - " 'dimensions': 1536\n", - " }\n", - " }\n", - " ]\n", - "})\n", - "\n", - "# Create the sales vector index\n", - "db.command({\n", - " 'createIndexes': 'sales',\n", - " 'indexes': [\n", - " {\n", - " 'name': 'VectorSearchIndex',\n", - " 'key': {\n", - " \"contentVector\": \"cosmosSearch\"\n", - " },\n", - " 'cosmosSearchOptions': {\n", - " 'kind': 'vector-ivf',\n", - " 'numLists': 1,\n", - " 'similarity': 'COS',\n", - " 'dimensions': 1536\n", - " }\n", - " }\n", - " ]\n", - "})" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Use vector search in Azure Cosmos DB for NoSQL\n", - "\n", - "Now that each document has its associated vector embedding and the vector indexes have been created on each container, we can now use the vector search capabilities of Azure Cosmos DB for NoSQL." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def vector_search(collection_name, query, num_results=3):\n", - " \"\"\"\n", - " Perform a vector search on the specified collection by vectorizing\n", - " the query and searching the vector index for the most similar documents.\n", - "\n", - " returns a list of the top num_results most similar documents\n", - " \"\"\"\n", - " collection = db[collection_name]\n", - " query_embedding = generate_embeddings(query) \n", - " pipeline = [\n", - " {\n", - " '$search': {\n", - " \"cosmosSearch\": {\n", - " \"vector\": query_embedding,\n", - " \"path\": \"contentVector\",\n", - " \"k\": num_results\n", - " },\n", - " \"returnStoredSource\": True }},\n", - " {'$project': { 'similarityScore': { '$meta': 'searchScore' }, 'document' : '$$ROOT' } }\n", - " ]\n", - " results = collection.aggregate(pipeline)\n", - " return results\n", - "\n", - "def print_product_search_result(result):\n", - " '''\n", - " Print the search result document in a readable format\n", - " '''\n", - " print(f\"Similarity Score: {result['similarityScore']}\") \n", - " print(f\"Name: {result['document']['name']}\") \n", - " print(f\"Category: {result['document']['categoryName']}\")\n", - " print(f\"SKU: {result['document']['categoryName']}\")\n", - " print(f\"_id: {result['document']['_id']}\\n\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "query = \"What bikes do you have?\"\n", - "results = vector_search(\"products\", query, num_results=4)\n", - "for result in results:\n", - " print_product_search_result(result) " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "query = \"What do you have that is yellow?\"\n", - "results = vector_search(\"products\", query, num_results=4)\n", - "for result in results:\n", - " print_product_search_result(result) " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Use vector search results in a RAG pattern with Chat GPT-3.5" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# A system prompt describes the responsibilities, instructions, and persona of the AI.\n", - "system_prompt = \"\"\"\n", - "You are a helpful, fun and friendly sales assistant for Cosmic Works, a bicycle and bicycle accessories store. \n", - "Your name is Cosmo.\n", - "You are designed to answer questions about the products that Cosmic Works sells.\n", - "\n", - "Only answer questions related to the information provided in the list of products below that are represented\n", - "in JSON format.\n", - "\n", - "If you are asked a question that is not in the list, respond with \"I don't know.\"\n", - "\n", - "List of products:\n", - "\"\"\"" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def rag_with_vector_search(question: str, num_results: int = 3):\n", - " \"\"\"\n", - " Use the RAG model to generate a prompt using vector search results based on the\n", - " incoming question. \n", - " \"\"\"\n", - " # perform the vector search and build product list\n", - " results = vector_search(\"products\", question, num_results=num_results)\n", - " product_list = \"\"\n", - " for result in results:\n", - " if \"contentVector\" in result[\"document\"]:\n", - " del result[\"document\"][\"contentVector\"]\n", - " product_list += json.dumps(result[\"document\"], indent=4, default=str) + \"\\n\\n\"\n", - "\n", - " # generate prompt for the LLM with vector results\n", - " formatted_prompt = system_prompt + product_list\n", - "\n", - " # prepare the LLM request\n", - " messages = [\n", - " {\"role\": \"system\", \"content\": formatted_prompt},\n", - " {\"role\": \"user\", \"content\": question}\n", - " ]\n", - "\n", - " completion = ai_client.chat.completions.create(messages=messages, model=COMPLETIONS_DEPLOYMENT_NAME)\n", - " return completion.choices[0].message.content" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print(rag_with_vector_search(\"What bikes do you have?\", 5))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print(rag_with_vector_search(\"What are the names and skus of yellow products?\", 5))" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": ".venv", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.5" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/Labs/models/customer.py b/Labs/models/customer.py index 51eccc1..2942078 100644 --- a/Labs/models/customer.py +++ b/Labs/models/customer.py @@ -15,7 +15,7 @@ class Customer(BaseModel): The alias feelds are used to map the dataset field names to the pythonic property names. """ - id: str = Field(alias="_id") + id: str = Field(alias="id") customer_id: str = Field(alias="customerId") title: Optional[str] first_name: str = Field(alias="firstName") @@ -26,7 +26,7 @@ class Customer(BaseModel): addresses: List[Address] password: Password sales_order_count: int = Field(alias="salesOrderCount") - + class Config: """ The Config inner class is used to configure the @@ -35,6 +35,9 @@ class Config: data by both the field name and the field alias. """ populate_by_name = True + json_encoders = { + datetime: lambda v: v.isoformat() + } class CustomerList(BaseModel): """ diff --git a/Labs/models/product.py b/Labs/models/product.py index 86f06fe..6613df5 100644 --- a/Labs/models/product.py +++ b/Labs/models/product.py @@ -18,6 +18,7 @@ class Product(BaseModel): description: str price: float tags: Optional[List[Tag]] = [] + content_vector: Optional[List[float]] = Field(default=[], alias="contentVector") class Config: """ diff --git a/Labs/models/sales_order.py b/Labs/models/sales_order.py index 173ce93..7b1bb8b 100644 --- a/Labs/models/sales_order.py +++ b/Labs/models/sales_order.py @@ -11,7 +11,7 @@ class SalesOrder(BaseModel): The SalesOrder class represents a sales order in the Cosmic Works dataset. """ - id: str = Field(alias="_id") + id: str = Field(alias="id") customer_id: str = Field(alias="customerId") order_date: datetime = Field(alias="orderDate") ship_date: datetime = Field(alias="shipDate") @@ -25,6 +25,9 @@ class Config: data by both the field name and the field alias. 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10_LangChain/README.md | 175 +++++++---- Labs/lab_3_cosmosdb_vector_search.ipynb | 108 ++++++- Labs/lab_4_langchain.ipynb | 391 ++++++++++++++---------- Labs/requirements.txt | 3 +- 4 files changed, 443 insertions(+), 234 deletions(-) diff --git a/10_LangChain/README.md b/10_LangChain/README.md index af5f76d..a51fe22 100644 --- a/10_LangChain/README.md +++ b/10_LangChain/README.md @@ -2,11 +2,11 @@ [LangChain](https://www.langchain.com/) is an open-source framework designed to simplify the creation of applications that use large language models (LLMs). LangChain has a vibrant community of developers and contributors and is used by many companies and organizations. LangChain utilizes proven Prompt Engineering patterns and techniques to optimize LLMs, ensuring successful and accurate results through verified and tested best practices. -Part of the appeal of LangChain syntax is the capability of breaking down large complex interactions with LLMs into smaller, more manageable steps by composing a reusable [chain](https://python.langchain.com/docs/modules/chains/) process. LangChain provides a syntax for chains([LCEL](https://python.langchain.com/docs/modules/chains/#lcel)), the ability to integrate with external systems through [tools](https://python.langchain.com/docs/integrations/tools/), and end-to-end [agents](https://python.langchain.com/docs/modules/agents/) for common applications. +Part of the appeal of LangChain syntax is the capability of breaking down large complex interactions with LLMs into smaller, more manageable steps by composing a reusable chain process. LangChain provides a syntax for chains([LCEL](https://python.langchain.com/docs/concepts/#langchain-expression-language-lcel)), the ability to integrate with external systems through [tools](https://python.langchain.com/docs/concepts/#tools), and end-to-end [agents](https://python.langchain.com/docs/concepts/#agents) for common applications. The concept of an agent is quite similar to that of a chain in LangChain but with one fundamental difference. A chain in LangChain is a hard-coded sequence of steps executed in a specific order. Conversely, an agent leverages the LLM to assess the incoming request with the current context to decide what steps or actions need to be executed and in what order. -LangChain agents can leverage tools and toolkits. A tool can be an integration into an external system, custom code, or even another chain. A toolkit is a collection of tools that can be used to solve a specific problem. +LangChain agents can leverage tools and toolkits. A tool can be an integration into an external system, custom code, a retriever, or even another chain. A toolkit is a collection of tools that can be used to solve a specific problem. ## LangChain RAG pattern @@ -16,13 +16,13 @@ Earlier in this guide, the RAG (Retrieval Augmented Generation) pattern was intr When an incoming message is received, the retriever will vectorize the message and perform a vector search to find the most relevant documents for the given query. The retriever returns a list of documents that are then used to augment the prompt. The augmented prompt is then passed to the LLM (generator) to reason over the prompt and context. The output from the LLM is then parsed and returned as the final message. -> **Note**: A vector store retriever is only one type of retriever that can be used in the RAG pattern. Learn more about retrievers in the [LangChain documentation](https://python.langchain.com/docs/modules/data_connection/retrievers/). +> **Note**: A vector store retriever is only one type of retriever that can be used in the RAG pattern. Learn more about retrievers in the [LangChain documentation](https://python.langchain.com/docs/concepts/#retrievers). ## Lab - Vector search and RAG using LangChain In this lab uses LangChain to re-implement the RAG pattern introduced in the previous lab. Take note of the readability of the code and how easy it is to compose a reusable RAG chain using LangChain that queries the products vector index in Azure Cosmos DB for NoSQL. The lab concludes with the creation of an agent with various tools for the LLM to leverage to fulfill the incoming request. -This lab also requires the data provided in the previous lab titled [Load data into Azure Cosmos DB API for NoSQL containers](../08_Load_Data/README.md#lab---load-data-into-azure-cosmos-db-api-for-mongodb-collections) as well as the populated vector index created in the lab titled [Vector Search using Azure Cosmos DB for NoSQL](../09_Vector_Search_Cosmos_DB/README.md#lab---use-vector-search-on-embeddings-in-vcore-based-azure-cosmos-db-for-mongodb). Run all cells in both notebooks to prepare the data for use in this lab. +This lab also requires the data provided in the previous lab titled [Load data into Azure Cosmos DB for NoSQL containers](../08_Load_Data/README.md#lab---load-data-into-azure-cosmos-db-api-for-nosql-containers) as well as the populated vector index created in the lab titled [Vector Search using Azure Cosmos DB for NoSQL](../09_Vector_Search_Cosmos_DB/README.md#lab---use-vector-search-on-embeddings-in-azure-cosmos-db-for-nosql). Run all cells in both notebooks to prepare the data for use in this lab. >**Note**: It is highly recommended to use a [virtual environment](https://python.land/virtual-environments/virtualenv) for all labs. @@ -30,33 +30,103 @@ Please visit the lab repository to complete [this lab](../Labs/lab_4_langchain.i Some highlights of the lab include: -### Instantiating a vector store reference +### Creating a custom LangChain retriever for Azure Cosmos DB for NoSQL ```python -vector_store = AzureCosmosDBVectorSearch.from_connection_string( - connection_string = CONNECTION_STRING, - namespace = "cosmic_works.products", - embedding = embedding_model, - index_name = "VectorSearchIndex", - embedding_key = "contentVector", - text_key = "_id" -) +class AzureCosmosDBNoSQLRetriever(BaseRetriever): + """ + A custom LangChain retriever that uses Azure Cosmos DB NoSQL database for vector search. + """ + embedding_model: AzureOpenAIEmbeddings + container: ContainerProxy + model: Type[T] + vector_field_name: str + num_results: int=5 + + def __get_embeddings(self, text: str) -> List[float]: + """ + Returns embeddings vector for a given text. + """ + embedding = embedding_model.embed_query(text) + time.sleep(0.5) # rest period to avoid rate limiting on AOAI + return embedding + + def __get_item_by_id(self, id) -> T: + """ + Retrieves a single item from the Azure Cosmos DB NoSQL database by its ID. + """ + query = "SELECT * FROM itm WHERE itm.id = @id" + parameters = [ + {"name": "@id", "value": id} + ] + item = list(self.container.query_items( + query=query, + parameters=parameters, + enable_cross_partition_query=True + ))[0] + return self.model(**item) + + def __delete_attribute_by_alias(self, instance: BaseModel, alias): + for model_field in instance.model_fields: + field = instance.model_fields[model_field] + if field.alias == alias: + delattr(instance, model_field) + return + + def _get_relevant_documents( + self, query: str, *, run_manager: CallbackManagerForRetrieverRun + ) -> List[Document]: + """ + Performs a synchronous vector search on the Azure Cosmos DB NoSQL database. + """ + embedding = self.__get_embeddings(query) + items = self.container.query_items( + query=f"""SELECT TOP @num_results itm.id, VectorDistance(itm.{self.vector_field_name}, @embedding) AS SimilarityScore + FROM itm + ORDER BY VectorDistance(itm.{self.vector_field_name}, @embedding) + """, + parameters = [ + { "name": "@num_results", "value": self.num_results }, + { "name": "@embedding", "value": embedding } + ], + enable_cross_partition_query=True + ) + returned_docs = [] + for item in items: + itm = self.__get_item_by_id(item["id"]) + # Remove the vector field from the returned item so it doesn't fill the context window + self.__delete_attribute_by_alias(itm, self.vector_field_name) + returned_docs.append(Document(page_content=json.dumps(itm, indent=4, default=str), metadata={"similarity_score": item["SimilarityScore"]})) + return returned_docs + + async def _aget_relevant_documents( + self, query: str, *, run_manager: AsyncCallbackManagerForRetrieverRun + ) -> List[Document]: + """ + Performs an asynchronous vector search on the Azure Cosmos DB NoSQL database. + """ + raise Exception(f"Asynchronous search not implemented.") ``` ### Composing a reusable RAG chain ```python -# Create a retriever from the vector store -retriever = vector_store.as_retriever() +# Create an instance of the AzureCosmosDBNoSQLRetriever +products_retriever = AzureCosmosDBNoSQLRetriever( + embedding_model = embedding_model, + container = product_v_container, + model = Product, + vector_field_name = "contentVector", + num_results = 5 +) # Create the prompt template from the system_prompt text llm_prompt = PromptTemplate.from_template(system_prompt) rag_chain = ( - # populate the tokens/placeholders in the llm_prompt - # products takes the results of the vector store and formats the documents + # populate the tokens/placeholders in the llm_prompt # question is a passthrough that takes the incoming question - { "products": retriever | format_docs, "question": RunnablePassthrough()} + { "products": products_retriever, "question": RunnablePassthrough()} | llm_prompt # pass the populated prompt to the language model | llm @@ -70,16 +140,13 @@ rag_chain = ( Tools are selected by the Large Language model at runtime. In this case, depending on the incoming user request the LLM will decide which container in the database to query. The following code shows how to create a tool for the LLM to use to query the products collection in the database. ```python -# create a chain on the retriever to format the documents as JSON -products_retriever_chain = products_retriever | format_docs - -tools = [ - Tool( - name = "vector_search_products", - func = products_retriever_chain.invoke, - description = "Searches Cosmic Works product information for similar products based on the question. Returns the product information in JSON format." - ) -] +# Create a tool that will use the product vector search in Azure Cosmos DB for NoSQL +products_retriever_tool = create_retriever_tool( + retriever = products_retriever, + name = "vector_search_products", + description = "Searches Cosmic Works product information for similar products based on the question. Returns the product information in JSON format." +) +tools = [products_retriever_tool] ``` ### Creating tools that call Python functions @@ -87,27 +154,28 @@ tools = [ Users may query for information that does not have a semantic meaning, such as an ID GUID value or a SKU number. Providing agents with tools to call Python functions to retrieve documents based on these fields is a common practice. The following is an example of adding tools that call out to Python functions for the products collection. ```python -db = pymongo.MongoClient(CONNECTION_STRING).cosmic_works - def get_product_by_id(product_id: str) -> str: """ Retrieves a product by its ID. """ - doc = db.products.find_one({"_id": product_id}) - if "contentVector" in doc: - del doc["contentVector"] - return json.dumps(doc) + item = get_single_item_by_field_name(product_v_container, "id", product_id, Product) + delete_attribute_by_alias(item, "contentVector") + return json.dumps(item, indent=4, default=str) def get_product_by_sku(sku: str) -> str: """ Retrieves a product by its sku. """ - doc = db.products.find_one({"sku": sku}) - if "contentVector" in doc: - del doc["contentVector"] - return json.dumps(doc, default=str) - -from langchain.tools import StructuredTool + item = get_single_item_by_field_name(product_v_container, "sku", sku, Product) + delete_attribute_by_alias(item, "contentVector") + return json.dumps(item, indent=4, default=str) + +def get_sales_by_id(sales_id: str) -> str: + """ + Retrieves a sales order by its ID. + """ + item = get_single_item_by_field_name(sales_order_container, "id", sales_id, SalesOrder) + return json.dumps(item, indent=4, default=str) tools.extend([ StructuredTool.from_function(get_product_by_id), @@ -119,21 +187,26 @@ tools.extend([ ### Creating an agent armed with tools for vector search and Python functions calling ```python -system_message = SystemMessage( - content = """ +agent_instructions = """ You are a helpful, fun and friendly sales assistant for Cosmic Works, a bicycle and bicycle accessories store. - Your name is Cosmo. - You are designed to answer questions about the products that Cosmic Works sells, the customers that buy them, and the sales orders that are placed by customers. - - If you don't know the answer to a question, respond with "I don't know." - + If you don't know the answer to a question, respond with "I don't know." Only answer questions related to Cosmic Works products, customers, and sales orders. - If a question is not related to Cosmic Works products, customers, or sales orders, respond with "I only answer questions about Cosmic Works" - """ -) -agent_executor = create_conversational_retrieval_agent(llm, tools, system_message = system_message, verbose=True) + """ + +from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder + +prompt = ChatPromptTemplate.from_messages( + [ + ("system", agent_instructions), + MessagesPlaceholder("chat_history", optional=True), + ("human", "{input}"), + MessagesPlaceholder("agent_scratchpad"), + ] +) +agent = create_openai_functions_agent(llm, tools, prompt) +agent_executor = AgentExecutor(agent=agent, tools=tools, verbose=True, return_intermediate_steps=True) ``` diff --git a/Labs/lab_3_cosmosdb_vector_search.ipynb b/Labs/lab_3_cosmosdb_vector_search.ipynb index 8d42a5f..db26611 100644 --- a/Labs/lab_3_cosmosdb_vector_search.ipynb +++ b/Labs/lab_3_cosmosdb_vector_search.ipynb @@ -69,9 +69,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Database 'cosmic_works' already exists and has been retrieved.\n" + ] + } + ], "source": [ "# Initialize the Cosmos DB client\n", "client = CosmosClient.from_connection_string(CONNECTION_STRING)\n", @@ -143,9 +151,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-0.016903093, -0.0068888566, -0.027763786, -0.046490017, -0.011016962, 0.01019655, -0.014064207, -0.004762948, -0.018856455, -0.028388862, 0.029092072, 0.01996336, -0.021812543, -0.006263781, 0.009525896, 0.006566552, 0.017410967, -0.0143507, 0.011863419, 0.018804366, -0.0124950055, -1.7002898e-05, 0.009206846, -0.010281196, 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"execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Retrieved 295 products from the database.\n", + "Starting the embedding of each product, this will take 3-5 minutes...\n", + "Embedding complete and product_v container items updated.\n" + ] + } + ], "source": [ "# Create vector embeddings for all products in the database\n", "product_container: ContainerProxy = db.create_container_if_not_exists(\n", @@ -280,9 +306,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'id': '2595584F-EA4E-4D45-948E-99A17AF8C519', 'SimilarityScore': 0.7877846410849079}\n", + "{'id': 'DFE5521E-40C6-4A58-8E8D-5FC1BE5EC0FE', 'SimilarityScore': 0.7848535661364964}\n", + "{'id': 'EE40F7FD-AB2C-4589-B54D-BEBACB3B083E', 'SimilarityScore': 0.7846190914398772}\n", + "{'id': '26E8185C-782A-4B48-87FA-1E715E3825FB', 'SimilarityScore': 0.7840005571608505}\n", + "{'id': 'C0FBA4E8-B617-4889-B1A5-091D12783313', 'SimilarityScore': 0.7839628246553648}\n" + ] + } + ], "source": [ "prompt = \"What bikes do you have?\"\n", "results = vector_search(product_v_container, prompt)\n", @@ -292,9 +330,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'id': '3A70EDD4-6C8C-44AA-A13D-49D0F6058699', 'SimilarityScore': 0.7620388608067181}\n", + "{'id': '26E8185C-782A-4B48-87FA-1E715E3825FB', 'SimilarityScore': 0.7605929799644632}\n", + "{'id': 'CEA9FD38-517E-474B-A5B1-B17BF1753F9C', 'SimilarityScore': 0.7584036420862903}\n", + "{'id': '91AA100C-D092-4190-92A7-7C02410F04EA', 'SimilarityScore': 0.7582691790308509}\n" + ] + } + ], "source": [ "prompt = \"What do you have that is yellow?\"\n", "results = vector_search(product_v_container, prompt, num_results=4)\n", @@ -352,7 +401,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -390,18 +439,47 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "We have the following bikes available:\n", + "\n", + "1. Road-750 Black, 48\n", + "2. Mountain-100 Silver, 44\n", + "3. Mountain-100 Black, 48\n", + "4. Road-550-W Yellow, 48\n", + "5. Mountain-100 Black, 42\n", + "\n", + "Is there anything else you would like to know about these bikes?\n" + ] + } + ], "source": [ "print(rag_with_vector_search(product_v_container, \"What bikes do you have?\"))" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The names and SKUs of yellow products are as follows:\n", + "1. Road-350-W Yellow, 48 - SKU: BK-R79Y-48\n", + "2. Road-550-W Yellow, 40 - SKU: BK-R64Y-40\n", + "3. Road-550-W Yellow, 48 - SKU: BK-R64Y-48\n", + "4. Road-350-W Yellow, 40 - SKU: BK-R79Y-40\n", + "5. Road-550-W Yellow, 42 - SKU: BK-R64Y-42\n" + ] + } + ], "source": [ "print(rag_with_vector_search(product_v_container, \"What are the names and skus of yellow products?\"))" ] diff --git a/Labs/lab_4_langchain.ipynb b/Labs/lab_4_langchain.ipynb index 2cfe0b7..f903147 100644 --- a/Labs/lab_4_langchain.ipynb +++ b/Labs/lab_4_langchain.ipynb @@ -7,49 +7,64 @@ "# LangChain" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the previous lab, the `azure-cosmos` library was used to perform a vector search through a db command to find product documents that were most similar to the user's input. LangChain has a vector store class named [**AzureCosmosDBNoSqlVectorSearch**](https://github.com/langchain-ai/langchain/blob/master/docs/docs/integrations/vectorstores/azure_cosmos_db_no_sql.ipynb), that supports vector search in Azure Cosmos DB for NoSQL. However, at the time of this writing, due to the pace of LangChain development, the current implementation has a bug that impacts the retrieval of search results. As such, the code in this lab will create a LangChain [retriever class](https://python.langchain.com/docs/integrations/retrievers/) to connect to and search the vector store using the `azure-cosmos` library. More on retrievers in a moment." + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import json\n", - "import pymongo\n", - "from typing import List\n", + "import langchain\n", + "import time\n", + "from pydantic import BaseModel\n", + "from typing import Type, TypeVar, List\n", "from dotenv import load_dotenv\n", - "from langchain.chat_models import AzureChatOpenAI\n", - "from langchain.embeddings import AzureOpenAIEmbeddings\n", - "from langchain.vectorstores import AzureCosmosDBVectorSearch\n", - "from langchain_core.vectorstores import VectorStoreRetriever\n", - "from langchain.schema.document import Document\n", - "from langchain.prompts import PromptTemplate\n", - "from langchain.schema import StrOutputParser\n", - "from langchain.schema.runnable import RunnablePassthrough\n", - "from langchain.agents import Tool\n", - "from langchain.agents.agent_toolkits import create_conversational_retrieval_agent\n", - "from langchain_core.messages import SystemMessage" + "from langchain_openai import AzureChatOpenAI, AzureOpenAIEmbeddings\n", + "from azure.cosmos import CosmosClient, ContainerProxy\n", + "from langchain_core.documents import Document\n", + "from langchain_core.retrievers import BaseRetriever\n", + "from langchain_core.callbacks import (\n", + " AsyncCallbackManagerForRetrieverRun,\n", + " CallbackManagerForRetrieverRun,\n", + ")\n", + "from langchain_core.prompts import PromptTemplate\n", + "from langchain_core.output_parsers import StrOutputParser\n", + "from langchain_core.runnables import RunnablePassthrough\n", + "from langchain_core.tools import Tool, StructuredTool\n", + "from langchain.agents.agent_toolkits import create_retriever_tool\n", + "from langchain.agents import AgentExecutor, create_openai_functions_agent\n", + "from models import Product, SalesOrder\n", + "\n", + "T = TypeVar('T', bound=BaseModel)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Load settings for the notebook\n", "load_dotenv()\n", - "CONNECTION_STRING = os.environ.get(\"DB_CONNECTION_STRING\")\n", + "CONNECTION_STRING = os.environ.get(\"COSMOS_DB_CONNECTION_STRING\")\n", "EMBEDDINGS_DEPLOYMENT_NAME = \"embeddings\"\n", "COMPLETIONS_DEPLOYMENT_NAME = \"completions\"\n", "AOAI_ENDPOINT = os.environ.get(\"AOAI_ENDPOINT\")\n", "AOAI_KEY = os.environ.get(\"AOAI_KEY\")\n", - "AOAI_API_VERSION = \"2023-09-01-preview\"" + "AOAI_API_VERSION = \"2024-06-01\"" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -66,66 +81,138 @@ " azure_endpoint = AOAI_ENDPOINT,\n", " openai_api_key = AOAI_KEY, \n", " azure_deployment = \"embeddings\",\n", - " chunk_size=10\n", - ")" + " chunk_size=800\n", + ")\n", + "\n", + "# Initialize the Cosmos DB client, database and product (with vector) container\n", + "client = CosmosClient.from_connection_string(CONNECTION_STRING)\n", + "db = client.get_database_client(\"cosmic_works\")\n", + "product_v_container = db.get_container_client(\"product_v\")\n", + "sales_order_container = db.get_container_client(\"salesOrder\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Vector search with LangChain\n", - "\n", - "In the previous lab, the `pymongo` library was used to perform a vector search through a db command to find product documents that were most similar to the user's input. In this lab, you will use the `langchain` library to perform the same search. LangChain has a vector store class named **AzureCosmosDBVectorSearch**, a community contribution, that supports vector search in Azure Cosmos DB for NoSQL.\n", + "## RAG with LangChain\n", "\n", - "When establishing the connection to the vector store (Azure Cosmos DB for NoSQL), recall that in previous labs the products container was populated and a contentVector field added that contains the vectorized embeddings of the document itself. Finally, a vector index was also created on the contentVector field to enable vector search. The vector index in each container is named `VectorSearchIndex`.\n", + "Recall that in previous labs the `products_v` container was created with an indexing policy and vector embedding policy to enable vector search. Each item in the container contains a contentVector field that contains the vectorized embeddings of the document itself.\n", "\n", - "The return value of a vector search in LangChain is a list of `Document` objects. The LangChain `Document` class contains two properties: `page_content`, that represents the textual content that is typically used to augment the prompt, and `metadata` that contains all other attributes of the document. In the cell below, we'll use the `_id` field as the page_content, and the rest of the fields are returned as metadata.\n", + "In this section, we'll implement the RAG pattern using LangChain. In LangChain, a **retriever** is used to augment the prompt with contextual data. In this case, a custom LangChain retriever is needed. The return value of the invokation of retriever in LangChain is a list of `Document` objects. The LangChain `Document` class contains two properties: `page_content`, that represents the textual content that is typically used to augment the prompt, and `metadata` that contains all other attributes of the document. In this case, we'll use the document content as the `page_content` and include the similarity score as the metadata.\n", "\n", - "The next two cells initiate a connection to the vector store and performs a vector search. Notice how much more concise the code is compared to the previous lab with the addition of LangChain." + "We'll also define a reusable RAG [chain](https://python.langchain.com/docs/modules/chains/) to control the flow and behavior of the call into the LLM. This chain is defined using the LCEL syntax (LangChain Expression Language)." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ - "# Reference the existing vector store\n", - "vector_store = AzureCosmosDBVectorSearch.from_connection_string(\n", - " connection_string = CONNECTION_STRING,\n", - " namespace = \"cosmic_works.products\",\n", - " embedding = embedding_model,\n", - " index_name = \"VectorSearchIndex\", \n", - " embedding_key = \"contentVector\",\n", - " text_key = \"_id\"\n", - ")" + "class AzureCosmosDBNoSQLRetriever(BaseRetriever):\n", + " \"\"\"\n", + " A custom LangChain retriever that uses Azure Cosmos DB NoSQL database for vector search.\n", + " \"\"\"\n", + " embedding_model: AzureOpenAIEmbeddings\n", + " container: ContainerProxy\n", + " model: Type[T]\n", + " vector_field_name: str\n", + " num_results: int=5\n", + "\n", + " def __get_embeddings(self, text: str) -> List[float]: \n", + " \"\"\"\n", + " Returns embeddings vector for a given text.\n", + " \"\"\"\n", + " embedding = embedding_model.embed_query(text) \n", + " time.sleep(0.5) # rest period to avoid rate limiting on AOAI\n", + " return embedding\n", + " \n", + " def __get_item_by_id(self, id) -> T:\n", + " \"\"\"\n", + " Retrieves a single item from the Azure Cosmos DB NoSQL database by its ID.\n", + " \"\"\"\n", + " query = \"SELECT * FROM itm WHERE itm.id = @id\"\n", + " parameters = [\n", + " {\"name\": \"@id\", \"value\": id}\n", + " ] \n", + " item = list(self.container.query_items(\n", + " query=query,\n", + " parameters=parameters,\n", + " enable_cross_partition_query=True\n", + " ))[0]\n", + " return self.model(**item)\n", + " \n", + " def __delete_attribute_by_alias(self, instance: BaseModel, alias):\n", + " for model_field in instance.model_fields:\n", + " field = instance.model_fields[model_field] \n", + " if field.alias == alias:\n", + " delattr(instance, model_field)\n", + " return\n", + " \n", + " def _get_relevant_documents(\n", + " self, query: str, *, run_manager: CallbackManagerForRetrieverRun\n", + " ) -> List[Document]:\n", + " \"\"\"\n", + " Performs a synchronous vector search on the Azure Cosmos DB NoSQL database.\n", + " \"\"\"\n", + " embedding = self.__get_embeddings(query)\n", + " items = self.container.query_items(\n", + " query=f\"\"\"SELECT TOP @num_results itm.id, VectorDistance(itm.{self.vector_field_name}, @embedding) AS SimilarityScore \n", + " FROM itm\n", + " ORDER BY VectorDistance(itm.{self.vector_field_name}, @embedding)\n", + " \"\"\",\n", + " parameters = [\n", + " { \"name\": \"@num_results\", \"value\": self.num_results },\n", + " { \"name\": \"@embedding\", \"value\": embedding } \n", + " ],\n", + " enable_cross_partition_query=True\n", + " ) \n", + " returned_docs = []\n", + " for item in items:\n", + " itm = self.__get_item_by_id(item[\"id\"]) \n", + " # Remove the vector field from the returned item so it doesn't fill the context window\n", + " self.__delete_attribute_by_alias(itm, self.vector_field_name) \n", + " returned_docs.append(Document(page_content=json.dumps(itm, indent=4, default=str), metadata={\"similarity_score\": item[\"SimilarityScore\"]}))\n", + " return returned_docs\n", + " \n", + " async def _aget_relevant_documents(\n", + " self, query: str, *, run_manager: AsyncCallbackManagerForRetrieverRun\n", + " ) -> List[Document]:\n", + " \"\"\"\n", + " Performs an asynchronous vector search on the Azure Cosmos DB NoSQL database. \n", + " \"\"\"\n", + " raise Exception(f\"Asynchronous search not implemented.\")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ - "query = \"What yellow products are there?\"\n", - "vector_store.similarity_search(query, k=3)" + "products_retriever = AzureCosmosDBNoSQLRetriever(\n", + " embedding_model = embedding_model,\n", + " container = product_v_container,\n", + " model = Product,\n", + " vector_field_name = \"contentVector\",\n", + " num_results = 5 \n", + ")" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ - "## RAG with LangChain\n", - "\n", - "In this section, we'll implement the RAG pattern using LangChain. In LangChain, a **retriever** is used to augment the prompt with contextual data. In this case, the already established vector store will be used as the retriever. By default, the prompt is augmented with the `page_content` field of the retrieved document that customarily contains the text content of the embedded vector. In our case, the document itself serves as the textual content, so we'll have to do some pre-processing to format the text of the product list that is expected in our system prompt (JSON string) - see the **format_documents** function below for this implementation.\n", - "\n", - "We'll also define a reusable RAG [chain](https://python.langchain.com/docs/modules/chains/) to control the flow and behavior of the call into the LLM. This chain is defined using the LCEL syntax (LangChain Expression Language)." + "query = \"What yellow products are there?\"\n", + "products_retriever.invoke(query)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -156,47 +243,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ - "# remember that each Document contains a page_content property\n", - "# that is populated with the _id field of the document\n", - "# all other document fields are located in the metadata property\n", - "def format_docs(docs:List[Document]) -> str:\n", - " \"\"\"\n", - " Prepares the product list for the system prompt.\n", - " \"\"\"\n", - " str_docs = []\n", - " for doc in docs:\n", - " # Build the product document without the contentVector\n", - " doc_dict = {\"_id\": doc.page_content}\n", - " doc_dict.update(doc.metadata)\n", - " if \"contentVector\" in doc_dict: \n", - " del doc_dict[\"contentVector\"]\n", - " str_docs.append(json.dumps(doc_dict, default=str)) \n", - " # Return a single string containing each product JSON representation\n", - " # separated by two newlines\n", - " return \"\\n\\n\".join(str_docs)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Create a retriever from the vector store\n", - "retriever = vector_store.as_retriever()\n", - "\n", "# Create the prompt template from the system_prompt text\n", "llm_prompt = PromptTemplate.from_template(system_prompt)\n", "\n", "rag_chain = (\n", - " # populate the tokens/placeholders in the llm_prompt \n", - " # products takes the results of the vector store and formats the documents\n", + " # populate the tokens/placeholders in the llm_prompt \n", " # question is a passthrough that takes the incoming question\n", - " { \"products\": retriever | format_docs, \"question\": RunnablePassthrough()}\n", + " { \"products\": products_retriever, \"question\": RunnablePassthrough()}\n", " | llm_prompt\n", " # pass the populated prompt to the language model\n", " | llm\n", @@ -227,32 +284,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Create retrievers\n", - "\n", - "A separate retriever is required for each vector index. The following cell creates a VectorStoreRetriever for the products, customers, and sales containers and associated vector index." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def create_cosmic_works_vector_store_retriever(collection_name: str, top_k: int = 3):\n", - " vector_store = AzureCosmosDBVectorSearch.from_connection_string(\n", - " connection_string = CONNECTION_STRING,\n", - " namespace = f\"cosmic_works.{collection_name}\",\n", - " embedding = embedding_model,\n", - " index_name = \"VectorSearchIndex\", \n", - " embedding_key = \"contentVector\",\n", - " text_key = \"_id\"\n", - " )\n", - " return vector_store.as_retriever(search_kwargs={\"k\": top_k})\n", - "\n", + "Remember, the concept of an agent is quite similar to that of a chain in LangChain but with one fundamental difference. A chain in LangChain is a hard-coded sequence of steps executed in a specific order. Conversely, an agent leverages the LLM to assess the incoming request with the current context to decide what steps or actions need to be executed and in what order.\n", "\n", - "products_retriever = create_cosmic_works_vector_store_retriever(\"products\")\n", - "customers_retriever = create_cosmic_works_vector_store_retriever(\"customers\")\n", - "sales_retriever = create_cosmic_works_vector_store_retriever(\"sales\")" + "LangChain agents can leverage tools and toolkits. A tool can be an integration into an external system, custom code, a retriever, or even another chain. A toolkit is a collection of tools that can be used to solve a specific problem." ] }, { @@ -261,41 +295,22 @@ "source": [ " ### Create Agent Tools\n", " \n", - " LangChain does have a built-in [`create_retriever_tool`](https://python.langchain.com/docs/use_cases/question_answering/conversational_retrieval_agents#retriever-tool) that wraps a vector store retriever, however, because we are storing the embeddings in the `contentVector` field of the document, we must do some pre-processing of the retrieved documents to remove this field so that we don't needlessly expend the model's token quota. \n", - " \n", - " Instead, we'll create a RAG chain as our tool implementation that does the pre-processing through the `format_docs` function we defined above to return each document in its JSON representation." + " LangChain does have a built-in [`create_retriever_tool`](https://python.langchain.com/docs/use_cases/question_answering/conversational_retrieval_agents#retriever-tool) that wraps a vector store retriever." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ - "# Create tools that will use vector search in Azure Cosmos DB for NoSQL containers\n", - "\n", - "# create a chain on the retriever to format the documents as JSON\n", - "products_retriever_chain = products_retriever | format_docs\n", - "customers_retriever_chain = customers_retriever | format_docs\n", - "sales_retriever_chain = sales_retriever | format_docs\n", - "\n", - "tools = [\n", - " Tool(\n", - " name = \"vector_search_products\", \n", - " func = products_retriever_chain.invoke,\n", - " description = \"Searches Cosmic Works product information for similar products based on the question. Returns the product information in JSON format.\"\n", - " ),\n", - " Tool(\n", - " name = \"vector_search_customers\", \n", - " func = customers_retriever_chain.invoke,\n", - " description = \"Searches Cosmic Works customer information and retrieves similar customers based on the question. Returns the customer information in JSON format.\"\n", - " ),\n", - " Tool(\n", - " name = \"vector_search_sales\", \n", - " func = sales_retriever_chain.invoke,\n", - " description = \"Searches Cosmic Works customer sales information and retrieves sales order details based on the question. Returns the sales order information in JSON format.\"\n", - " )\n", - "]" + "# Create a tool that will use the product vector search in Azure Cosmos DB for NoSQL\n", + "products_retriever_tool = create_retriever_tool(\n", + " retriever = products_retriever,\n", + " name = \"vector_search_products\",\n", + " description = \"Searches Cosmic Works product information for similar products based on the question. Returns the product information in JSON format.\"\n", + ")\n", + "tools = [products_retriever_tool]" ] }, { @@ -304,47 +319,77 @@ "source": [ "### Tools part 2\n", "\n", - "Certain properties do not have semantic meaning (such as the GUID _id fields) and attempting to use vector search on these fields will not yield meaningful results. We need a tool to retrieve specific documents based on popular searches criteria.\n", + "Certain properties do not have semantic meaning (such as the GUID id field) and attempting to use vector search on these fields will not yield meaningful results. We need a tool to retrieve specific documents based on popular searches criteria.\n", "\n", "The following tool definitions is not an exhaustive list of what may be needed but serves as an example to provide concrete lookups of a document in the Cosmic Works database." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ - "db = pymongo.MongoClient(CONNECTION_STRING).cosmic_works\n", + "# Tools helper methods\n", + "def delete_attribute_by_alias(instance: BaseModel, alias:str):\n", + " for model_field in instance.model_fields:\n", + " field = instance.model_fields[model_field] \n", + " if field.alias == alias:\n", + " delattr(instance, model_field)\n", + " return\n", "\n", + "def get_single_item_by_field_name(\n", + " container:ContainerProxy, \n", + " field_name:str, \n", + " field_value:str, \n", + " model:Type[T]) -> T:\n", + " \"\"\"\n", + " Retrieves a single item from the Azure Cosmos DB NoSQL database by a specific field and value.\n", + " \"\"\"\n", + " query = f\"SELECT TOP 1 * FROM itm WHERE itm.{field_name} = @value\"\n", + " parameters = [\n", + " {\n", + " \"name\": \"@value\", \n", + " \"value\": field_value\n", + " }\n", + " ] \n", + " item = list(container.query_items(\n", + " query=query,\n", + " parameters=parameters,\n", + " enable_cross_partition_query=True\n", + " ))[0]\n", + " item_casted = model(**item) \n", + " return item_casted" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ "def get_product_by_id(product_id: str) -> str:\n", " \"\"\"\n", " Retrieves a product by its ID. \n", " \"\"\"\n", - " doc = db.products.find_one({\"_id\": product_id}) \n", - " if \"contentVector\" in doc:\n", - " del doc[\"contentVector\"]\n", - " return json.dumps(doc)\n", + " item = get_single_item_by_field_name(product_v_container, \"id\", product_id, Product)\n", + " delete_attribute_by_alias(item, \"contentVector\")\n", + " return json.dumps(item, indent=4, default=str) \n", "\n", "def get_product_by_sku(sku: str) -> str:\n", " \"\"\"\n", " Retrieves a product by its sku.\n", " \"\"\"\n", - " doc = db.products.find_one({\"sku\": sku})\n", - " if \"contentVector\" in doc:\n", - " del doc[\"contentVector\"]\n", - " return json.dumps(doc, default=str)\n", - "\n", + " item = get_single_item_by_field_name(product_v_container, \"sku\", sku, Product)\n", + " delete_attribute_by_alias(item, \"contentVector\")\n", + " return json.dumps(item, indent=4, default=str)\n", + " \n", "def get_sales_by_id(sales_id: str) -> str:\n", " \"\"\"\n", " Retrieves a sales order by its ID.\n", " \"\"\"\n", - " doc = db.sales.find_one({\"_id\": sales_id})\n", - " if \"contentVector\" in doc:\n", - " del doc[\"contentVector\"]\n", - " return json.dumps(doc, default=str) \n", - "\n", - "from langchain.tools import StructuredTool\n", + " item = get_single_item_by_field_name(sales_order_container, \"id\", sales_id, SalesOrder)\n", + " return json.dumps(item, indent=4, default=str)\n", "\n", "tools.extend([\n", " StructuredTool.from_function(get_product_by_id),\n", @@ -359,34 +404,39 @@ "source": [ "### Create the agent\n", "\n", - "The [`create_conversational_retrieval_agent`](https://python.langchain.com/docs/use_cases/question_answering/conversational_retrieval_agents#agent-constructor) is a built-in agent that includes conversational history as well uses the [OpenAIFunctionsAgent](https://python.langchain.com/docs/modules/agents/agent_types/openai_functions_agent#using-openaifunctionsagent) as its underlying implementation.\n", + "The [`create_openai_functions_agent`](https://python.langchain.com/docs/use_cases/question_answering/conversational_retrieval_agents#agent-constructor) is a built-in agent that includes conversational history, tools selection, and agent scratchpad (for keeping track of the state of the progress of the LLM interaction).\n", "\n", "Remember that an agent leverages the LLM to assess the incoming request with the current context to decide what steps or actions need to be executed and in what order. LangChain agents can leverage tools. A tool can be an integration into an external system, custom code, or even another chain." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ - "system_message = SystemMessage(\n", - " content = \"\"\"\n", + "agent_instructions = \"\"\" \n", " You are a helpful, fun and friendly sales assistant for Cosmic Works, a bicycle and bicycle accessories store.\n", - "\n", " Your name is Cosmo.\n", - "\n", " You are designed to answer questions about the products that Cosmic Works sells, the customers that buy them, and the sales orders that are placed by customers.\n", - "\n", - " If you don't know the answer to a question, respond with \"I don't know.\"\n", - " \n", + " If you don't know the answer to a question, respond with \"I don't know.\" \n", " Only answer questions related to Cosmic Works products, customers, and sales orders.\n", - " \n", " If a question is not related to Cosmic Works products, customers, or sales orders,\n", " respond with \"I only answer questions about Cosmic Works\"\n", - " \"\"\" \n", - ")\n", - "agent_executor = create_conversational_retrieval_agent(llm, tools, system_message = system_message, verbose=True)" + " \"\"\" \n", + "\n", + "from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder\n", + "\n", + "prompt = ChatPromptTemplate.from_messages(\n", + " [\n", + " (\"system\", agent_instructions),\n", + " MessagesPlaceholder(\"chat_history\", optional=True),\n", + " (\"human\", \"{input}\"),\n", + " MessagesPlaceholder(\"agent_scratchpad\"),\n", + " ]\n", + ") \n", + "agent = create_openai_functions_agent(llm, tools, prompt)\n", + "agent_executor = AgentExecutor(agent=agent, tools=tools, verbose=True, return_intermediate_steps=True)" ] }, { @@ -395,18 +445,25 @@ "metadata": {}, "outputs": [], "source": [ - "result = agent_executor({\"input\": \"What products do you have that are yellow?\"})\n", + "result = agent_executor.invoke({\"input\": \"What products do you have that are yellow?\"})\n", "print(\"***********************************************************\")\n", "print(result['output'])" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Note**: On the following invocations it is safe to igmore the error: `Error in StdOutCallbackHandler.on_chain_start callback: AttributeError(\"'NoneType' object has no attribute 'get'\")` - this is a defect in the verbose debug output of LangChain and does not affect the outcome of the invocation." + ] + }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "result = agent_executor({\"input\": \"What products were purchased for sales order '06FE91D2-B350-471A-AD29-906BF4EB97C4' ?\"})\n", + "result = agent_executor.invoke({\"input\": \"What products were purchased for sales order '06FE91D2-B350-471A-AD29-906BF4EB97C4' ?\"})\n", "print(\"***********************************************************\")\n", "print(result['output'])" ] @@ -417,7 +474,7 @@ "metadata": {}, "outputs": [], "source": [ - "result = agent_executor({\"input\": \"What was the sales order total for sales order '93436616-4C8A-407D-9FDA-908707EFA2C5' ?\"})\n", + "result = agent_executor.invoke({\"input\": \"What was the sales order total for sales order '93436616-4C8A-407D-9FDA-908707EFA2C5' ?\"})\n", "print(\"***********************************************************\")\n", "print(result['output'])" ] @@ -428,7 +485,7 @@ "metadata": {}, "outputs": [], "source": [ - "result = agent_executor({\"input\": \"What was the price of the product with sku `FR-R92B-58` ?\"})\n", + "result = agent_executor.invoke({\"input\": \"What was the price of the product with sku `FR-R92B-58` ?\"})\n", "print(\"***********************************************************\")\n", "print(result['output'])" ] diff --git a/Labs/requirements.txt b/Labs/requirements.txt index 14aa012..89479ec 100644 --- a/Labs/requirements.txt +++ b/Labs/requirements.txt @@ -5,6 +5,7 @@ pydantic==2.9.1 openai==1.45.0 tenacity==8.5.0 langchain==0.3.0 +langchain-openai==0.2.0 tiktoken==0.7.0 fastapi==0.114.2 -uvicorn==0.30.6 +uvicorn==0.30.6 \ No newline at end of file From bc80eab5bdcd2f5b0ef0548676cd3cb344670b93 Mon Sep 17 00:00:00 2001 From: Carey Payette Date: Sun, 15 Sep 2024 21:49:23 -0400 Subject: [PATCH 35/74] Updated backend API --- Backend/.env.EXAMPLE | 2 +- Backend/.gitignore | 2 +- Backend/cosmic_works/cosmic_works_ai_agent.py | 233 ++++++++---------- Backend/models/__init__.py | 11 + Backend/models/address.py | 16 ++ Backend/models/customer.py | 48 ++++ Backend/models/password.py | 12 + Backend/models/product.py | 38 +++ Backend/models/sales_order.py | 39 +++ Backend/models/sales_order_detail.py | 14 ++ Backend/models/tag.py | 23 ++ Backend/requirements.txt | 22 +- Backend/retrievers/__init__.py | 1 + .../azure_cosmos_db_nosql_retriever.py | 90 +++++++ Labs/lab_4_langchain.ipynb | 9 +- Labs/media/acr_access_keys.png | Bin 2946597 -> 2946597 bytes .../container_app_delete_hello_world.png | Bin 1490156 -> 1490156 bytes Labs/media/container_app_edit_and_deploy.png | Bin 2904256 -> 2904256 bytes Labs/media/container_app_failed_revision.png | Bin 702581 -> 702581 bytes Labs/media/container_app_log_stream.png | Bin 12569283 -> 12569283 bytes Labs/media/container_app_ready.png | Bin 534122 -> 534122 bytes Labs/media/local_backend_docker_build.png | Bin 2470280 -> 2470280 bytes Labs/media/local_backend_docker_push.png | Bin 1824897 -> 1824897 bytes Labs/media/local_backend_docker_run.png | Bin 510874 -> 510874 bytes Labs/media/local_backend_running_console.png | Bin 764166 -> 764166 bytes 25 files changed, 410 insertions(+), 150 deletions(-) create mode 100644 Backend/models/__init__.py create mode 100644 Backend/models/address.py create mode 100644 Backend/models/customer.py create mode 100644 Backend/models/password.py create mode 100644 Backend/models/product.py create mode 100644 Backend/models/sales_order.py create mode 100644 Backend/models/sales_order_detail.py create mode 100644 Backend/models/tag.py create mode 100644 Backend/retrievers/__init__.py create mode 100644 Backend/retrievers/azure_cosmos_db_nosql_retriever.py diff --git a/Backend/.env.EXAMPLE b/Backend/.env.EXAMPLE index 45c2436..ebcbe73 100644 --- a/Backend/.env.EXAMPLE +++ b/Backend/.env.EXAMPLE @@ -1,3 +1,3 @@ -DB_CONNECTION_STRING="AccountEndpoint=https://.documents.azure.com:443/;AccountKey=;" +COSMOS_DB_CONNECTION_STRING="AccountEndpoint=https://.documents.azure.com:443/;AccountKey=;" AOAI_ENDPOINT = "https://.openai.azure.com/" AOAI_KEY = "" \ No newline at end of file diff --git a/Backend/.gitignore b/Backend/.gitignore index 3056df6..b0ce424 100644 --- a/Backend/.gitignore +++ b/Backend/.gitignore @@ -1,4 +1,4 @@ -venv +.venv __pycache__ .env diff --git a/Backend/cosmic_works/cosmic_works_ai_agent.py b/Backend/cosmic_works/cosmic_works_ai_agent.py index d1fca86..1fb0847 100644 --- a/Backend/cosmic_works/cosmic_works_ai_agent.py +++ b/Backend/cosmic_works/cosmic_works_ai_agent.py @@ -1,30 +1,40 @@ """ -The CosmicWorksAIAgent class encapsulates a LangChain -agent that can be used to answer questions about Cosmic Works -products, customers, and sales. +Class: CosmicWorksAIAgent +Description: + The CosmicWorksAIAgent class creates Cosmo, an AI agent + that can be used to answer questions about Cosmic Works + products, customers, and sales. """ import os import json -from typing import List -import pymongo +from pydantic import BaseModel +from typing import Type, TypeVar, List from dotenv import load_dotenv -from langchain.chat_models import AzureChatOpenAI -from langchain.embeddings import AzureOpenAIEmbeddings -from langchain.vectorstores.azure_cosmos_db import AzureCosmosDBVectorSearch -from langchain.schema.document import Document -from langchain.agents import Tool -from langchain.agents.agent_toolkits import create_conversational_retrieval_agent -from langchain.tools import StructuredTool -from langchain_core.messages import SystemMessage +from langchain_openai import AzureChatOpenAI, AzureOpenAIEmbeddings +from azure.cosmos import CosmosClient, ContainerProxy +from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder +from langchain_core.tools import StructuredTool +from langchain.agents.agent_toolkits import create_retriever_tool +from langchain.agents import AgentExecutor, create_openai_functions_agent +from models import Product, SalesOrder +from retrievers import AzureCosmosDBNoSQLRetriever -load_dotenv(".env") -DB_CONNECTION_STRING = os.environ.get("DB_CONNECTION_STRING") +T = TypeVar('T', bound=BaseModel) + +# Load settings for the notebook +load_dotenv() +CONNECTION_STRING = os.environ.get("COSMOS_DB_CONNECTION_STRING") +EMBEDDINGS_DEPLOYMENT_NAME = "embeddings" +COMPLETIONS_DEPLOYMENT_NAME = "completions" AOAI_ENDPOINT = os.environ.get("AOAI_ENDPOINT") AOAI_KEY = os.environ.get("AOAI_KEY") -AOAI_API_VERSION = "2023-09-01-preview" -COMPLETIONS_DEPLOYMENT = "completions" -EMBEDDINGS_DEPLOYMENT = "embeddings" -db = pymongo.MongoClient(DB_CONNECTION_STRING).cosmic_works +AOAI_API_VERSION = "2024-06-01" + +# Initialize the Cosmos DB client, database and product (with vector) container +client = CosmosClient.from_connection_string(CONNECTION_STRING) +db = client.get_database_client("cosmic_works") +product_v_container = db.get_container_client("product_v") +sales_order_container = db.get_container_client("salesOrder") class CosmicWorksAIAgent: """ @@ -33,156 +43,117 @@ class CosmicWorksAIAgent: products, customers, and sales. """ def __init__(self, session_id: str): + self.session_id = session_id llm = AzureChatOpenAI( temperature = 0, openai_api_version = AOAI_API_VERSION, azure_endpoint = AOAI_ENDPOINT, openai_api_key = AOAI_KEY, - azure_deployment = COMPLETIONS_DEPLOYMENT + azure_deployment = COMPLETIONS_DEPLOYMENT_NAME ) - self.embedding_model = AzureOpenAIEmbeddings( + embedding_model = AzureOpenAIEmbeddings( openai_api_version = AOAI_API_VERSION, azure_endpoint = AOAI_ENDPOINT, openai_api_key = AOAI_KEY, - azure_deployment = EMBEDDINGS_DEPLOYMENT, - chunk_size=10 + azure_deployment = EMBEDDINGS_DEPLOYMENT_NAME, + chunk_size=800 ) - system_message = SystemMessage( - content = """ - You are a helpful, fun and friendly sales assistant for Cosmic Works, - a bicycle and bicycle accessories store. - + agent_instructions = """ + You are a helpful, fun and friendly sales assistant for Cosmic Works, a bicycle and bicycle accessories store. Your name is Cosmo. - - You are designed to answer questions about the products that Cosmic Works sells, - the customers that buy them, and the sales orders that are placed by customers. - - If you don't know the answer to a question, respond with "I don't know." - + You are designed to answer questions about the products that Cosmic Works sells, the customers that buy them, and the sales orders that are placed by customers. + If you don't know the answer to a question, respond with "I don't know." Only answer questions related to Cosmic Works products, customers, and sales orders. - If a question is not related to Cosmic Works products, customers, or sales orders, respond with "I only answer questions about Cosmic Works" """ + prompt = ChatPromptTemplate.from_messages( + [ + ("system", agent_instructions), + MessagesPlaceholder("chat_history", optional=True), + ("human", "{input}"), + MessagesPlaceholder("agent_scratchpad"), + ] ) - self.agent_executor = create_conversational_retrieval_agent( - llm, - self.__create_agent_tools(), - system_message = system_message, - memory_key=session_id, - verbose=True + products_retriever = AzureCosmosDBNoSQLRetriever( + embedding_model = embedding_model, + container = product_v_container, + model = Product, + vector_field_name = "contentVector", + num_results = 5 ) - + tools = [create_retriever_tool( + retriever = products_retriever, + name = "vector_search_products", + description = "Searches Cosmic Works product information for similar products based on the question. Returns the product information in JSON format." + ), + StructuredTool.from_function(get_product_by_id), + StructuredTool.from_function(get_product_by_sku), + StructuredTool.from_function(get_sales_by_id)] + agent = create_openai_functions_agent(llm, tools, prompt) + self.agent_executor = AgentExecutor(agent=agent, tools=tools, verbose=True, return_intermediate_steps=True) + def run(self, prompt: str) -> str: """ Run the AI agent. """ - result = self.agent_executor({"input": prompt}) + result = self.agent_executor.invoke({"input": prompt}) return result["output"] - def __create_cosmic_works_vector_store_retriever( - self, - collection_name: str, - top_k: int = 3 - ): - """ - Returns a vector store retriever for the given collection. - """ - vector_store = AzureCosmosDBVectorSearch.from_connection_string( - connection_string = DB_CONNECTION_STRING, - namespace = f"cosmic_works.{collection_name}", - embedding = self.embedding_model, - index_name = "VectorSearchIndex", - embedding_key = "contentVector", - text_key = "_id" - ) - return vector_store.as_retriever(search_kwargs={"k": top_k}) - - def __create_agent_tools(self) -> List[Tool]: - """ - Returns a list of agent tools. - """ - products_retriever = self.__create_cosmic_works_vector_store_retriever("products") - customers_retriever = self.__create_cosmic_works_vector_store_retriever("customers") - sales_retriever = self.__create_cosmic_works_vector_store_retriever("sales") - - # create a chain on the retriever to format the documents as JSON - products_retriever_chain = products_retriever | format_docs - customers_retriever_chain = customers_retriever | format_docs - sales_retriever_chain = sales_retriever | format_docs - tools = [ - Tool( - name = "vector_search_products", - func = products_retriever_chain.invoke, - description = """ - Searches Cosmic Works product information for similar products based - on the question. Returns the product information in JSON format. - """ - ), - Tool( - name = "vector_search_customers", - func = customers_retriever_chain.invoke, - description = """ - Searches Cosmic Works customer information and retrieves similar - customers based on the question. Returns the customer information - in JSON format. - """ - ), - Tool( - name = "vector_search_sales", - func = sales_retriever_chain.invoke, - description = """ - Searches Cosmic Works customer sales information and retrieves sales order - details based on the question. Returns the sales order information in JSON format. - """ - ), - StructuredTool.from_function(get_product_by_id), - StructuredTool.from_function(get_product_by_sku), - StructuredTool.from_function(get_sales_by_id) - ] - return tools +# Tools helper methods +def delete_attribute_by_alias(instance: BaseModel, alias:str): + """ + Removes an attribute from a Pydantic model instance by its alias. + """ + for model_field in instance.model_fields: + field = instance.model_fields[model_field] + if field.alias == alias: + delattr(instance, model_field) + return -def format_docs(docs:List[Document]) -> str: +def get_single_item_by_field_name( + container:ContainerProxy, + field_name:str, + field_value:str, + model:Type[T]) -> T: """ - Prepares the product list for the system prompt. + Retrieves a single item from the Azure Cosmos DB NoSQL database by a specific field and value. """ - str_docs = [] - for doc in docs: - # Build the product document without the contentVector - doc_dict = {"_id": doc.page_content} - doc_dict.update(doc.metadata) - if "contentVector" in doc_dict: - del doc_dict["contentVector"] - str_docs.append(json.dumps(doc_dict, default=str)) - # Return a single string containing each product JSON representation - # separated by two newlines - return "\n\n".join(str_docs) + query = f"SELECT TOP 1 * FROM itm WHERE itm.{field_name} = @value" + parameters = [ + { + "name": "@value", + "value": field_value + } + ] + item = list(container.query_items( + query=query, + parameters=parameters, + enable_cross_partition_query=True + ))[0] + item_casted = model(**item) + return item_casted def get_product_by_id(product_id: str) -> str: """ Retrieves a product by its ID. """ - doc = db.products.find_one({"_id": product_id}) - if "contentVector" in doc: - del doc["contentVector"] - return json.dumps(doc) + item = get_single_item_by_field_name(product_v_container, "id", product_id, Product) + delete_attribute_by_alias(item, "contentVector") + return json.dumps(item, indent=4, default=str) def get_product_by_sku(sku: str) -> str: """ Retrieves a product by its sku. """ - doc = db.products.find_one({"sku": sku}) - if "contentVector" in doc: - del doc["contentVector"] - return json.dumps(doc, default=str) - + item = get_single_item_by_field_name(product_v_container, "sku", sku, Product) + delete_attribute_by_alias(item, "contentVector") + return json.dumps(item, indent=4, default=str) + def get_sales_by_id(sales_id: str) -> str: """ Retrieves a sales order by its ID. """ - doc = db.sales.find_one({"_id": sales_id}) - if "contentVector" in doc: - del doc["contentVector"] - return json.dumps(doc, default=str) - \ No newline at end of file + item = get_single_item_by_field_name(sales_order_container, "id", sales_id, SalesOrder) + return json.dumps(item, indent=4, default=str) diff --git a/Backend/models/__init__.py b/Backend/models/__init__.py new file mode 100644 index 0000000..a841b4e --- /dev/null +++ b/Backend/models/__init__.py @@ -0,0 +1,11 @@ +""" +This module contains the model definitions of objects +that are present in the Cosmic Works dataset. +""" +from .tag import Tag +from .product import Product, ProductList +from .address import Address +from .password import Password +from .customer import Customer, CustomerList +from .sales_order_detail import SalesOrderDetail +from .sales_order import SalesOrder, SalesOrderList diff --git a/Backend/models/address.py b/Backend/models/address.py new file mode 100644 index 0000000..45b21a7 --- /dev/null +++ b/Backend/models/address.py @@ -0,0 +1,16 @@ +""" +Address model +""" +from pydantic import BaseModel, Field + +class Address(BaseModel): + """ + The Address class represents the structure of + an address in the Cosmic Works dataset. + """ + address_line_1: str = Field(alias="addressLine1") + address_line_2: str = Field(alias="addressLine2") + city: str + state: str + country: str + zip_code: str = Field(alias="zipCode") diff --git a/Backend/models/customer.py b/Backend/models/customer.py new file mode 100644 index 0000000..2942078 --- /dev/null +++ b/Backend/models/customer.py @@ -0,0 +1,48 @@ +""" +Customer and CustomerList models +""" +from datetime import datetime +from typing import List, Optional +from pydantic import BaseModel, Field +from .address import Address +from .password import Password + +class Customer(BaseModel): + """ + The Customer class represents a customer in the + Cosmic Works dataset. + + The alias feelds are used to map the dataset + field names to the pythonic property names. + """ + id: str = Field(alias="id") + customer_id: str = Field(alias="customerId") + title: Optional[str] + first_name: str = Field(alias="firstName") + last_name: str = Field(alias="lastName") + email_address: str = Field(alias="emailAddress") + phone_number: str = Field(alias="phoneNumber") + creation_date: datetime = Field(alias="creationDate") + addresses: List[Address] + password: Password + sales_order_count: int = Field(alias="salesOrderCount") + + class Config: + """ + The Config inner class is used to configure the + behavior of the Pydantic model. In this case, + the Pydantic model will be able to deserialize + data by both the field name and the field alias. + """ + populate_by_name = True + json_encoders = { + datetime: lambda v: v.isoformat() + } + +class CustomerList(BaseModel): + """ + The CustomerList class represents a list of customers. + This class is used when deserializing a container/array + of customers. + """ + items: List[Customer] diff --git a/Backend/models/password.py b/Backend/models/password.py new file mode 100644 index 0000000..f7836f5 --- /dev/null +++ b/Backend/models/password.py @@ -0,0 +1,12 @@ +""" +Password model +""" +from pydantic import BaseModel + +class Password(BaseModel): + """ + The Password class represents the structure of + a password in the Cosmic Works dataset. + """ + hash: str + salt: str diff --git a/Backend/models/product.py b/Backend/models/product.py new file mode 100644 index 0000000..6613df5 --- /dev/null +++ b/Backend/models/product.py @@ -0,0 +1,38 @@ +""" +Product model +""" +from typing import List, Optional +from pydantic import BaseModel, Field +from .tag import Tag + +class Product(BaseModel): + """ + The Product class represents a product in the + Cosmic Works dataset. + """ + id: str = Field(default=None, alias="id") + category_id: str = Field(alias="categoryId") + category_name: str = Field(alias="categoryName") + sku: str + name: str + description: str + price: float + tags: Optional[List[Tag]] = [] + content_vector: Optional[List[float]] = Field(default=[], alias="contentVector") + + class Config: + """ + The Config inner class is used to configure the + behavior of the Pydantic model. In this case, + the Pydantic model will be able to deserialize + data by both the field name and the field alias. + """ + populate_by_name = True + +class ProductList(BaseModel): + """ + The ProductList class represents a list of products. + This class is used when deserializing a collection/array + of products. + """ + items: List[Product] diff --git a/Backend/models/sales_order.py b/Backend/models/sales_order.py new file mode 100644 index 0000000..7b1bb8b --- /dev/null +++ b/Backend/models/sales_order.py @@ -0,0 +1,39 @@ +""" +SalesOrder model +""" +from datetime import datetime +from typing import List +from pydantic import BaseModel, Field +from .sales_order_detail import SalesOrderDetail + +class SalesOrder(BaseModel): + """ + The SalesOrder class represents a sales order in the + Cosmic Works dataset. + """ + id: str = Field(alias="id") + customer_id: str = Field(alias="customerId") + order_date: datetime = Field(alias="orderDate") + ship_date: datetime = Field(alias="shipDate") + details: List[SalesOrderDetail] + + class Config: + """ + The Config inner class is used to configure the + behavior of the Pydantic model. In this case, + the Pydantic model will be able to deserialize + data by both the field name and the field alias. + """ + populate_by_name = True + json_encoders = { + datetime: lambda v: v.isoformat() + } + +class SalesOrderList(BaseModel): + """ + The SalesOrderList class represents a list of sales orders. + + This class is used when deserializing a container/array + of sales orders. + """ + items: List[SalesOrder] diff --git a/Backend/models/sales_order_detail.py b/Backend/models/sales_order_detail.py new file mode 100644 index 0000000..97ac275 --- /dev/null +++ b/Backend/models/sales_order_detail.py @@ -0,0 +1,14 @@ +""" +SalesOrderDetail model +""" +from pydantic import BaseModel + +class SalesOrderDetail(BaseModel): + """ + The SalesOrderDetail class represents invoice line items + for the Sales Order in the Cosmic Works dataset. + """ + sku: str + name: str + price: float + quantity: int diff --git a/Backend/models/tag.py b/Backend/models/tag.py new file mode 100644 index 0000000..c208693 --- /dev/null +++ b/Backend/models/tag.py @@ -0,0 +1,23 @@ +""" +Tag model +""" +from pydantic import BaseModel, Field + +class Tag(BaseModel): + """ + The Tag class represents a tag in the + Cosmic Works dataset. + + Tags are metadata associated with a product. + """ + id: str = Field(default=None, alias="_id") + name: str + + class Config: + """ + The Config inner class is used to configure the + behavior of the Pydantic model. In this case, + the Pydantic model will be able to deserialize + data by both the field name and the field alias. + """ + populate_by_name = True diff --git a/Backend/requirements.txt b/Backend/requirements.txt index f7f9f38..085afc5 100644 --- a/Backend/requirements.txt +++ b/Backend/requirements.txt @@ -1,11 +1,11 @@ -pymongo==4.6.1 -python-dotenv==1.0.0 -requests==2.31.0 -pydantic==2.5.2 -openai==1.6.0 -tenacity==8.2.3 -langchain==0.0.352 -tiktoken==0.5.2 -fastapi==0.108.0 -uvicorn==0.25.0 -gunicorn==21.2.0 +azure-cosmos==4.7.0 +python-dotenv==1.0.1 +requests==2.32.3 +pydantic==2.9.1 +openai==1.45.0 +tenacity==8.5.0 +langchain==0.3.0 +langchain-openai==0.2.0 +tiktoken==0.7.0 +fastapi==0.114.2 +uvicorn==0.30.6 diff --git a/Backend/retrievers/__init__.py b/Backend/retrievers/__init__.py new file mode 100644 index 0000000..7fb0462 --- /dev/null +++ b/Backend/retrievers/__init__.py @@ -0,0 +1 @@ +from .azure_cosmos_db_nosql_retriever import AzureCosmosDBNoSQLRetriever \ No newline at end of file diff --git a/Backend/retrievers/azure_cosmos_db_nosql_retriever.py b/Backend/retrievers/azure_cosmos_db_nosql_retriever.py new file mode 100644 index 0000000..de75e7a --- /dev/null +++ b/Backend/retrievers/azure_cosmos_db_nosql_retriever.py @@ -0,0 +1,90 @@ + +import time +import json +from langchain_core.retrievers import BaseRetriever +from langchain_openai import AzureOpenAIEmbeddings +from azure.cosmos import ContainerProxy +from pydantic import BaseModel +from typing import Type, TypeVar, List +from langchain_core.callbacks import ( + AsyncCallbackManagerForRetrieverRun, + CallbackManagerForRetrieverRun, +) +from langchain_core.documents import Document + + +T = TypeVar('T', bound=BaseModel) + +class AzureCosmosDBNoSQLRetriever(BaseRetriever): + """ + A custom LangChain retriever that uses Azure Cosmos DB NoSQL database for vector search. + """ + embedding_model: AzureOpenAIEmbeddings + container: ContainerProxy + model: Type[T] + vector_field_name: str + num_results: int=5 + + def __get_embeddings(self, text: str) -> List[float]: + """ + Returns embeddings vector for a given text. + """ + embedding = self.embedding_model.embed_query(text) + time.sleep(0.5) # rest period to avoid rate limiting on AOAI + return embedding + + def __get_item_by_id(self, id) -> T: + """ + Retrieves a single item from the Azure Cosmos DB NoSQL database by its ID. + """ + query = "SELECT * FROM itm WHERE itm.id = @id" + parameters = [ + {"name": "@id", "value": id} + ] + item = list(self.container.query_items( + query=query, + parameters=parameters, + enable_cross_partition_query=True + ))[0] + return self.model(**item) + + def __delete_attribute_by_alias(self, instance: BaseModel, alias): + for model_field in instance.model_fields: + field = instance.model_fields[model_field] + if field.alias == alias: + delattr(instance, model_field) + return + + def _get_relevant_documents( + self, query: str, *, run_manager: CallbackManagerForRetrieverRun + ) -> List[Document]: + """ + Performs a synchronous vector search on the Azure Cosmos DB NoSQL database. + """ + embedding = self.__get_embeddings(query) + items = self.container.query_items( + query=f"""SELECT TOP @num_results itm.id, VectorDistance(itm.{self.vector_field_name}, @embedding) AS SimilarityScore + FROM itm + ORDER BY VectorDistance(itm.{self.vector_field_name}, @embedding) + """, + parameters = [ + { "name": "@num_results", "value": self.num_results }, + { "name": "@embedding", "value": embedding } + ], + enable_cross_partition_query=True + ) + returned_docs = [] + for item in items: + itm = self.__get_item_by_id(item["id"]) + # Remove the vector field from the returned item so it doesn't fill the context window + self.__delete_attribute_by_alias(itm, self.vector_field_name) + returned_docs.append(Document(page_content=json.dumps(itm, indent=4, default=str), metadata={"similarity_score": item["SimilarityScore"]})) + return returned_docs + + async def _aget_relevant_documents( + self, query: str, *, run_manager: AsyncCallbackManagerForRetrieverRun + ) -> List[Document]: + """ + Performs an asynchronous vector search on the Azure Cosmos DB NoSQL database. + """ + raise Exception(f"Asynchronous search not implemented.") \ No newline at end of file diff --git a/Labs/lab_4_langchain.ipynb b/Labs/lab_4_langchain.ipynb index f903147..8620e94 100644 --- a/Labs/lab_4_langchain.ipynb +++ b/Labs/lab_4_langchain.ipynb @@ -22,7 +22,6 @@ "source": [ "import os\n", "import json\n", - "import langchain\n", "import time\n", "from pydantic import BaseModel\n", "from typing import Type, TypeVar, List\n", @@ -35,10 +34,10 @@ " AsyncCallbackManagerForRetrieverRun,\n", " CallbackManagerForRetrieverRun,\n", ")\n", - "from langchain_core.prompts import PromptTemplate\n", + "from langchain_core.prompts import PromptTemplate, ChatPromptTemplate, MessagesPlaceholder\n", "from langchain_core.output_parsers import StrOutputParser\n", "from langchain_core.runnables import RunnablePassthrough\n", - "from langchain_core.tools import Tool, StructuredTool\n", + "from langchain_core.tools import StructuredTool\n", "from langchain.agents.agent_toolkits import create_retriever_tool\n", "from langchain.agents import AgentExecutor, create_openai_functions_agent\n", "from models import Product, SalesOrder\n", @@ -124,7 +123,7 @@ " \"\"\"\n", " Returns embeddings vector for a given text.\n", " \"\"\"\n", - " embedding = embedding_model.embed_query(text) \n", + " embedding = self.embedding_model.embed_query(text) \n", " time.sleep(0.5) # rest period to avoid rate limiting on AOAI\n", " return embedding\n", " \n", @@ -425,8 +424,6 @@ " respond with \"I only answer questions about Cosmic Works\"\n", " \"\"\" \n", "\n", - "from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder\n", - "\n", "prompt = ChatPromptTemplate.from_messages(\n", " [\n", " (\"system\", agent_instructions),\n", diff --git a/Labs/media/acr_access_keys.png b/Labs/media/acr_access_keys.png index 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