Lambda, Performance and Reference

AWS Lambda Benchmarking

Xebia

FEBRUARY 19, 2024

In this blog post, we examine the relative costs of different language runtimes on AWS Lambda. Many languages can be used with AWS Lambda today, so we focus on four interesting ones. Rust just came to AWS Lambda in November 2023 , so probably a lot of folks are wondering whether to try it out.

Lambda

Lambda AWS Software Review Systems Review

Lambda Calculus Through JavaScript, Part 4

Xebia

MARCH 8, 2023

This is the fourth post in the Lambda Calculus Through JavaScript series. If you’re just joining us, make sure to go back and start with Lambda calculus through JavaScript, part 1. As usual, we’ll discover that lambda calculus gives us the ingredients to introduce this concept without extending the language, just by translation.

Lambda

Lambda Fashion Programming Exercises

CBRE and AWS perform natural language queries of structured data using Amazon Bedrock

AWS Machine Learning - AI

MAY 30, 2024

In this post, we describe how CBRE partnered with AWS Prototyping to develop a custom query environment allowing natural language query (NLQ) prompts by using Amazon Bedrock, AWS Lambda , Amazon Relational Database Service (Amazon RDS), and Amazon OpenSearch Service. A Lambda function with business logic invokes the primary Lambda function.

AWS

AWS Lambda Performance Artificial Inteligence

Webinars

Prepare Now: 2025s Must-Know Trends For Product And Data Leaders

From Start to Scale: Driving Growth Through Seamless Payments Implementation

MORE WEBINARS

Managing Running Instances Made Easier with AWS Lambda

Cloud That

NOVEMBER 16, 2022

Permissions Required to Perform the Task. Steps to Create a Lambda Function. We can do it through a single click by creating a function in AWS lambda. In this post, I will cover how to call instances of meta-data using Lambda. Without any additional configuration, AWS Lambda scales the infrastructure without difficulty.

Lambda

Lambda AWS Policies Resources

Create a generative AI–powered custom Google Chat application using Amazon Bedrock

AWS Machine Learning - AI

OCTOBER 31, 2024

Before processing the request, a Lambda authorizer function associated with the API Gateway authenticates the incoming message. After it’s authenticated, the request is forwarded to another Lambda function that contains our core application logic. This request contains the user’s message and relevant metadata.

Generative AI

Generative AI Lambda Applications AWS

Automate Amazon Bedrock batch inference: Building a scalable and efficient pipeline

AWS Machine Learning - AI

OCTOBER 29, 2024

Refer to Supported Regions and models for batch inference for current supporting AWS Regions and models. To address this consideration and enhance your use of batch inference, we’ve developed a scalable solution using AWS Lambda and Amazon DynamoDB. We walk you through our solution, detailing the core logic of the Lambda functions.

Scalability

Scalability Lambda Generative AI AWS

Analysis Performance of Applications Using AWS DLT service

Perficient

AUGUST 8, 2024

For more info, please refer to AWS documentation: [link] Fig: Distributed Load Testing on AWS architecture Learn more about DLT and AWS architecture. Reference : [link] Step 1: Create a CloudFormation stack for the DLT web console so users can access the dashboard and perform load tests. Please refer to the information below.

AWS

AWS Performance Applications Analysis

High-performance computing on AWS

Xebia

AUGUST 29, 2023

How does High-Performance Computing on AWS differ from regular computing? For this HPC will bring massive parallel computing, cluster and workload managers and high-performance components to the table. Each job references a job definition. Today’s server hardware is powerful enough to execute most compute tasks.

AWS

AWS Performance Storage Linux

Enhance customer support with Amazon Bedrock Agents by integrating enterprise data APIs

AWS Machine Learning - AI

NOVEMBER 7, 2024

The agents also automatically call APIs to perform actions and access knowledge bases to provide additional information. The Lambda function runs the database query against the appropriate OpenSearch Service indexes, searching for exact matches or using fuzzy matching for partial information.

Lambda

Lambda Enterprise Automotive Knowledge Base

Generate and evaluate images in Amazon Bedrock with Amazon Titan Image Generator G1 v2 and Anthropic Claude 3.5 Sonnet

AWS Machine Learning - AI

NOVEMBER 18, 2024

The newly announced Amazon Titan Image Generator G1 v2 expands its initial version by allowing you to guide image creation using reference images, edit existing visuals, remove backgrounds, generate image variations, and securely customize the model to maintain brand style and subject consistency. Anthropic Claude 3.5 Anthropic’s Claude 3.5

Lambda

Lambda AWS Generative AI Artificial Inteligence

Intelligent healthcare forms analysis with Amazon Bedrock

AWS Machine Learning - AI

AUGUST 13, 2024

Handling large volumes of data, extracting unstructured data from multiple paper forms or images, and comparing it with the standard or reference forms can be a long and arduous process, prone to errors and inefficiencies. The SQS message invokes an AWS Lambda The Lambda function is responsible for processing the new form data.

Healthcare

Healthcare Artificial Inteligence Analysis Lambda

Techniques and approaches for monitoring large language models on AWS

AWS Machine Learning - AI

FEBRUARY 26, 2024

However, as these models continue to grow in size and complexity, monitoring their performance and behavior has become increasingly challenging. Monitoring the performance and behavior of LLMs is a critical task for ensuring their safety and effectiveness. The file saved on Amazon S3 creates an event that triggers a Lambda function.

Artificial Inteligence

Artificial Inteligence AWS Lambda Metrics

Using DynamoDB as a Cache

Xebia

AUGUST 1, 2023

Caching is a useful technique to improve performance or avoid overload of services. In this blog I will show how to implement a cache using DynamoDB and a lambda written in TypeScript. In a follow-up blog I’ll show another technique to improve the performance of queries on largish datasets. y CacheBlogStack: destroying. [1/1]

Lambda

Lambda AWS Infrastructure Performance

Automate cloud security vulnerability assessment and alerting using Amazon Bedrock

AWS Machine Learning - AI

NOVEMBER 18, 2024

The Step Functions state machine invokes AWS Lambda functions to get a findings summary and remediation steps through Amazon Bedrock. The workflow invokes a Lambda function and passes the GuardDuty findings details. The Lambda function calls Anthropic’s Claude 3 Sonnet model through Amazon Bedrock APIs with the input request.

Lambda

Lambda Cloud AWS Generative AI

Analyze customer reviews using Amazon Bedrock

AWS Machine Learning - AI

AUGUST 21, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing FMs from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Mistral AI, Stability AI, and Amazon through a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

Technical Review

Technical Review Software Review Systems Review Generative AI

Revolutionize logo design creation with Amazon Bedrock: Embracing generative art, dynamic logos, and AI collaboration

AWS Machine Learning - AI

SEPTEMBER 18, 2024

Integrating it with the range of AWS serverless computing, networking, and content delivery services like AWS Lambda , Amazon API Gateway , and AWS Amplify facilitates the creation of an interactive tool to generate dynamic, responsive, and adaptive logos. This API will be used to invoke the Lambda function.

Lambda

Lambda AWS Generative AI Resources

How Vidmob is using generative AI to transform its creative data landscape

AWS Machine Learning - AI

SEPTEMBER 6, 2024

For example, insights from creative data (advertising analytics) using campaign performance can not only uncover which creative works best but also help you understand the reasons behind its success. The central goal is to empower customers to directly query and analyze their creative performance data through a chat interface.

Generative AI

Generative AI Artificial Inteligence Data AWS

Scheduling Amazon DynamoDB Backups with Lambda, Python, and Boto3

Linux Academy

APRIL 13, 2019

A simple way to achieve this is to use an Amazon CloudWatch Events rule to trigger an AWS Lambda function daily. In this hands-on AWS lab, you will write a Lambda function in Python using the Boto3 library. Setting this up requires configuring an IAM role, setting a CloudWatch rule, and creating a Lambda function. every 1 day).

Lambda

Lambda Backup AWS Software Review

Automate AWS Lambda function deployments to AWS CDK

CircleCI

AUGUST 12, 2022

This tutorial covers: Defining your AWS CDK application and the AWS Lambda handler. In this tutorial, I will guide you through using AWS Cloud Development Kit (CDK) to deploy an AWS Lambda function that interacts with AWS S3 and AWS DynamoDB. on your system to define your AWS CDK application and the AWS Lambda handler.

Lambda

Lambda AWS Construction Software Review

Build a multi-tenant generative AI environment for your enterprise on AWS

AWS Machine Learning - AI

NOVEMBER 7, 2024

It also uses a number of other AWS services such as Amazon API Gateway , AWS Lambda , and Amazon SageMaker. Shared components refer to the functionality and features shared by all tenants. If it leads to better performance, your existing default prompt in the application is overridden with the new one.

Generative AI

Generative AI AWS Artificial Inteligence Enterprise

Releasing AWS Lambda Haskell Runtime v2

The Agile Monkey

JULY 1, 2019

We got super excited when we released the AWS Lambda Haskell runtime, described in one of our previous posts , because you could finally run Haskell in AWS Lambda natively. There are few things better than running Haskell in AWS Lambda, but one is better for sure: Running it 12 times faster! and bootstrap?—?faster.

Lambda

Lambda AWS Serverless Software Review

Medical content creation in the age of generative AI

AWS Machine Learning - AI

JULY 3, 2024

These models demonstrate impressive performance in question answering, text summarization, code, and text generation. Amazon Lambda : to run the backend code, which encompasses the generative logic. In step 3, the frontend sends the HTTPS request via the WebSocket API and API gateway and triggers the first Amazon Lambda function.

Artificial Inteligence

Artificial Inteligence Generative AI Lambda Healthcare

Use Sidecar Pattern in AWS Lambda To Optimize Your Microservices Architecture

Dzone - DevOps

JUNE 21, 2023

Each microservice performs a specific function within the application and can be developed, deployed, and scaled independently. The secondary container or process is referred to as the sidecar container or sidecar process.

Microservices

Microservices Architecture Lambda AWS

Automate emails for task management using Amazon Bedrock Agents, Amazon Bedrock Knowledge Bases, and Amazon Bedrock Guardrails

AWS Machine Learning - AI

NOVEMBER 19, 2024

Seamlessly integrate with APIs – Interact with existing business APIs to perform real-time actions such as transaction processing or customer data updates directly through email. Monitoring – Monitors system performance and user activity to maintain operational reliability and efficiency.

Knowledge Base

Knowledge Base Generative AI Technical Review AWS

Learning Lambda — Part 9

Mike Roberts

NOVEMBER 16, 2017

Scaling and State This is Part 9 of Learning Lambda, a tutorial series about engineering using AWS Lambda. So far in this series we’ve only been talking about processing a small number of events with Lambda, one after the other. Finally I mention Lambda’s limited, but not trivial, vertical scaling capability.

Lambda

Lambda Software Review AWS Serverless

Accelerate your financial statement analysis with Amazon Bedrock and generative AI

AWS Machine Learning - AI

NOVEMBER 13, 2024

Generative AI applications can analyze financial data and identify trends and patterns while forecasting future financial performance, all without manual intervention from an analyst. An AWS Lambda function is invoked when new documents are added to the Amazon Simple Storage Service (Amazon S3) bucket.

Generative AI

Generative AI Analysis Lambda AWS

Integrate dynamic web content in your generative AI application using a web search API and Amazon Bedrock Agents

AWS Machine Learning - AI

SEPTEMBER 20, 2024

Amazon Bedrock agents use the power of large language models (LLMs) to perform complex reasoning and action generation. If required, the agent invokes one of two Lambda functions to perform a web search: SerpAPI for up-to-date events or Tavily AI for web research-heavy questions.

Generative AI

Generative AI Lambda Applications AWS

Deploy a serverless web application to edit images using Amazon Bedrock

AWS Machine Learning - AI

OCTOBER 21, 2024

We use AWS Amplify , Amazon Cognito , Amazon API Gateway , AWS Lambda , and Amazon Bedrock with the Amazon Titan Image Generator G1 model to build an application to edit images using prompts. The Lambda function process the request payload and forwards it to Amazon Bedrock.

Serverless

Serverless Applications Lambda AWS

Generate customized, compliant application IaC scripts for AWS Landing Zone using Amazon Bedrock

AWS Machine Learning - AI

APRIL 18, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon with a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

AWS

AWS Applications Lambda Knowledge Base

Transform one-on-one customer interactions: Build speech-capable order processing agents with AWS and generative AI

AWS Machine Learning - AI

MARCH 15, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon via a single API, along with a broad set of capabilities you need to build generative AI applications with security, privacy, and responsible AI.

Generative AI

Generative AI Lambda AWS Artificial Inteligence

Build an internal SaaS service with cost and usage tracking for foundation models on Amazon Bedrock

AWS Machine Learning - AI

FEBRUARY 9, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon via a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

Lambda

Lambda Generative AI AWS Microservices

Accelerate migration portfolio assessment using Amazon Bedrock

AWS Machine Learning - AI

OCTOBER 15, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon through a single API, along with a broad set of capabilities you need to build generative AI applications with security, privacy, and responsible AI.

Lambda

Lambda Knowledge Base AWS Generative AI

Enhance speech synthesis and video generation models with RLHF using audio and video segmentation in Amazon SageMaker

AWS Machine Learning - AI

NOVEMBER 21, 2024

When creating a scene of a person performing a sequence of actions, factors like the timing of movements, visual consistency, and smoothness of transitions contribute to the quality. Pre-annotation and post-annotation AWS Lambda functions are optional components that can enhance the workflow.

Video

Video Lambda AWS Generative AI

Transcribe, translate, and summarize live streams in your browser with AWS AI and generative AI services

AWS Machine Learning - AI

NOVEMBER 13, 2024

The solution also uses Amazon Cognito user pools and identity pools for managing authentication and authorization of users, Amazon API Gateway REST APIs, AWS Lambda functions, and an Amazon Simple Storage Service (Amazon S3) bucket. Authentication is performed against the Amazon Cognito user pool.

Generative AI

Generative AI AWS Lambda Authentication

Knowledge Bases for Amazon Bedrock now supports advanced parsing, chunking, and query reformulation giving greater control of accuracy in RAG based applications

AWS Machine Learning - AI

JULY 10, 2024

To address these performance issues, several factors can be controlled. Some of the benefits include: Efficient retrieval : The hierarchical structure allows faster and more targeted retrieval of relevant information; first by performing semantic search on the child chunk and then returning the parent chunk during retrieval.

Knowledge Base

Knowledge Base Artificial Inteligence Lambda Applications

Accenture creates a regulatory document authoring solution using AWS generative AI services

AWS Machine Learning - AI

FEBRUARY 6, 2024

The WebSocket triggers an AWS Lambda function, which creates a record in Amazon DynamoDB. Another Lambda function gets triggered with a new message in the SQS queue. The Lambda function reads the job ID and invokes an AWS Step Functions workflow for processing data files. The response data is stored in DynamoDB.

Generative AI

Generative AI AWS Lambda Technical Review

Learning Lambda — Part 9

Mike Roberts

NOVEMBER 16, 2017

Scaling and State This is Part 9 of Learning Lambda, a tutorial series about engineering using AWS Lambda. So far in this series we’ve only been talking about processing a small number of events with Lambda, one after the other. Finally I mention Lambda’s limited, but not trivial, vertical scaling capability.

Lambda

Lambda Software Review AWS Serverless

Modernizing on AWS: Strategies, Benefits, and Partnerships with Xebia

Xebia

MAY 21, 2024

Modernizing on AWS refers to migrating and transforming traditional applications, workloads, and infrastructure to leverage the benefits of cloud computing and AWS services. Companies are modernizing the cloud through various strategies and approaches.

AWS

AWS Strategy Serverless Microservices

Java 8 Features

InnovationM

FEBRUARY 9, 2023

Garbage Collector Improvements – Generally, “Java Performance” is related to “Garbage Collection” and it is sure that poor performance of garbage collection can impact the performance of the application. For lambda expressions, we are not required to define the method every time for its implementation.

Lambda

Lambda Examples Programming Performance

Empower your generative AI application with a comprehensive custom observability solution

AWS Machine Learning - AI

OCTOBER 29, 2024

Observability refers to the ability to understand the internal state and behavior of a system by analyzing its outputs, logs, and metrics. Evaluation, on the other hand, involves assessing the quality and relevance of the generated outputs, enabling continual improvement.

Generative AI

Generative AI Applications AWS Knowledge Base

Delight your customers with great conversational experiences via QnABot, a generative AI chatbot

AWS Machine Learning - AI

AUGUST 15, 2024

The Content Designer AWS Lambda function saves the input in Amazon OpenSearch Service in a questions bank index. Amazon Lex forwards requests to the Bot Fulfillment Lambda function. Users can also send requests to this Lambda function through Amazon Alexa devices.

Artificial Inteligence

Artificial Inteligence Generative AI Knowledge Base Lambda

Automate the process to change image backgrounds using Amazon Bedrock and AWS Step Functions

AWS Machine Learning - AI

MARCH 7, 2024

The DynamoDB update triggers an AWS Lambda function, which starts a Step Functions workflow. The Step Functions workflow invokes a Lambda function to generate a status report. Image processing workflow When the DynamoDB table is updated, DynamoDB Streams triggers a Lambda function to start a new Step Functions workflow.

AWS

AWS Lambda Generative AI Report

Building Generative AI prompt chaining workflows with human in the loop

AWS Machine Learning - AI

MAY 17, 2024

They’re capable of performing a wide variety of general tasks with a high degree of accuracy based on input prompts. While LLMs are good at following instructions in the prompt, as a task gets complex, they’re known to drop tasks or perform a task not at the desired accuracy. Large language models (LLMs) are one class of FMs.

Generative AI

Generative AI Artificial Inteligence Systems Review Software Review

Automate the insurance claim lifecycle using Agents and Knowledge Bases for Amazon Bedrock

AWS Machine Learning - AI

FEBRUARY 8, 2024

At the forefront of this evolution sits Amazon Bedrock , a fully managed service that makes high-performing foundation models (FMs) from Amazon and other leading AI companies available through an API. This method allows you to enhance the model’s performance by providing labeled examples associated with a particular task.

Knowledge Base

Knowledge Base Insurance Lambda AWS

AWS Lambda Benchmarking

Lambda Calculus Through JavaScript, Part 4

CBRE and AWS perform natural language queries of structured data using Amazon Bedrock

Webinars

Managing Running Instances Made Easier with AWS Lambda

Create a generative AI–powered custom Google Chat application using Amazon Bedrock

Automate Amazon Bedrock batch inference: Building a scalable and efficient pipeline

Analysis Performance of Applications Using AWS DLT service

High-performance computing on AWS

Enhance customer support with Amazon Bedrock Agents by integrating enterprise data APIs

Generate and evaluate images in Amazon Bedrock with Amazon Titan Image Generator G1 v2 and Anthropic Claude 3.5 Sonnet

Intelligent healthcare forms analysis with Amazon Bedrock

Techniques and approaches for monitoring large language models on AWS

Using DynamoDB as a Cache

Automate cloud security vulnerability assessment and alerting using Amazon Bedrock

Analyze customer reviews using Amazon Bedrock

Revolutionize logo design creation with Amazon Bedrock: Embracing generative art, dynamic logos, and AI collaboration

How Vidmob is using generative AI to transform its creative data landscape

Scheduling Amazon DynamoDB Backups with Lambda, Python, and Boto3

Automate AWS Lambda function deployments to AWS CDK

Build a multi-tenant generative AI environment for your enterprise on AWS

Releasing AWS Lambda Haskell Runtime v2

Medical content creation in the age of generative AI

Use Sidecar Pattern in AWS Lambda To Optimize Your Microservices Architecture

Automate emails for task management using Amazon Bedrock Agents, Amazon Bedrock Knowledge Bases, and Amazon Bedrock Guardrails

Learning Lambda — Part 9

Accelerate your financial statement analysis with Amazon Bedrock and generative AI

Integrate dynamic web content in your generative AI application using a web search API and Amazon Bedrock Agents

Deploy a serverless web application to edit images using Amazon Bedrock

Generate customized, compliant application IaC scripts for AWS Landing Zone using Amazon Bedrock

Transform one-on-one customer interactions: Build speech-capable order processing agents with AWS and generative AI

Build an internal SaaS service with cost and usage tracking for foundation models on Amazon Bedrock

Accelerate migration portfolio assessment using Amazon Bedrock

Enhance speech synthesis and video generation models with RLHF using audio and video segmentation in Amazon SageMaker

Transcribe, translate, and summarize live streams in your browser with AWS AI and generative AI services

Knowledge Bases for Amazon Bedrock now supports advanced parsing, chunking, and query reformulation giving greater control of accuracy in RAG based applications

Accenture creates a regulatory document authoring solution using AWS generative AI services

Learning Lambda — Part 9

Modernizing on AWS: Strategies, Benefits, and Partnerships with Xebia

Java 8 Features

Empower your generative AI application with a comprehensive custom observability solution

Delight your customers with great conversational experiences via QnABot, a generative AI chatbot

Automate the process to change image backgrounds using Amazon Bedrock and AWS Step Functions

Building Generative AI prompt chaining workflows with human in the loop

Automate the insurance claim lifecycle using Agents and Knowledge Bases for Amazon Bedrock

Stay Connected