Dzone - DevOps

JULY 1, 2024

In this blog, we will use the AWS Generative AI Constructs Library to deploy a complete RAG application composed of the following components: Knowledge Bases for Amazon Bedrock : This is the foundation for the RAG solution. An S3 bucket: This will act as the data source for the Knowledge Base.

Generative AI 95

Generative AI Construction AWS Knowledge Base 95

AWS Machine Learning - AI

JANUARY 13, 2025

The text extraction AWS Lambda function is invoked by the SQS queue, processing each queued file and using Amazon Textract to extract text from the documents. The text summarization Lambda function is invoked by this new queue containing the extracted text.

Education 96

Education Report Technical Review Generative AI 96

AWS Machine Learning - AI

MARCH 20, 2025

Lets look at an example solution for implementing a customer management agent: An agentic chat can be built with Amazon Bedrock chat applications, and integrated with functions that can be quickly built with other AWS services such as AWS Lambda and Amazon API Gateway. The agent has the capability to: Provide a brief customer overview.

Generative AI 102

Generative AI Systems Review System Lambda 102

Xebia

SEPTEMBER 26, 2022

Everything that a DSL can do is also possible using general, ‘non-specific’ language features, such as methods and lambdas. The first example is the Bean Definition DSL which registers beans using lambdas instead of annotations. I also really like that you can use if expressions and other constructs. After all, it’s just Kotlin!

Lambda 130

Lambda Construction Examples Course 130

AWS Machine Learning - AI

FEBRUARY 25, 2025

Error retrieval and context gathering The Amazon Bedrock agent forwards these details to an action group that invokes the first AWS Lambda function (see the following Lambda function code ). This contextual information is then sent back to the first Lambda function. Refer to the Lambda function code for more details.

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Lambda Generative AI AWS Software Review 63

Xebia

MAY 2, 2023

AWS CDK is specifically designed for provisioning AWS resources and provides a more AWS-centric approach, with AWS-specific constructs, libraries, and APIs that allow you to define AWS resources in a more native way. Vpc level 2 construct. ClusterHandler is a Lambda function for interacting with EKS API to manage the cluster lifecycle.

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AWS Infrastructure Applications Construction 130

Stackery

JUNE 11, 2019

Here is my response to that question in the form of a dive into how the SAM CLI and how SAM local can indeed improve your development process of Lambdas, but require more to take advantage of the entire menu of AWS serverless…. How does SAM CLI run a local version of a Lambda? What do I need to do to run my Lambda code via the SAM CLI?

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Lambda Serverless AWS Resources 58

TechCrunch

MAY 3, 2022

The modern architecture of databases makes this complicated, with information potentially distributed across Kubernetes containers, Lambda, ECS and EC2 and more.

Data 192

Data Artificial Inteligence Lambda Analytics 192

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 124

AWS Lambda Performance Artificial Inteligence 124

The Daily WTF

OCTOBER 25, 2022

You could do something like this, using Python's version of a ternary: _b = ( lambda x: x) if (sys.version_info[ 0 ] < 3 ) else ( lambda x: x.encode( 'latin1' )). No, you have to show your absolute mastery over the language, using constructs to do things they were never intended to do.

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Lambda Construction Advertising Report 111

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 52

Lambda AWS Construction Software Review 52

AWS Machine Learning - AI

NOVEMBER 14, 2024

If an image is uploaded, it is stored in Amazon Simple Storage Service (Amazon S3) , and a custom AWS Lambda function will use a machine learning model deployed on Amazon SageMaker to analyze the image to extract a list of place names and the similarity score of each place name. _validate_tools(tools) _output_parser = output_parser or cls._get_default_output_parser()

Artificial Inteligence 104

Artificial Inteligence Generative AI Travel AWS 104

CircleCI

AUGUST 17, 2022

Adding a Lambda authorizer and defining CDK constructs. You can also learn how to automate AWS Lambda function deployments to AWS CDK. In this tutorial, I will guide you through using AWS CDK to deploy REST APIs with AWS Lambda-based authorizers. Adding a NodeJS Lambda function. Prerequisites.

Lambda 52

Lambda AWS Construction Software Review 52

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 52

Lambda Software Review AWS Serverless 52

Xebia

APRIL 23, 2024

In this blog post a single Lambda function is used to handle both incoming commands and incoming interactivity. Slack API reaching out to AWS Lambda. Creating your Handler using an AWS Lambda Function In this example I am going to use a Node.js AWS Lambda function to host the handler. ” message. In a Node.js

Lambda 130

Lambda AWS Authentication Construction 130

Stackery

APRIL 11, 2019

It will scale just fine… unless you hit your account-wide Lambda limit. 6.10, which is approaching EOL for AWS Lambda? Let’s step back and think about what happens when you integrate an API route with a Lambda Function. Construct infrastructure templates (e.g. What if that’s Node.js A Functionless Approach.

Serverless 104

Serverless Lambda AWS Banking 104

AWS Machine Learning - AI

MARCH 7, 2024

The DynamoDB update triggers an AWS Lambda function, which starts a Step Functions workflow. Constructs a request payload for the Amazon Bedrock InvokeModel API. Constructs a request payload for the Amazon Bedrock InvokeModel API. The Step Functions workflow invokes a Lambda function to generate a status report.

AWS 135

AWS Lambda Generative AI Report 135

AWS Machine Learning - AI

SEPTEMBER 20, 2024

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. The Lambda function retrieves the API secrets securely from Secrets Manager, calls the appropriate search API, and processes the results.

Generative AI 103

Generative AI Lambda Applications AWS 103

Honeycomb

MARCH 5, 2024

In this post, I describe how to send OpenTelemetry (OTel) data from an AWS Lambda instance to Honeycomb. I will be showing these steps using a Lambda written in Python and created and deployed using AWS Serverless Application Model (AWS SAM). Add OTel and Honeycomb environment variables to your template configuration for your Lambda.

Lambda 52

Lambda AWS Data Serverless 52

Xebia

AUGUST 29, 2023

A target group can refer to Instances, IP addresses, a Lambda function or an Application Load Balancer. Participants were happy with the service abstraction cross EC2 / EKS / Lambda allowing inter-connectivity between different stacks without worrying about the underlying details.

AWS 130

AWS Load Balancer Microservices Lambda 130

AWS Machine Learning - AI

MAY 17, 2024

With prompt chaining, you construct a set of smaller subtasks as individual prompts. Then construct an email response based on the sentiment you determine and enclose the email in JSON format. It invokes an AWS Lambda function with a token and waits for the token. Together, these subtasks make up the overall complex task.

Generative AI 131

Generative AI Artificial Inteligence Systems Review Software Review 131

AWS Machine Learning - AI

MAY 7, 2024

Generative AI CDK Constructs , an open-source extension of AWS CDK, provides well-architected multi-service patterns to quickly and efficiently create repeatable infrastructure required for generative AI projects on AWS. Transcripts are then stored in the project’s S3 bucket under /transcriptions/TranscribeOutput/.

Artificial Inteligence 125

Artificial Inteligence Meeting AWS Generative AI 125

Mike Roberts

DECEMBER 13, 2017

Lambda is a wonderful platform. The problems In Learning Lambda Part 9 , I described Lambda’s scaling behavior? Lambda can overwhelm downstream resources that do not have similar scaling properties. A thousand-times scaled Lambda could easily cause significant performance problems to a modest SQL database server.

Lambda 40

Lambda AWS Architecture Microservices 40

Mike Roberts

DECEMBER 13, 2017

Lambda is a wonderful platform. The problems In Learning Lambda Part 9 , I described Lambda’s scaling behavior? Lambda can overwhelm downstream resources that do not have similar scaling properties. A thousand-times scaled Lambda could easily cause significant performance problems to a modest SQL database server.

Lambda 40

Lambda AWS Architecture Microservices 40

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 40

Lambda Software Review AWS Serverless 40

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.

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Artificial Inteligence Generative AI Knowledge Base Lambda 121

CIO

APRIL 25, 2023

ChatGPT was trained with 175 billion parameters; for comparison, GPT-2 was 1.5B (2019), Google’s LaMBDA was 137B (2021), and Google’s BERT was 0.3B (2018). Any rules or restrictions on responses today are built in as an additive “safety” layer outside of the model construct itself.

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Generative AI ChatGPT Artificial Inteligence Artificial Intelligence 174

AWS Machine Learning - AI

SEPTEMBER 4, 2024

The agent queries the product information stored in an Amazon DynamoDB table, using an API implemented as an AWS Lambda function. The agent uses an API backed by Lambda to get product information. Lastly, the Lambda function looks up product data from DynamoDB.

eCommerce 85

eCommerce Lambda Generative AI Artificial Inteligence 85

O'Reilly Media - Ideas

NOVEMBER 19, 2018

Effective Java, 3rd Edition — Joshua Bloch covers language and library features added in Java 7, 8, and 9, including the functional programming constructs that were added to its object-oriented roots. Many new items have been added, including a chapter devoted to lambdas and streams.

Resources 72

Resources Lambda Programming Construction 72

Apiumhub

OCTOBER 25, 2024

However, while you may indeed be using some functional constructs in your code, this programming paradigm goes much deeper than simply utilizing functions. .” You might even assume that since your code already contains functions, you’ve unknowingly practiced functional programming.

Programming 95

Programming Lambda Construction Examples 95

AWS Machine Learning - AI

SEPTEMBER 6, 2024

Understanding the intrinsic value of data network effects, Vidmob constructed a product and operational system architecture designed to be the industry’s most comprehensive RLHF solution for marketing creatives. Dynamo DB stores the query and the session ID, which is then passed to a Lambda function as a DynamoDB event notification.

Generative AI 115

Generative AI Artificial Inteligence Data AWS 115

AWS Machine Learning - AI

OCTOBER 14, 2024

The Amazon Bedrock agent is configured to use Anthropic’s Claude model and to invoke actions using the Claims Agent Helper AWS Lambda Amazon Bedrock Agent uses chain-of-thought-prompting and builds the list of API actions to run with the help of Claims Agent Helper.

Generative AI 83

Generative AI Applications Lambda Policies 83

High Scalability

FEBRUARY 22, 2019

PaulDJohnston : Lambda done badly is still better than Kubernetes done well. You owe me for the years, not the minutes.

Scalability 15

Scalability Internet Software Review Lambda 15

Xebia

MARCH 23, 2023

We can now easily construct an Event using the either computation block, which allows us to extract the success value to the left-hand side. So if we try to construct an Event using the Validated type instead of Either , we’ll be able to figure out all errors that occurred trying to construct the Event.

Construction 130

Construction Organization Lambda Examples 130

CloudGeometry

FEBRUARY 7, 2022

Isolation vs. Authentication & Authorization Isolation is a fundamental choice in a SaaS architecture because security and reliability are not a single construct. Legacy Architecture – the constructs of the legacy architecture that supports an application also directly affect the choice of isolation model.

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Architecture Policies Resources Construction 130

AWS Machine Learning - AI

OCTOBER 24, 2024

The CloudFormation template also provides the required AWS Identity and Access Management (IAM) access to set up the vector database, SageMaker resources, and AWS Lambda Acquire access to models hosted on Amazon Bedrock. Create and associate an action group with an API schema and a Lambda function. Delete the Lambda function.

Generative AI 90

Generative AI Artificial Inteligence Applications Knowledge Base 90

Erik Bernhardsson

APRIL 7, 2024

timestamp(dt) fun = lambda x: sun_moon_separation(x[ 0 ], x[ 1 ], t) ret = minimize(fun, bounds = [( - 90 , 90 ), ( - 180 , 180 )], x0 = ( 0 , 0 )) return ret. fun < 1e-3 else None Basically, we bind the time to sun_moon_separation , and construct a new function with 2 variables: latitude and longitude.

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Lambda 3D Construction Testing 164