Tornado is a Python web framework that can handle high concurrency loads. The document discusses using Tornado and Nginx together to handle 17,000 requests per second. It provides examples of building simple and secure cookie-based authentication in Tornado as well as handling blocking vs non-blocking requests to external APIs. The document also briefly mentions ideas for further optimizations like templates, project structure, and pre-rendering frequently updated data.
Tornado is a non-blocking light-weight web server and framework. There's been many introductory talks about it, and it's time to look deeper into it: not just what Tornado does, but how it does it and what can we learn from it when designing our own concurrent systems.
In this talk I go over the following topics. I cover them in two parts: first I present how to use a certain feature or approach in our applications; then, I dig into Tornado's source code to see how it really works.
- Getting Started: quickly get a simple Tornado application up and running. We'll keep digging into, changing and poking this Application for most of the talk.
- An Application Listens: what an Application is, how does Tornado start it and how does it process its requests.
- Application and IOLoop: we'll look at how the IOLoop receives the connections from the users and passes them on to the Applications.
- Scheduled Tasks: we'll see how to schedule tasks and how the IOLoop will run them.
- Generators: we'll learn to use generators to handle the responses of our asynchronous calls, and how they work with the IOLoop.
Advanced:
- Websockets: how to use them and how they work.
- IOStream: how do Tornado's non-blocking sockets work.
- Database: how to use non-blocking sockets to connect to databases.
- Process: how Tornado works with multiple processes.
I presented this talk at Europython 2012 and PyGrunn 2012.
Code examples: https://bitbucket.org/grimborg/tornado-in-depth/src/tip/examples/
Tornado is a non-blocking light-weight web server and framework. There's been many introductory talks about it, and it's time to look deeper into it: not just what Tornado does, but how it does it and what can we learn from it when designing our own concurrent systems.
In this talk I go over the following topics. I cover them in two parts: first I present how to use a certain feature or approach in our applications; then, I dig into Tornado's source code to see how it really works.
- Getting Started: quickly get a simple Tornado application up and running. We'll keep digging into, changing and poking this Application for most of the talk.
- An Application Listens: what an Application is, how does Tornado start it and how does it process its requests.
- Application and IOLoop: we'll look at how the IOLoop receives the connections from the users and passes them on to the Applications.
- Scheduled Tasks: we'll see how to schedule tasks and how the IOLoop will run them.
- Generators: we'll learn to use generators to handle the responses of our asynchronous calls, and how they work with the IOLoop.
Advanced:
- Websockets: how to use them and how they work.
- IOStream: how do Tornado's non-blocking sockets work.
- Database: how to use non-blocking sockets to connect to databases.
- Process: how Tornado works with multiple processes.
I presented this talk at Europython 2012 and PyGrunn 2012.
Code examples: https://bitbucket.org/grimborg/tornado-in-depth/src/tip/examples/
Droidcon Berlin 2021 - With coroutines being the de facto way of exposing async work and streams of changes for Kotlin on Android, developers are obviously attempting to use the same approaches when moving their code to Multiplatform.
But due to the way the memory model differs between JVM and Kotlin Native, it can be a painful experience.
In this talk, we will take a deep dive into the Coroutine API for Kotlin Multiplatform. You will learn how to expose your API with Coroutines while working with the Kotlin Native memory model instead of against it, and avoid the dragons along the way.
Original slides from Ryan Dahl's NodeJs intro talkAarti Parikh
These are the original slides from the nodejs talk. I was surprised not find them on slideshare so adding them. The video link is here https://www.youtube.com/watch?v=ztspvPYybIY
A language for the Internet: Why JavaScript and Node.js is right for Internet...Tom Croucher
Increasingly we want to do more with the web and Internet applications we build. We have more features, more data, more users, more devices and all of it needs to be in real-time. With all of these demands how can we keep up? The answer is choosing a language and a platform that are optimized for the kind of architecture Internet and web applications really have. The traditional approach prioritises computation, assigning server resources before they are actually needed. JavaScript and Node.js both take an event driven approach only assigning resources to events as they happen. This allows us to make dramatic gains in performance and resource utilization while still having an environment which is fun and easy to program.
Has the traditional intro to event looped servers (thanks Ryan!) with a couple of examples of why I think node.js is particularly exciting today. Code for the demos can be found at https://github.com/davidpadbury/node-intro.
An opinionated intro to Node.js - devrupt hospitality hackathonLuciano Mammino
A talk presenting an opinionated introduction to Node.js, proving a simple introduction to the async model, some common async patterns and some other interesting Node.js tricks.
Droidcon Berlin 2021 - With coroutines being the de facto way of exposing async work and streams of changes for Kotlin on Android, developers are obviously attempting to use the same approaches when moving their code to Multiplatform.
But due to the way the memory model differs between JVM and Kotlin Native, it can be a painful experience.
In this talk, we will take a deep dive into the Coroutine API for Kotlin Multiplatform. You will learn how to expose your API with Coroutines while working with the Kotlin Native memory model instead of against it, and avoid the dragons along the way.
Original slides from Ryan Dahl's NodeJs intro talkAarti Parikh
These are the original slides from the nodejs talk. I was surprised not find them on slideshare so adding them. The video link is here https://www.youtube.com/watch?v=ztspvPYybIY
A language for the Internet: Why JavaScript and Node.js is right for Internet...Tom Croucher
Increasingly we want to do more with the web and Internet applications we build. We have more features, more data, more users, more devices and all of it needs to be in real-time. With all of these demands how can we keep up? The answer is choosing a language and a platform that are optimized for the kind of architecture Internet and web applications really have. The traditional approach prioritises computation, assigning server resources before they are actually needed. JavaScript and Node.js both take an event driven approach only assigning resources to events as they happen. This allows us to make dramatic gains in performance and resource utilization while still having an environment which is fun and easy to program.
Has the traditional intro to event looped servers (thanks Ryan!) with a couple of examples of why I think node.js is particularly exciting today. Code for the demos can be found at https://github.com/davidpadbury/node-intro.
An opinionated intro to Node.js - devrupt hospitality hackathonLuciano Mammino
A talk presenting an opinionated introduction to Node.js, proving a simple introduction to the async model, some common async patterns and some other interesting Node.js tricks.
Grâce aux tags Varnish, j'ai switché ma prod sur Raspberry PiJérémy Derussé
Le moyen le plus rapide d'obtenir une réponse d'un Backend est de ne pas l'appeler ;-) Une solution fournie par les "reverse-proxy" me direz-vous, mais pas si simple d'invalider le cache...
Ce talk aborde une fonctionnalité méconnue de Varnish: les tags. Nous verrons comment en tirer partie via les "event listeners" d'une application Symfony standard. Au menu, un cluster de Rasberry Pi, une API, et des données toujours fraîches sous la milliseconde.
Build powerfull and smart web applications with Symfony2Hugo Hamon
Symfony2 first stable release is scheduled for the first week of March 2011. During this session, we will have a look at the new framework architecture and most of its powerfull features.
We will show you how Symfony2 implements the MVC pattern and an HTTP request is processed and converted as a response for the end user. Of course, we will talk about the configuration principles and how it's easy to configure Symfony2 project parts like the routing system or the data model. We will also focus on other major components of the framework like the Doctrine2 integration, forms, security (authentication and authorizations) or HTTP cache management.
Async task, threads, pools, and executors oh my!Stacy Devino
http://360andev.com/sessions/100-async-task-threads-pools-and-executors/
Frome 360 AnDev conference
There are many ways to use Threads and in the multithreaded world in which we live, it can be confusing when, where, and how to use these functions correctly. Still, that assumes you know what they all mean and how to manipulate them. Novices and Experts welcome as there are many schools of thought, but we will explore them all together.
Don’t worry, we have you covered.
Animated Version : but.ly/asyncThread
Chicago Coder Conference 2015
Speaker Biography: Wei Ru
Wei Ru has over 15 years of professional experience in design and development of Java enterprise applications across multiple industries. Currently he works as a technical architect at STA Group, LLC. He received a M.S. degree in Computer Science from Loyola University Chicago. As a software developer with an emphasis on Java, he strongly believes in software re-usability, open standards, and various best practices. He has successfully delivered many products using open source platforms and frameworks during his IT consultancies.
Speaker Biography: Vincent Lau
Vincent Lau has been Senior Architect at STA Group in Chicago for the last two years. He received a B.S. degree in Accounting and Finance from the University of Illinois at Chicago and worked on M.S. of Computer Science at DePaul University. He has over 15 years of software design, development, testing and project management experience on large enterprise distributed computing platforms. Most recently, he has worked on web based applications using Java, Spring, JavaScript, Angular.js, jQuery and web services. He previously had Senior Software Engineer and Lead positions in Royal Caribbean Cruises, Wells Fargo Bank, Cap Gemini America and Trans Union Corp.
Presentation: Practical AngularJS
AngularJS has been seen gaining momentum recently. Whether you want to develop a modern single-page application or to spice up only the view enabled by a traditional MVC web framework, AngularJS allows you to write cleaner, shorter code. AngularJS’ two-way data binding feature allows a declarative approach on views and controllers, and ultimately code modulization. With this strategic change and many features offered by AngularJS, learning AngularJS can be challenging. In this session, we will share some of the experiences we had in Angular UI development, we will cover:
AngularJS modules and common project setup
Communicating to a Restful service
Commonly used Angular functions, directives
UI Bootstrap, grid views and forms in AngularJS
Custom Angular directives
Asynchronous functions and event processing
Spring and Cloud Foundry; a Marriage Made in HeavenJoshua Long
Spring and Cloud Foundry: a Marriage Made in Heaven. This talk introduces how to build Spring applications on top of Cloud Foundry, the open source PaaS from VMware
Encryption in Microsoft 365 - ExpertsLive Netherlands 2024Albert Hoitingh
In this session I delve into the encryption technology used in Microsoft 365 and Microsoft Purview. Including the concepts of Customer Key and Double Key Encryption.
Transcript: Selling digital books in 2024: Insights from industry leaders - T...BookNet Canada
The publishing industry has been selling digital audiobooks and ebooks for over a decade and has found its groove. What’s changed? What has stayed the same? Where do we go from here? Join a group of leading sales peers from across the industry for a conversation about the lessons learned since the popularization of digital books, best practices, digital book supply chain management, and more.
Link to video recording: https://bnctechforum.ca/sessions/selling-digital-books-in-2024-insights-from-industry-leaders/
Presented by BookNet Canada on May 28, 2024, with support from the Department of Canadian Heritage.
Essentials of Automations: Optimizing FME Workflows with ParametersSafe Software
Are you looking to streamline your workflows and boost your projects’ efficiency? Do you find yourself searching for ways to add flexibility and control over your FME workflows? If so, you’re in the right place.
Join us for an insightful dive into the world of FME parameters, a critical element in optimizing workflow efficiency. This webinar marks the beginning of our three-part “Essentials of Automation” series. This first webinar is designed to equip you with the knowledge and skills to utilize parameters effectively: enhancing the flexibility, maintainability, and user control of your FME projects.
Here’s what you’ll gain:
- Essentials of FME Parameters: Understand the pivotal role of parameters, including Reader/Writer, Transformer, User, and FME Flow categories. Discover how they are the key to unlocking automation and optimization within your workflows.
- Practical Applications in FME Form: Delve into key user parameter types including choice, connections, and file URLs. Allow users to control how a workflow runs, making your workflows more reusable. Learn to import values and deliver the best user experience for your workflows while enhancing accuracy.
- Optimization Strategies in FME Flow: Explore the creation and strategic deployment of parameters in FME Flow, including the use of deployment and geometry parameters, to maximize workflow efficiency.
- Pro Tips for Success: Gain insights on parameterizing connections and leveraging new features like Conditional Visibility for clarity and simplicity.
We’ll wrap up with a glimpse into future webinars, followed by a Q&A session to address your specific questions surrounding this topic.
Don’t miss this opportunity to elevate your FME expertise and drive your projects to new heights of efficiency.
JMeter webinar - integration with InfluxDB and GrafanaRTTS
Watch this recorded webinar about real-time monitoring of application performance. See how to integrate Apache JMeter, the open-source leader in performance testing, with InfluxDB, the open-source time-series database, and Grafana, the open-source analytics and visualization application.
In this webinar, we will review the benefits of leveraging InfluxDB and Grafana when executing load tests and demonstrate how these tools are used to visualize performance metrics.
Length: 30 minutes
Session Overview
-------------------------------------------
During this webinar, we will cover the following topics while demonstrating the integrations of JMeter, InfluxDB and Grafana:
- What out-of-the-box solutions are available for real-time monitoring JMeter tests?
- What are the benefits of integrating InfluxDB and Grafana into the load testing stack?
- Which features are provided by Grafana?
- Demonstration of InfluxDB and Grafana using a practice web application
To view the webinar recording, go to:
https://www.rttsweb.com/jmeter-integration-webinar
GraphRAG is All You need? LLM & Knowledge GraphGuy Korland
Guy Korland, CEO and Co-founder of FalkorDB, will review two articles on the integration of language models with knowledge graphs.
1. Unifying Large Language Models and Knowledge Graphs: A Roadmap.
https://arxiv.org/abs/2306.08302
2. Microsoft Research's GraphRAG paper and a review paper on various uses of knowledge graphs:
https://www.microsoft.com/en-us/research/blog/graphrag-unlocking-llm-discovery-on-narrative-private-data/
Accelerate your Kubernetes clusters with Varnish CachingThijs Feryn
A presentation about the usage and availability of Varnish on Kubernetes. This talk explores the capabilities of Varnish caching and shows how to use the Varnish Helm chart to deploy it to Kubernetes.
This presentation was delivered at K8SUG Singapore. See https://feryn.eu/presentations/accelerate-your-kubernetes-clusters-with-varnish-caching-k8sug-singapore-28-2024 for more details.
Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024Tobias Schneck
As AI technology is pushing into IT I was wondering myself, as an “infrastructure container kubernetes guy”, how get this fancy AI technology get managed from an infrastructure operational view? Is it possible to apply our lovely cloud native principals as well? What benefit’s both technologies could bring to each other?
Let me take this questions and provide you a short journey through existing deployment models and use cases for AI software. On practical examples, we discuss what cloud/on-premise strategy we may need for applying it to our own infrastructure to get it to work from an enterprise perspective. I want to give an overview about infrastructure requirements and technologies, what could be beneficial or limiting your AI use cases in an enterprise environment. An interactive Demo will give you some insides, what approaches I got already working for real.
Neuro-symbolic is not enough, we need neuro-*semantic*Frank van Harmelen
Neuro-symbolic (NeSy) AI is on the rise. However, simply machine learning on just any symbolic structure is not sufficient to really harvest the gains of NeSy. These will only be gained when the symbolic structures have an actual semantics. I give an operational definition of semantics as “predictable inference”.
All of this illustrated with link prediction over knowledge graphs, but the argument is general.
UiPath Test Automation using UiPath Test Suite series, part 4DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 4. In this session, we will cover Test Manager overview along with SAP heatmap.
The UiPath Test Manager overview with SAP heatmap webinar offers a concise yet comprehensive exploration of the role of a Test Manager within SAP environments, coupled with the utilization of heatmaps for effective testing strategies.
Participants will gain insights into the responsibilities, challenges, and best practices associated with test management in SAP projects. Additionally, the webinar delves into the significance of heatmaps as a visual aid for identifying testing priorities, areas of risk, and resource allocation within SAP landscapes. Through this session, attendees can expect to enhance their understanding of test management principles while learning practical approaches to optimize testing processes in SAP environments using heatmap visualization techniques
What will you get from this session?
1. Insights into SAP testing best practices
2. Heatmap utilization for testing
3. Optimization of testing processes
4. Demo
Topics covered:
Execution from the test manager
Orchestrator execution result
Defect reporting
SAP heatmap example with demo
Speaker:
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
Connector Corner: Automate dynamic content and events by pushing a buttonDianaGray10
Here is something new! In our next Connector Corner webinar, we will demonstrate how you can use a single workflow to:
Create a campaign using Mailchimp with merge tags/fields
Send an interactive Slack channel message (using buttons)
Have the message received by managers and peers along with a test email for review
But there’s more:
In a second workflow supporting the same use case, you’ll see:
Your campaign sent to target colleagues for approval
If the “Approve” button is clicked, a Jira/Zendesk ticket is created for the marketing design team
But—if the “Reject” button is pushed, colleagues will be alerted via Slack message
Join us to learn more about this new, human-in-the-loop capability, brought to you by Integration Service connectors.
And...
Speakers:
Akshay Agnihotri, Product Manager
Charlie Greenberg, Host
Epistemic Interaction - tuning interfaces to provide information for AI supportAlan Dix
Paper presented at SYNERGY workshop at AVI 2024, Genoa, Italy. 3rd June 2024
https://alandix.com/academic/papers/synergy2024-epistemic/
As machine learning integrates deeper into human-computer interactions, the concept of epistemic interaction emerges, aiming to refine these interactions to enhance system adaptability. This approach encourages minor, intentional adjustments in user behaviour to enrich the data available for system learning. This paper introduces epistemic interaction within the context of human-system communication, illustrating how deliberate interaction design can improve system understanding and adaptation. Through concrete examples, we demonstrate the potential of epistemic interaction to significantly advance human-computer interaction by leveraging intuitive human communication strategies to inform system design and functionality, offering a novel pathway for enriching user-system engagements.
Securing your Kubernetes cluster_ a step-by-step guide to success !KatiaHIMEUR1
Today, after several years of existence, an extremely active community and an ultra-dynamic ecosystem, Kubernetes has established itself as the de facto standard in container orchestration. Thanks to a wide range of managed services, it has never been so easy to set up a ready-to-use Kubernetes cluster.
However, this ease of use means that the subject of security in Kubernetes is often left for later, or even neglected. This exposes companies to significant risks.
In this talk, I'll show you step-by-step how to secure your Kubernetes cluster for greater peace of mind and reliability.
3. ‣ huge potential userbase
‣ live sports events
1.000.000 ‣
‣
changing business model
unknown user behavior
‣ “beta” - small investment
‣ gotta keep it simple!
4. “It's time for web servers to handle ten thousand clients simultaneously,
don't you think? After all, the web is a big place now.”
5. as simple as you need - as robust as you want
nginx nginx tornado mongo
frontend backend
filer
filesystem
6. ‣ “there’s a lot of caching”
‣ scores, current transmissions etc. are updated quickly
‣ out of bounds to the general public - closed beta
‣ authentication and authorization from separate systems
‣ just checking if cookies exist on the frontend
7. import tornado.ioloop
import tornado.web
‣ plain Python class MainHandler(tornado.web.RequestHandler):
def get(self):
‣ good looking Python self.write("Hello, world")
‣ sweet! application = tornado.web.Application([
(r"/", MainHandler),
])
‣ fast!
if __name__ == "__main__":
‣ ab req/s: 2987.96 application.listen(8888)
tornado.ioloop.IOLoop.instance().start()
8. import json
import tornado.ioloop
import tornado.web
import tornado.httpclient
search = 'http://search.twitter.com/search.json?
‣ non-blocking web server q=pythonbrasil&result_type=mixed&count=1'
class MainHandler(tornado.web.RequestHandler):
‣ so please don’t block it! def get(self):
self.write("Hello blocking Twitter!n")
http_client = tornado.httpclient.HTTPClient()
‣ the blocking way... response = http_client.fetch(search)
last_tweet = json.loads(response.body)['results'][0]['text']
self.write(last_tweet)
‣ ab req/s: 0.81 application = tornado.web.Application([
(r"/", MainHandler),
(over our poor local wi-fi) ])
if __name__ == "__main__":
application.listen(8888)
tornado.ioloop.IOLoop.instance().start()
10. import tornado.ioloop
import tornado.web
from db import users
class HomeHandler(tornado.web.RequestHandler):
def get(self):
if 'signed_in' == self.get_secure_cookie('access'):
self.write('Hello to your world!')
else:
self. write('Hello, world!')
‣ secure cookies class SigninHandler(tornado.web.RequestHandler):
def post(self):
if self.get_attribute('login') in users:
‣ not persisted self.set_secure_cookie('access', 'signed_in',
expires_days=None)
self.redirect('/')
‣ served from any class SignoutHandler(tornado.web.RequestHandler):
def get(self):
instance self.clear_cookie('access')
self.redirect('/')
application = tornado.web.Application([
(r"/", HomeHandler), (r"/signin", SigninHandler),
(r"/signout", SignoutHandler),
], **{
'cookie_secret': 'i_should_be_reading_that_from_env'
})
if __name__ == "__main__":
application.listen(8888)
tornado.ioloop.IOLoop.instance().start()
11. ‣ what else?
‣ templates extensions
‣ semi-standardized project structure
‣ pre-rendered data for frequently updated data - scores
12. ‣ most URLs are served as fast
as nginx can
‣ on a single 24 processors
17.000 server our load tests got us
to 17k req/s served by
Tornado
‣ few pages with heavy DB
access served less than 4k
req/s